<?xml version="1.0" encoding="UTF-8"?>
<urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9">
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/Objects/DistributedTraceHeadersDict</loc>
    <lastmod>2026-07-29T11:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/Objects/EvaluationResult</loc>
    <lastmod>2026-07-29T11:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/Objects/Experiment</loc>
    <lastmod>2026-07-29T11:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/Objects/ExperimentItemContent</loc>
    <lastmod>2026-07-29T11:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/Objects/ExperimentItemReferences</loc>
    <lastmod>2026-07-29T11:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/Objects/FeedbackScoreDict</loc>
    <lastmod>2026-07-29T11:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/Objects/LiteLLMChatModel</loc>
    <lastmod>2026-07-29T11:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/Objects/OpikBaseModel</loc>
    <lastmod>2026-07-29T11:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/Objects/Prompt</loc>
    <lastmod>2026-07-29T11:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/Objects/ScoreResult</loc>
    <lastmod>2026-07-29T11:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/Objects/Span</loc>
    <lastmod>2026-07-29T11:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/Objects/SpanData</loc>
    <lastmod>2026-07-29T11:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/Objects/SpanPublic</loc>
    <lastmod>2026-07-29T11:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/Objects/TestResult</loc>
    <lastmod>2026-07-29T11:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/Objects/TestSuiteResult</loc>
    <lastmod>2026-07-29T11:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/Objects/Trace</loc>
    <lastmod>2026-07-29T11:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/Objects/TraceData</loc>
    <lastmod>2026-07-29T11:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/Objects/TracePublic</loc>
    <lastmod>2026-07-29T11:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/Opik</loc>
    <lastmod>2026-07-29T11:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/cli</loc>
    <lastmod>2026-07-29T11:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/configure</loc>
    <lastmod>2026-07-29T11:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/context_manager/distributed_headers</loc>
    <lastmod>2026-07-29T11:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/context_manager/index</loc>
    <lastmod>2026-07-29T11:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/context_manager/start_as_current_span</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/context_manager/start_as_current_trace</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/evaluation/Dataset</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/evaluation/TestSuite</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/evaluation/evaluate</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/evaluation/evaluate_experiment</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/evaluation/evaluate_prompt</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/evaluation/evaluate_threads</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/evaluation/metrics/AnswerRelevance</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/evaluation/metrics/BaseMetric</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/evaluation/metrics/Contains</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/evaluation/metrics/ContextPrecision</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/evaluation/metrics/ContextRecall</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/evaluation/metrics/ConversationHeuristicMetrics</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/evaluation/metrics/ConversationLLMJudges</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/evaluation/metrics/ConversationThreadMetric</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/evaluation/metrics/Equals</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/evaluation/metrics/GEval</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/evaluation/metrics/Hallucination</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/evaluation/metrics/HeuristicMetrics</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/evaluation/metrics/IsJson</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/evaluation/metrics/LLMJudgePresets</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/evaluation/metrics/LLMJuries</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/evaluation/metrics/LevenshteinRatio</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/evaluation/metrics/Moderation</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/evaluation/metrics/RegexMatch</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/evaluation/metrics/UtilityMetrics</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/evaluation/metrics/index</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/guardrails/custom_guardrail</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/guardrails/guardrail</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/guardrails/llm_judge</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/guardrails/pii</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/guardrails/prompt_injection</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/guardrails/topic</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/guardrails/validation_response</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/index</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/integrations/adk/OpikTracer</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/integrations/adk/index</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/integrations/adk/track_adk_agent_recursive</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/integrations/anthropic/index</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/integrations/anthropic/track_anthropic</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/integrations/bedrock/index</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/integrations/bedrock/track_bedrock</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/integrations/crewai/index</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/integrations/crewai/track_crewai</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/integrations/dspy/OpikCallback</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/integrations/dspy/index</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/integrations/guardrails/index</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/integrations/guardrails/track_guardrails</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/integrations/haystack/OpikConnector</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/integrations/haystack/index</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/integrations/langchain/OpikTracer</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/integrations/langchain/extract_current_langgraph_span_data</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/integrations/langchain/index</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/integrations/langchain/track_langgraph</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/integrations/llama_index/LlamaIndexCallbackHandler</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/integrations/llama_index/index</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/integrations/openai/index</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/integrations/openai/track_openai</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/library/ChatPrompt</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/library/Prompt</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/message_processing_emulation/ExperimentItemModel</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/message_processing_emulation/FeedbackScoreModel</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/message_processing_emulation/SpanModel</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/message_processing_emulation/TraceModel</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/message_processing_emulation/index</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/message_processing_emulation/local_recording</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/opik_context/get_current_span_data</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/opik_context/get_current_trace_data</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/opik_context/get_distributed_trace_headers</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/opik_context/index</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/opik_context/update_current_span</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/opik_context/update_current_trace</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/rest_api/clients/annotation_queues</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/rest_api/clients/attachments</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/rest_api/clients/automation_rule_evaluators</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/rest_api/clients/chat_completions</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/rest_api/clients/check</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/rest_api/clients/datasets</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/rest_api/clients/experiments</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/rest_api/clients/feedback_definitions</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/rest_api/clients/guardrails</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/rest_api/clients/index</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/rest_api/clients/llm_provider_key</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/rest_api/clients/open_telemetry_ingestion</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/rest_api/clients/optimizations</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/rest_api/clients/projects</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/rest_api/clients/prompts</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/rest_api/clients/redirect</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/rest_api/clients/service_toggles</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/rest_api/clients/spans</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/rest_api/clients/system_usage</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/rest_api/clients/traces</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/rest_api/clients/workspaces</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/rest_api/objects</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/rest_api/overview</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/simulation/SimulatedUser</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/simulation/index</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/simulation/run_simulation</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/testing/llm_unit</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-documentation/python-sdk-docs/source/track</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-frontend/.dependency-cruiser-known-violations.README</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-frontend/README</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-frontend/e2e/README</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-guardrails-backend/README</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-python-backend/README</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-python-backend/docs/ISOLATED_EXECUTOR_COMPLETE</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/apps/opik-python-backend/docs/OPTIMIZATION_STUDIO_ONBOARDING</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/deployment/docker-compose/README</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/deployment/helm_chart/opik/README</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/extensions/cursor/README</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/readme_CN</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/readme_DE</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/readme_ES</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/readme_FR</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/scripts/README</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/sdks/code_generation/fern/README</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/sdks/opik_optimizer/README</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/sdks/opik_optimizer/notebooks/OpikOptimizerIntro</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/sdks/opik_optimizer/notebooks/OpikSyntheticDataOptimizer</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/sdks/opik_optimizer/scripts/arc_agi/README</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/sdks/opik_optimizer/scripts/arc_agi/prompts/hrpo_batch_analysis</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/sdks/opik_optimizer/scripts/arc_agi/prompts/hrpo_improve</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/sdks/opik_optimizer/scripts/arc_agi/prompts/hrpo_synthesis</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/sdks/opik_optimizer/scripts/arc_agi/prompts/system_prompt</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/sdks/opik_optimizer/scripts/arc_agi/prompts/user_prompt</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/sdks/python/README</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/sdks/python/design/API_AND_DATA_FLOW</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/sdks/python/design/EVALUATION</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/sdks/python/design/INTEGRATIONS</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/sdks/python/design/README</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/sdks/python/design/TESTING</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/sdks/python/examples/agent_config_demo</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/sdks/python/examples/dashboard_example</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/sdks/python/src/opik/integrations/bedrock/invoke_model/chunks_aggregator/EXTENDING</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/sdks/python/src/opik/integrations/bedrock/invoke_model/chunks_aggregator/README</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/sdks/typescript/README</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/sdks/typescript/design/API_AND_DATA_FLOW</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/sdks/typescript/design/EVALUATION</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/sdks/typescript/design/INTEGRATIONS</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/sdks/typescript/design/README</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/sdks/typescript/design/TESTING</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/sdks/typescript/examples/agent_config_demo</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/sdks/typescript/src/opik/configure/README</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/sdks/typescript/src/opik/configure/src/rules-stubs/universal</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/sdks/typescript/src/opik/configure/src/utils/rules/nodejs-rules</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/sdks/typescript/src/opik/configure/src/utils/rules/universal</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/sdks/typescript/src/opik/integrations/opik-gemini/README</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/sdks/typescript/src/opik/integrations/opik-langchain/README</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/sdks/typescript/src/opik/integrations/opik-openai/README</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/sdks/typescript/src/opik/integrations/opik-otel/README</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/sdks/typescript/src/opik/integrations/opik-vercel/README</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/tests_end_to_end/e2e/AGENTIC</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/tests_end_to_end/e2e/README</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/tests_end_to_end/e2e/agents/README</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/tests_end_to_end/e2e/services/opik-sdk-driver/README</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/opik/versions/2.2.10-7636-merge-2761/pages/tests_load/README</loc>
    <lastmod>2026-07-29T11:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/langroid/qa/tool-rendering</loc>
    <lastmod>2026-07-29T11:17:25+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/llamaindex/PARITY_NOTES</loc>
    <lastmod>2026-07-29T11:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/llamaindex/public/demo-audio/README</loc>
    <lastmod>2026-07-29T11:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/llamaindex/qa/a2ui-fixed-schema</loc>
    <lastmod>2026-07-29T11:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/llamaindex/qa/agent-config</loc>
    <lastmod>2026-07-29T11:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/llamaindex/qa/agentic-chat</loc>
    <lastmod>2026-07-29T11:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/llamaindex/qa/auth</loc>
    <lastmod>2026-07-29T11:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/llamaindex/qa/byoc-hashbrown</loc>
    <lastmod>2026-07-29T11:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/llamaindex/qa/byoc-json-render</loc>
    <lastmod>2026-07-29T11:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/llamaindex/qa/chat-customization-css</loc>
    <lastmod>2026-07-29T11:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/llamaindex/qa/chat-slots</loc>
    <lastmod>2026-07-29T11:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/llamaindex/qa/declarative-gen-ui</loc>
    <lastmod>2026-07-29T11:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/llamaindex/qa/frontend-tools-async</loc>
    <lastmod>2026-07-29T11:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/llamaindex/qa/frontend-tools</loc>
    <lastmod>2026-07-29T11:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/llamaindex/qa/gen-ui-agent</loc>
    <lastmod>2026-07-29T11:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/llamaindex/qa/gen-ui-tool-based</loc>
    <lastmod>2026-07-29T11:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/llamaindex/qa/headless-complete</loc>
    <lastmod>2026-07-29T11:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/llamaindex/qa/headless-simple</loc>
    <lastmod>2026-07-29T11:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/llamaindex/qa/hitl-in-app</loc>
    <lastmod>2026-07-29T11:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/llamaindex/qa/hitl-in-chat</loc>
    <lastmod>2026-07-29T11:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/llamaindex/qa/hitl</loc>
    <lastmod>2026-07-29T11:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/llamaindex/qa/mcp-apps</loc>
    <lastmod>2026-07-29T11:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/llamaindex/qa/multimodal</loc>
    <lastmod>2026-07-29T11:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/llamaindex/qa/open-gen-ui-advanced</loc>
    <lastmod>2026-07-29T11:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/llamaindex/qa/open-gen-ui</loc>
    <lastmod>2026-07-29T11:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/llamaindex/qa/prebuilt-popup</loc>
    <lastmod>2026-07-29T11:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/llamaindex/qa/prebuilt-sidebar</loc>
    <lastmod>2026-07-29T11:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/llamaindex/qa/readonly-state-agent-context</loc>
    <lastmod>2026-07-29T11:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/llamaindex/qa/reasoning-custom</loc>
    <lastmod>2026-07-29T11:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/llamaindex/qa/reasoning-default</loc>
    <lastmod>2026-07-29T11:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/llamaindex/qa/shared-state-read-write</loc>
    <lastmod>2026-07-29T11:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/llamaindex/qa/shared-state-read</loc>
    <lastmod>2026-07-29T11:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/llamaindex/qa/shared-state-streaming</loc>
    <lastmod>2026-07-29T11:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/llamaindex/qa/shared-state-write</loc>
    <lastmod>2026-07-29T11:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/llamaindex/qa/subagents</loc>
    <lastmod>2026-07-29T11:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/llamaindex/qa/tool-rendering-custom-catchall</loc>
    <lastmod>2026-07-29T11:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/llamaindex/qa/tool-rendering-default-catchall</loc>
    <lastmod>2026-07-29T11:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/llamaindex/qa/tool-rendering-reasoning-chain</loc>
    <lastmod>2026-07-29T11:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/llamaindex/qa/tool-rendering</loc>
    <lastmod>2026-07-29T11:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/llamaindex/qa/voice</loc>
    <lastmod>2026-07-29T11:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/mastra/PARITY_NOTES</loc>
    <lastmod>2026-07-29T11:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/mastra/public/demo-audio/README</loc>
    <lastmod>2026-07-29T11:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/mastra/public/demo-files/README</loc>
    <lastmod>2026-07-29T11:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/mastra/qa/a2ui-fixed-schema</loc>
    <lastmod>2026-07-29T11:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/mastra/qa/a2ui-recovery</loc>
    <lastmod>2026-07-29T11:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/mastra/qa/agent-config</loc>
    <lastmod>2026-07-29T11:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/mastra/qa/agentic-chat</loc>
    <lastmod>2026-07-29T11:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/mastra/qa/auth</loc>
    <lastmod>2026-07-29T11:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/mastra/qa/background-agents</loc>
    <lastmod>2026-07-29T11:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/mastra/qa/browser-use</loc>
    <lastmod>2026-07-29T11:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/mastra/qa/chat-customization-css</loc>
    <lastmod>2026-07-29T11:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/mastra/qa/chat-slots</loc>
    <lastmod>2026-07-29T11:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/mastra/qa/declarative-gen-ui</loc>
    <lastmod>2026-07-29T11:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/mastra/qa/frontend-tools-async</loc>
    <lastmod>2026-07-29T11:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/mastra/qa/frontend-tools</loc>
    <lastmod>2026-07-29T11:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/mastra/qa/gen-ui-agent</loc>
    <lastmod>2026-07-29T11:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/mastra/qa/gen-ui-interrupt</loc>
    <lastmod>2026-07-29T11:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/mastra/qa/gen-ui-tool-based</loc>
    <lastmod>2026-07-29T11:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/mastra/qa/headless-complete</loc>
    <lastmod>2026-07-29T11:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/mastra/qa/headless-simple</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/mastra/qa/hitl-in-app</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/mastra/qa/hitl-in-chat</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/mastra/qa/hitl</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/mastra/qa/interrupt-headless</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/mastra/qa/observational-memory</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/mastra/qa/prebuilt-popup</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/mastra/qa/prebuilt-sidebar</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/mastra/qa/readonly-state-agent-context</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/mastra/qa/reasoning-custom</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/mastra/qa/reasoning-default</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/mastra/qa/shared-state-read-write</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/mastra/qa/shared-state-read</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/mastra/qa/shared-state-streaming</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/mastra/qa/shared-state-write</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/mastra/qa/subagents</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/mastra/qa/tool-rendering-custom-catchall</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/mastra/qa/tool-rendering-default-catchall</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/mastra/qa/tool-rendering-reasoning-chain</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/mastra/qa/tool-rendering</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/ms-agent-dotnet/public/demo-files/README</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/ms-agent-dotnet/qa/agentic-chat</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/ms-agent-dotnet/qa/gen-ui-agent</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/ms-agent-dotnet/qa/gen-ui-tool-based</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/ms-agent-dotnet/qa/hitl-in-chat</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/ms-agent-dotnet/qa/shared-state-read-write</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/ms-agent-dotnet/qa/shared-state-read</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/ms-agent-dotnet/qa/shared-state-streaming</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/ms-agent-dotnet/qa/shared-state-write</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/ms-agent-dotnet/qa/subagents</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/ms-agent-dotnet/qa/tool-rendering</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/ms-agent-harness-dotnet/public/demo-files/README</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/ms-agent-python/public/demo-files/README</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/ms-agent-python/qa/agentic-chat</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/ms-agent-python/qa/gen-ui-agent</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/ms-agent-python/qa/gen-ui-tool-based</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/ms-agent-python/qa/hitl-in-chat</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/ms-agent-python/qa/shared-state-read-write</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/ms-agent-python/qa/shared-state-read</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/ms-agent-python/qa/shared-state-streaming</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/ms-agent-python/qa/shared-state-write</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/ms-agent-python/qa/subagents</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/ms-agent-python/qa/tool-rendering</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/pydantic-ai/PARITY_NOTES</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/pydantic-ai/public/demo-audio/README</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/pydantic-ai/public/demo-files/README</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/pydantic-ai/qa/a2ui-fixed-schema</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/pydantic-ai/qa/agent-config</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/pydantic-ai/qa/agentic-chat</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/pydantic-ai/qa/auth</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/pydantic-ai/qa/beautiful-chat</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/pydantic-ai/qa/byoc-hashbrown</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/pydantic-ai/qa/byoc-json-render</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/pydantic-ai/qa/chat-customization-css</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/pydantic-ai/qa/chat-slots</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/pydantic-ai/qa/declarative-gen-ui</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/pydantic-ai/qa/frontend-tools-async</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/pydantic-ai/qa/frontend-tools</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/pydantic-ai/qa/gen-ui-agent</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/pydantic-ai/qa/gen-ui-tool-based</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/pydantic-ai/qa/headless-complete</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/pydantic-ai/qa/headless-simple</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/pydantic-ai/qa/hitl-in-app</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/pydantic-ai/qa/hitl-in-chat</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/pydantic-ai/qa/multimodal</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/pydantic-ai/qa/open-gen-ui-advanced</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/pydantic-ai/qa/open-gen-ui</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/pydantic-ai/qa/prebuilt-popup</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/pydantic-ai/qa/prebuilt-sidebar</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/pydantic-ai/qa/readonly-state-agent-context</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/pydantic-ai/qa/shared-state-read-write</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/pydantic-ai/qa/shared-state-read</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/pydantic-ai/qa/shared-state-streaming</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/pydantic-ai/qa/shared-state-write</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/pydantic-ai/qa/subagents</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/pydantic-ai/qa/tool-rendering-custom-catchall</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/pydantic-ai/qa/tool-rendering-default-catchall</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/pydantic-ai/qa/tool-rendering</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/pydantic-ai/qa/voice</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/spring-ai/PARITY_NOTES</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/spring-ai/public/demo-audio/README</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/spring-ai/public/demo-files/README</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/spring-ai/qa/a2ui-fixed-schema</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/spring-ai/qa/agent-config</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/spring-ai/qa/agentic-chat-reasoning</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/spring-ai/qa/agentic-chat</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/spring-ai/qa/auth</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/spring-ai/qa/beautiful-chat</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/spring-ai/qa/chat-customization-css</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/spring-ai/qa/chat-slots</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/spring-ai/qa/declarative-gen-ui</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/spring-ai/qa/frontend-tools-async</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/spring-ai/qa/frontend-tools</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/spring-ai/qa/gen-ui-agent</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/spring-ai/qa/gen-ui-tool-based</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/spring-ai/qa/headless-complete</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/spring-ai/qa/headless-simple</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/spring-ai/qa/hitl-in-app</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/spring-ai/qa/hitl-in-chat</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/spring-ai/qa/mcp-apps</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/spring-ai/qa/multimodal</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/spring-ai/qa/open-gen-ui-advanced</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/spring-ai/qa/open-gen-ui</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/spring-ai/qa/prebuilt-popup</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/spring-ai/qa/prebuilt-sidebar</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/spring-ai/qa/readonly-state-agent-context</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/spring-ai/qa/reasoning-default-render</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/spring-ai/qa/shared-state-read-write</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/spring-ai/qa/shared-state-read</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/spring-ai/qa/shared-state-streaming</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/spring-ai/qa/shared-state-write</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/spring-ai/qa/subagents</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/spring-ai/qa/tool-rendering-custom-catchall</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/spring-ai/qa/tool-rendering-default-catchall</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/spring-ai/qa/tool-rendering-reasoning-chain</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/spring-ai/qa/tool-rendering</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/spring-ai/qa/voice</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands/PARITY_NOTES</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands/public/demo-audio/README</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands/public/demo-files/README</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands/qa/a2ui-fixed-schema</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands/qa/a2ui-recovery</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands/qa/agent-config</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands/qa/agentic-chat-reasoning</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands/qa/agentic-chat</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands/qa/auth</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands/qa/byoc-hashbrown</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands/qa/byoc-json-render</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands/qa/chat-customization-css</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands/qa/chat-slots</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands/qa/declarative-gen-ui</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands/qa/frontend-tools-async</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands/qa/frontend-tools</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands/qa/gen-ui-agent</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands/qa/gen-ui-tool-based</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands/qa/headless-complete</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands/qa/headless-simple</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands/qa/hitl-in-app</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands/qa/hitl-in-chat</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands/qa/multimodal</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands/qa/open-gen-ui-advanced</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands/qa/open-gen-ui</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands/qa/prebuilt-popup</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands/qa/prebuilt-sidebar</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands/qa/readonly-state-agent-context</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands/qa/reasoning-default-render</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands/qa/shared-state-read-write</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands/qa/shared-state-read</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands/qa/shared-state-streaming</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands/qa/shared-state-write</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands/qa/subagents</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands/qa/tool-rendering-custom-catchall</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands/qa/tool-rendering-default-catchall</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands/qa/tool-rendering-reasoning-chain</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands/qa/tool-rendering</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands/qa/voice</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands-typescript/public/demo-audio/README</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands-typescript/public/demo-files/README</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands-typescript/qa/a2ui-fixed-schema</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands-typescript/qa/a2ui-recovery</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands-typescript/qa/agent-config</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands-typescript/qa/agentic-chat-reasoning</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands-typescript/qa/agentic-chat</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands-typescript/qa/auth</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands-typescript/qa/byoc-hashbrown</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands-typescript/qa/byoc-json-render</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands-typescript/qa/chat-customization-css</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands-typescript/qa/chat-slots</loc>
    <lastmod>2026-07-29T11:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands-typescript/qa/declarative-gen-ui</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands-typescript/qa/frontend-tools-async</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands-typescript/qa/frontend-tools</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands-typescript/qa/gen-ui-agent</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands-typescript/qa/gen-ui-tool-based</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands-typescript/qa/headless-complete</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands-typescript/qa/headless-simple</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands-typescript/qa/hitl-in-app</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands-typescript/qa/hitl-in-chat</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands-typescript/qa/multimodal</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands-typescript/qa/open-gen-ui-advanced</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands-typescript/qa/open-gen-ui</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands-typescript/qa/prebuilt-popup</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands-typescript/qa/prebuilt-sidebar</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands-typescript/qa/readonly-state-agent-context</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands-typescript/qa/reasoning-default-render</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands-typescript/qa/shared-state-read-write</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands-typescript/qa/shared-state-read</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands-typescript/qa/shared-state-streaming</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands-typescript/qa/shared-state-write</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands-typescript/qa/subagents</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands-typescript/qa/tool-rendering-custom-catchall</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands-typescript/qa/tool-rendering-default-catchall</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands-typescript/qa/tool-rendering-reasoning-chain</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands-typescript/qa/tool-rendering</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/integrations/strands-typescript/qa/voice</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell/public/designs/front-door-terminal-light</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell/public/designs/front-door-v1</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell/public/designs/front-door-v2</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell/public/designs/index</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell/public/designs/model-c-v2</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell/public/designs/model-c-variations</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell/public/designs/model-c</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell/public/designs/stack-v2</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell/public/designs/stack</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/README</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/public/fonts/plus-jakarta-sans/SOURCE</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/agentic-protocols</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/concepts/agents</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/concepts/architecture</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/concepts/capabilities</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/concepts/events</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/concepts/generative-ui-specs</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/concepts/messages</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/concepts/middleware</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/concepts/reasoning</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/concepts/serialization</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/concepts/state</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/concepts/tools</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/development/contributing</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/development/roadmap</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/development/updates</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/drafts/generative-ui</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/drafts/interrupts</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/drafts/meta-events</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/drafts/multimodal-messages</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/drafts/overview</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/integrations</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/introduction</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/quickstart/applications</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/quickstart/clients</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/quickstart/introduction</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/quickstart/middleware</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/quickstart/server</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/dart/client/client</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/dart/client/overview</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/dart/core/events</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/dart/core/overview</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/dart/core/types</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/dart/encoder/overview</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/dart/overview</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/go/client/overview</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/go/client/sse-client</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/go/core/events</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/go/core/overview</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/go/core/types</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/go/encoding/overview</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/go/errors/overview</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/go/overview</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/java/client/abstract-agent</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/java/client/http-agent</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/java/client/overview</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/java/client/subscriber</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/java/core/events</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/java/core/overview</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/java/core/stream</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/java/core/subscription</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/java/core/types</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/java/overview</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/java/server/overview</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/java/server/spring</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/js/client/abstract-agent</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/js/client/compaction</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/js/client/http-agent</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/js/client/middleware</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/js/client/overview</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/js/client/subscriber</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/js/core/events</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/js/core/multimodal-inputs</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/js/core/overview</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/js/core/types</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/kotlin/client/abstract-agent</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/kotlin/client/agui-agent</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/kotlin/client/http-agent</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/kotlin/client/overview</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/kotlin/client/stateful-agui-agent</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/kotlin/core/events</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/kotlin/core/overview</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/kotlin/core/types</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/kotlin/overview</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/kotlin/tools/overview</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/kotlin/tools/tool-executor</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/kotlin/tools/tool-registry</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/python/core/events</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/python/core/multimodal-inputs</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/python/core/overview</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/python/core/types</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/python/encoder/overview</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/ruby/core/events</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/ruby/core/overview</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/ruby/core/types</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/ruby/encoder/overview</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/ruby/overview</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/rust/client/agent-trait</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/rust/client/http-agent</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/rust/client/overview</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/rust/client/subscriber</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/rust/core/events</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/rust/core/overview</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/rust/core/types</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/rust/overview</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/tutorials/cursor</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/ag-ui/tutorials/debugging</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/%28other%29/contributing/code-contributions/index</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/%28other%29/contributing/code-contributions/package-linking</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/%28other%29/contributing/docs-contributions</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/%28other%29/telemetry/index</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/agent-config</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/agent-spec/human-in-the-loop</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/agent-spec/index</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/agent-spec/langgraph</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/agent-spec/quickstart</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/agent-spec/wayflow</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/agentic-chat-ui</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/agentic-protocols/a2a</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/agentic-protocols/ag-ui-middleware</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/agentic-protocols/ag-ui</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/agentic-protocols/index</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/agentic-protocols/mcp</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/auth</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/backend/ag-ui</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/backend/agent-runner</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/backend/copilot-runtime</loc>
    <lastmod>2026-07-29T11:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/backend/custom-agent</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/backend/runtime-endpoints</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/backend/self-managed-agents</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/build-with-agents</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/built-in-agent</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/channels/commands-and-reactions</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/channels/configuration</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/channels/files-and-multimodality</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/channels/index</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/channels/interactive/human-in-the-loop</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/channels/interactive/index</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/channels/interactive/modals</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/channels/interactive/reactions</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/channels/mcp</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/channels/persistence</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/channels/platforms/discord</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/channels/platforms/index</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/channels/platforms/slack</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/channels/platforms/teams</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/channels/platforms/telegram</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/channels/platforms/whatsapp</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/channels/quickstart</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/channels/reference/callbacks</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/channels/reference/channel</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/channels/reference/thread</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/channels/tools</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/channels/transcripts</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/channels/ui-library</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/cli</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/concepts/architecture</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/concepts/generative-ui-overview</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/concepts/oss-vs-enterprise</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/concepts/which-hook</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/cookbook/angular-adk-agentic-app</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/cookbook/arcade</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/cookbook/daytona</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/cookbook/index</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/cookbook/openbox-governed-copilotkit</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/cookbook/oracle-agent-spec-memory</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/custom-look-and-feel/css</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/custom-look-and-feel/headless-ui</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/custom-look-and-feel/reasoning-messages</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/custom-look-and-feel/slots</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/deepagents/index</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/deploy/agentcore</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/examples</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/faq</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/frontend-tools</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/frontends/angular/auth</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/frontends/angular/docs-status</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/frontends/angular/features</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/frontends/angular/guides/a2ui</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/frontends/angular/guides/chat-ui</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/frontends/angular/guides/frontend-tools-generative-ui</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/frontends/angular/guides/human-in-the-loop</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/frontends/angular/guides/shared-state</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/frontends/angular/guides/threads-memory-attachments-headless</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/frontends/angular/guides/troubleshooting</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/frontends/angular/guides/voice-multimodal</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/frontends/angular</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/frontends/docs-status</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/frontends/react-native</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/frontends/slack</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/frontends/teams</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/frontends/using-these-docs</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/frontends/vue</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/frontends/whatsapp</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/generative-ui/a2ui/dynamic-schema</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/generative-ui/a2ui/fixed-schema</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/generative-ui/a2ui/index</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/generative-ui/display</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/generative-ui/hashbrown</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/generative-ui/index</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/generative-ui/interactive</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/generative-ui/json-render</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/generative-ui/mcp-apps</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/generative-ui/open-generative-ui</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/generative-ui/open-json-ui</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/generative-ui/reasoning</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/generative-ui/state-rendering</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/generative-ui/tool-based</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/generative-ui/tool-rendering</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/headless-threads</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/headless</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/human-in-the-loop/headless</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/human-in-the-loop/index</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/human-in-the-loop/useInterrupt</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/inspector</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/a2a/generative-ui/declarative-a2ui</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/a2a/headless-threads</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/a2a/quickstart</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/a2a/threads</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/adk/frontend-tools</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/adk/generative-ui/state-rendering</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/adk/generative-ui/tool-rendering</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/adk/headless-threads</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/adk/human-in-the-loop</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/adk/quickstart</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/adk/shared-state/in-app-agent-read</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/adk/shared-state/in-app-agent-write</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/adk/shared-state/index</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/adk/shared-state/predictive-state-updates</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/adk/shared-state/workflow-execution</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/adk/threads-import</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/adk/threads</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/%28other%29/contributing/code-contributions/index</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/%28other%29/contributing/code-contributions/package-linking</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/%28other%29/contributing/docs-contributions</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/%28other%29/telemetry/index</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/ag-ui</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/auth</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/build-with-agents</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/cli</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/copilot-runtime</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/custom-look-and-feel/headless-ui</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/custom-look-and-feel/slots</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/frontend-tools</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/generative-ui/a2ui</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/generative-ui/mcp-apps</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/generative-ui/state-rendering</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/generative-ui/tool-rendering</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/generative-ui/your-components/display-only</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/generative-ui/your-components/interactive</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/headless-threads</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/human-in-the-loop</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/index</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/inspector</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/prebuilt-components/copilot-threads-drawer</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/prebuilt-components</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/premium/headless-ui</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/premium/overview</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/premium/self-hosting</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/programmatic-control</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/quickstart</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/readables</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/shared-state/index</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/shared-state/read</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/shared-state/write</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/threads-import</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/threads-lifecycle</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/threads</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/troubleshooting/common-issues</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/troubleshooting/error-debugging</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/troubleshooting/migrate-to-1.10.X</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/troubleshooting/migrate-to-1.8.2</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/troubleshooting/migrate-to-v2</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/agent-spec/generative-ui/tool-rendering</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/agent-spec/headless-threads</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/agent-spec/human-in-the-loop</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/agent-spec/langgraph</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/agent-spec/quickstart</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/agent-spec/shared-state/index</loc>
    <lastmod>2026-07-29T11:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/agent-spec/threads</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/agent-spec/wayflow</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/agno/%28other%29/contributing/code-contributions/index</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/agno/%28other%29/contributing/code-contributions/package-linking</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/agno/%28other%29/contributing/docs-contributions</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/agno/%28other%29/telemetry/index</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/agno/ag-ui</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/agno/build-with-agents</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/agno/cli</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/agno/copilot-runtime</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/agno/custom-look-and-feel/headless-ui</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/agno/custom-look-and-feel/slots</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/agno/frontend-tools</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/agno/generative-ui/a2ui</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/agno/generative-ui/mcp-apps</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/agno/generative-ui/tool-rendering</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/agno/generative-ui/your-components/display-only</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/agno/generative-ui/your-components/interactive</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/agno/headless-threads</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/agno/human-in-the-loop</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/agno/index</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/agno/inspector</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/agno/prebuilt-components/copilot-threads-drawer</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/agno/prebuilt-components</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/agno/premium/headless-ui</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/agno/premium/overview</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/agno/premium/self-hosting</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/agno/programmatic-control</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/agno/quickstart</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/agno/threads-import</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/agno/threads-lifecycle</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/agno/threads</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/agno/troubleshooting/common-issues</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/agno/troubleshooting/error-debugging</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/agno/troubleshooting/migrate-to-1.10.X</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/agno/troubleshooting/migrate-to-1.8.2</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/agno/troubleshooting/migrate-to-v2</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/aws-strands/%28other%29/contributing/code-contributions/index</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/aws-strands/%28other%29/contributing/code-contributions/package-linking</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/aws-strands/%28other%29/contributing/docs-contributions</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/aws-strands/%28other%29/telemetry/index</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/aws-strands/ag-ui</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/aws-strands/build-with-agents</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/aws-strands/cli</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/aws-strands/copilot-runtime</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/aws-strands/custom-look-and-feel/headless-ui</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/aws-strands/custom-look-and-feel/slots</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/aws-strands/deploy-agentcore</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/aws-strands/frontend-tools</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/aws-strands/generative-ui/a2ui</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/aws-strands/generative-ui/mcp-apps</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/aws-strands/generative-ui/state-rendering</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/aws-strands/generative-ui/tool-rendering</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/aws-strands/generative-ui/your-components/display-only</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/aws-strands/generative-ui/your-components/interactive</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/aws-strands/headless-threads</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/aws-strands/index</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/aws-strands/inspector</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/aws-strands/prebuilt-components</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/aws-strands/premium/headless-ui</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/aws-strands/premium/overview</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/aws-strands/premium/self-hosting</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/aws-strands/programmatic-control</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/aws-strands/quickstart</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/aws-strands/shared-state/in-app-agent-read</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/aws-strands/shared-state/in-app-agent-write</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/aws-strands/threads</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/aws-strands/troubleshooting/common-issues</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/aws-strands/troubleshooting/error-debugging</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/aws-strands/troubleshooting/migrate-to-1.10.X</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/aws-strands/troubleshooting/migrate-to-1.8.2</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/aws-strands/troubleshooting/migrate-to-v2</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/advanced-configuration</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/agent-app-context</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/build-with-agents</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/cli</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/custom-look-and-feel/headless-ui</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/custom-look-and-feel/slots</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/frontend-tools</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/generative-ui/a2ui</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/generative-ui/mcp-apps</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/generative-ui/tool-rendering</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/generative-ui/your-components/display-only</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/generative-ui/your-components/interactive</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/headless-threads</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/index</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/inspector</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/mcp-servers</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/model-selection</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/prebuilt-components/copilot-threads-drawer</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/prebuilt-components</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/premium/headless-ui</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/premium/overview</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/premium/self-hosting</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/programmatic-control</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/quickstart</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/server-tools</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/shared-state</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/telemetry</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/threads-import</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/threads-lifecycle</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/threads</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/tutorials/ai-powered-textarea/next-steps</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/tutorials/ai-powered-textarea/overview</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/tutorials/ai-powered-textarea/step-1-checkout-repo</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/tutorials/ai-powered-textarea/step-2-setup-copilotkit</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/tutorials/ai-powered-textarea/step-3-copilot-textarea</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/tutorials/ai-powered-textarea/step-4-copilot-readable-state</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/tutorials/ai-todo-app/next-steps</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/tutorials/ai-todo-app/overview</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/tutorials/ai-todo-app/step-1-checkout-repo</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/tutorials/ai-todo-app/step-2-setup-copilotkit</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/tutorials/ai-todo-app/step-3-copilot-readable-state</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/tutorials/ai-todo-app/step-4-frontend-tools</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/claude-sdk-python/quickstart</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/claude-sdk-typescript/quickstart</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/%28other%29/contributing/code-contributions/index</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/%28other%29/contributing/code-contributions/package-linking</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/%28other%29/contributing/docs-contributions</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/%28other%29/telemetry/index</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/advanced/disabling-state-streaming</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/advanced/emit-messages</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/advanced/exit-agent</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/ag-ui</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/build-with-agents</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/cli</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/copilot-runtime</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/custom-look-and-feel/headless-ui</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/custom-look-and-feel/slots</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/frontend-tools</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/generative-ui/a2ui</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/generative-ui/mcp-apps</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/generative-ui/state-rendering</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/generative-ui/tool-rendering</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/generative-ui/your-components/display-only</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/generative-ui/your-components/interactive</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/headless-threads</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/human-in-the-loop/flow</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/human-in-the-loop/index</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/index</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/inspector</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/multi-agent-flows</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/persistence/loading-agent-state</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/persistence/loading-message-history</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/persistence/message-persistence</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/prebuilt-components/copilot-threads-drawer</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/prebuilt-components</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/premium/headless-ui</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/premium/overview</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/premium/self-hosting</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/programmatic-control</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/quickstart</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/shared-state/in-app-agent-read</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/shared-state/in-app-agent-write</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/shared-state/index</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/shared-state/predictive-state-updates</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/threads-import</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/threads-lifecycle</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/threads</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/troubleshooting/common-issues</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/troubleshooting/error-debugging</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/troubleshooting/migrate-to-1.10.X</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/troubleshooting/migrate-to-1.8.2</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/troubleshooting/migrate-to-v2</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/deepagents/frontend-tools</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/deepagents/generative-ui/a2ui/advanced</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/deepagents/generative-ui/a2ui/dynamic-schema</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/deepagents/generative-ui/a2ui/fixed-schema</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/deepagents/generative-ui/a2ui/index</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/deepagents/generative-ui/a2ui/styling</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/deepagents/generative-ui/mcp-apps</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/deepagents/generative-ui/state-rendering</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/deepagents/generative-ui/tool-rendering</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/deepagents/generative-ui/your-components/interrupt-based</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/deepagents/headless-threads</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/deepagents/human-in-the-loop/interrupt-flow</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/deepagents/index</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/deepagents/quickstart</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/deepagents/shared-state/in-app-agent-read</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/deepagents/shared-state/in-app-agent-write</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/deepagents/shared-state/predictive-state-updates</loc>
    <lastmod>2026-07-29T11:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/deepagents/shared-state/state-inputs-outputs</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/deepagents/shared-state/workflow-execution</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/deepagents/threads-import</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/deepagents/threads-lifecycle</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/deepagents/threads</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/%28other%29/contributing/code-contributions/index</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/%28other%29/contributing/code-contributions/package-linking</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/%28other%29/contributing/docs-contributions</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/%28other%29/telemetry/index</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/advanced/disabling-state-streaming</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/advanced/emit-api-hook-mapping</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/advanced/emit-messages</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/advanced/exit-agent</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/advanced/persistence/loading-agent-state</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/advanced/persistence/loading-message-history</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/advanced/persistence/message-persistence</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/ag-ui</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/agent-app-context</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/auth</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/build-with-agents</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/cli</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/coagent-troubleshooting/common-coagent-issues</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/coagent-troubleshooting/error-debugging</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/coagent-troubleshooting/migrate-from-v0.2-to-v0.3</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/configurable</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/copilot-runtime</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/custom-look-and-feel/headless-ui</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/custom-look-and-feel/slots</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/deep-agents</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/deploy-agentcore</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/frontend-tools</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/generative-ui/a2ui/advanced</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/generative-ui/a2ui/dynamic-schema</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/generative-ui/a2ui/fixed-schema</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/generative-ui/a2ui/index</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/generative-ui/a2ui/styling</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/generative-ui/mcp-apps</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/generative-ui/state-rendering</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/generative-ui/tool-rendering</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/generative-ui/your-components/display-only</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/generative-ui/your-components/interactive</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/generative-ui/your-components/interrupt-based</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/headless-threads</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/human-in-the-loop/interrupt-flow</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/index</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/inspector</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/multi-agent-flows</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/prebuilt-components</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/premium/headless-ui</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/premium/overview</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/premium/self-hosting</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/programmatic-control</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/quickstart</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/shared-state/in-app-agent-read</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/shared-state/in-app-agent-write</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/shared-state/predictive-state-updates</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/shared-state/state-inputs-outputs</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/shared-state/workflow-execution</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/subgraphs</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/threads-import</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/threads</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/troubleshooting/common-issues</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/troubleshooting/migrate-to-1.10.X</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/troubleshooting/migrate-to-1.8.2</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/troubleshooting/migrate-to-agui</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/troubleshooting/migrate-to-v2</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/tutorials/agent-native-app/index</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/tutorials/agent-native-app/next-steps</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/tutorials/agent-native-app/step-1-checkout-repo</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/tutorials/agent-native-app/step-2-start-the-agent</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/tutorials/agent-native-app/step-3-setup-copilotkit</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/tutorials/agent-native-app/step-4-agentic-chat-ui</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/tutorials/agent-native-app/step-5-human-in-the-loop</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/tutorials/agent-native-app/step-6-shared-state</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/tutorials/agent-native-app/step-7-generative-ui</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/tutorials/agent-native-app/step-8-progressive-state-updates</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/tutorials/ai-travel-app/index</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/tutorials/ai-travel-app/next-steps</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/tutorials/ai-travel-app/step-1-checkout-repo</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/tutorials/ai-travel-app/step-2-langgraph-agent</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/tutorials/ai-travel-app/step-3-setup-copilotkit</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/tutorials/ai-travel-app/step-4-integrate-the-agent</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/tutorials/ai-travel-app/step-5-stream-progress</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/tutorials/ai-travel-app/step-6-human-in-the-loop</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/videos/research-canvas</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/%28other%29/contributing/code-contributions/index</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/%28other%29/contributing/code-contributions/package-linking</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/%28other%29/contributing/docs-contributions</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/%28other%29/telemetry/index</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/ag-ui</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/build-with-agents</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/cli</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/copilot-runtime</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/custom-look-and-feel/headless-ui</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/custom-look-and-feel/slots</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/frontend-tools</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/generative-ui/a2ui</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/generative-ui/mcp-apps</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/generative-ui/state-rendering</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/generative-ui/tool-rendering</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/generative-ui/your-components/display-only</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/generative-ui/your-components/interactive</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/headless-threads</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/human-in-the-loop</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/index</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/inspector</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/multi-agent-flows</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/prebuilt-components/copilot-threads-drawer</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/prebuilt-components</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/premium/headless-ui</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/premium/overview</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/premium/self-hosting</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/programmatic-control</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/quickstart</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/shared-state/in-app-agent-read</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/shared-state/in-app-agent-write</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/shared-state/index</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/shared-state/predictive-state-updates</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/shared-state/state-inputs-outputs</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/shared-state/workflow-execution</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/threads-import</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/threads-lifecycle</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/threads</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/troubleshooting/common-issues</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/troubleshooting/error-debugging</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/troubleshooting/migrate-to-1.10.X</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/troubleshooting/migrate-to-1.8.2</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/troubleshooting/migrate-to-v2</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/%28other%29/contributing/code-contributions/index</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/%28other%29/contributing/code-contributions/package-linking</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/%28other%29/contributing/docs-contributions</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/%28other%29/telemetry/index</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/ag-ui</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/agent-app-context</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/background-tasks</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/build-with-agents</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/cli</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/copilot-runtime</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/custom-look-and-feel/headless-ui</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/custom-look-and-feel/slots</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/frontend-tools</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/generative-ui/a2ui</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/generative-ui/mcp-apps</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/generative-ui/state-rendering</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/generative-ui/tool-rendering</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/generative-ui/your-components/display-only</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/generative-ui/your-components/interactive</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/headless-threads</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/human-in-the-loop/index</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/human-in-the-loop/interrupt-flow</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/human-in-the-loop/tool-based</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/index</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/inspector</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/prebuilt-components/copilot-threads-drawer</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/prebuilt-components</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/premium/headless-ui</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/premium/overview</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/premium/self-hosting</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/programmatic-control</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/quickstart</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/shared-state/in-app-agent-read</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/shared-state/in-app-agent-write</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/shared-state/index</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/shared-state/predictive-state-updates</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/threads-import</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/threads-lifecycle</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/threads</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/troubleshooting/common-issues</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/troubleshooting/error-debugging</loc>
    <lastmod>2026-07-29T11:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/troubleshooting/migrate-to-1.10.X</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/troubleshooting/migrate-to-1.8.2</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/troubleshooting/migrate-to-v2</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/%28other%29/contributing/code-contributions/index</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/%28other%29/contributing/code-contributions/package-linking</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/%28other%29/contributing/docs-contributions</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/%28other%29/telemetry/index</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/ag-ui</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/agent-app-context</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/auth</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/build-with-agents</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/cli</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/copilot-runtime</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/custom-look-and-feel/headless-ui</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/custom-look-and-feel/slots</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/frontend-tools</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/generative-ui/a2ui</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/generative-ui/mcp-apps</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/generative-ui/state-rendering</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/generative-ui/tool-rendering</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/generative-ui/your-components/display-only</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/generative-ui/your-components/interactive</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/headless-threads</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/human-in-the-loop</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/index</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/inspector</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/prebuilt-components/copilot-threads-drawer</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/prebuilt-components</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/premium/headless-ui</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/premium/overview</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/premium/self-hosting</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/programmatic-control</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/quickstart</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/shared-state/in-app-agent-read</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/shared-state/in-app-agent-write</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/shared-state/predictive-state-updates</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/threads-import</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/threads-lifecycle</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/threads</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/troubleshooting/common-issues</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/troubleshooting/migrate-to-v2</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/ag-ui</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/build-with-agents</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/cli</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/copilot-runtime</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/custom-look-and-feel/headless-ui</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/custom-look-and-feel/slots</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/frontend-tools</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/generative-ui/a2ui</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/generative-ui/mcp-apps</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/generative-ui/state-rendering</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/generative-ui/tool-rendering</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/generative-ui/your-components/display-only</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/generative-ui/your-components/interactive</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/headless-threads</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/human-in-the-loop/agent</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/human-in-the-loop/index</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/human-in-the-loop</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/index</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/inspector</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/multi-agent-flows</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/prebuilt-components/copilot-threads-drawer</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/prebuilt-components</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/premium/headless-ui</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/premium/overview</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/premium/self-hosting</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/programmatic-control</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/quickstart/pydantic-ai</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/quickstart</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/shared-state/in-app-agent-read</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/shared-state/in-app-agent-write</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/shared-state/index</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/shared-state/predictive-state-updates</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/threads-import</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/threads-lifecycle</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/threads</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/troubleshooting/common-issues</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/troubleshooting/error-debugging</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/troubleshooting/migrate-to-1.10.X</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/troubleshooting/migrate-to-1.8.2</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/troubleshooting/migrate-to-v2</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/migrate/1.10.X</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/migrate/1.8.2</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/migrate/v2</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/multi-agent/subagents</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/multimodal-attachments</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/prebuilt-components/chat-controls</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/prebuilt-components/chat</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/prebuilt-components/copilot-threads-drawer</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/prebuilt-components/index</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/prebuilt-components/popup</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/prebuilt-components/sidebar</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/premium/headless-ui</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/premium/intelligence-platform</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/premium/managed-intelligence-platform</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/premium/overview</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/premium/self-hosting</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/premium/threads-explained</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/programmatic-control</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/quickstart</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/reference/v2/hooks/useCapabilities</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/runtime-server-adapter</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/shared-state/agent-readonly</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/shared-state/rendering-in-app</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/shared-state/streaming</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/shared-state</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/threads-import</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/threads-lifecycle</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/threads</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/troubleshooting/common-issues</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/troubleshooting/debug-mode</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/troubleshooting/error-debugging</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/troubleshooting/error-reference</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/troubleshooting/event-inspector</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/troubleshooting/hook-explorer</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/troubleshooting/inspector-dev-console</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/tutorials/ai-powered-textarea/next-steps</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/tutorials/ai-powered-textarea/overview</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/tutorials/ai-powered-textarea/step-1-checkout-repo</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/tutorials/ai-powered-textarea/step-2-setup-copilotkit</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/tutorials/ai-powered-textarea/step-3-copilot-textarea</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/tutorials/ai-powered-textarea/step-4-copilot-readable-state</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/tutorials/ai-todo-app/next-steps</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/tutorials/ai-todo-app/overview</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/tutorials/ai-todo-app/step-1-checkout-repo</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/tutorials/ai-todo-app/step-2-setup-copilotkit</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/tutorials/ai-todo-app/step-3-copilot-readable-state</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/tutorials/ai-todo-app/step-4-frontend-tools</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/tutorials/multi-conversation-chat</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/voice</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/vs-code-extension</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/whats-new/a2a-mcp-handshake</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/whats-new/a2ui-launch</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/whats-new/generative-ui-spec-support</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/whats-new/index</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/whats-new/langgraph-deep-agents</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/whats-new/mcp-apps-support</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/docs/whats-new/v1-50</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/framework-overviews/ag2/after-features</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/framework-overviews/agent-spec/after-features</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/framework-overviews/ms-agent-dotnet/after-features</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/angular/components/CopilotChat</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/angular/components/CopilotChatAssistantMessage</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/angular/components/CopilotChatInput</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/angular/components/CopilotChatMessageView</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/angular/components/CopilotChatUserMessage</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/angular/components/CopilotChatView</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/angular/components/CopilotPopup</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/angular/components/CopilotSidebar</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/angular/directives/CopilotKitAgentContext</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/angular/functions/connectAgentContext</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/angular/functions/injectAgentStore</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/angular/functions/injectChatLabels</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/angular/functions/injectCopilotKitConfig</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/angular/functions/injectInterrupt</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/angular/functions/injectThreads</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/angular/functions/provideCopilotChatLabels</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/angular/functions/provideCopilotKit</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/angular/functions/provideMCPApps</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/angular/functions/registerFrontendTool</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/angular/functions/registerHumanInTheLoop</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/angular/functions/registerRenderActivityMessage</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/angular/functions/registerRenderToolCall</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/angular/index</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/angular/production-lifecycle</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/angular/public-api</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/angular/services/CopilotKit</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/channels/classes/Thread</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/channels/components/Actions</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/channels/components/Button</loc>
    <lastmod>2026-07-29T11:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/channels/components/Context</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/channels/components/Divider</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/channels/components/Fields</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/channels/components/Header</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/channels/components/Image</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/channels/components/Input</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/channels/components/Markdown</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/channels/components/Message</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/channels/components/Section</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/channels/components/Select</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/channels/components/Table</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/channels/discord/DISCORD_LIMITS</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/channels/discord/defaultDiscordContext</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/channels/discord/defaultDiscordTools</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/channels/discord/index</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/channels/discord/renderComponents</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/channels/functions/bind</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/channels/functions/createBot</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/channels/functions/defineBotCommand</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/channels/functions/defineBotTool</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/channels/functions/renderToIR</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/channels/index</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/channels/slack/SanitizingHttpAgent</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/channels/slack/defaultSlackContext</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/channels/slack/defaultSlackTools</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/channels/slack/index</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/channels/slack/markdownToMrkdwn</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/channels/slack/renderBlockKit</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/channels/types/ActionStore</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/channels/types/BotNode</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/channels/types/InteractionContext</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/channels/types/StateStore</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/components/CopilotChat</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/components/CopilotChatAssistantMessage</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/components/CopilotChatInput</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/components/CopilotChatMessageView</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/components/CopilotChatUserMessage</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/components/CopilotChatView</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/components/CopilotKit</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/components/CopilotPopup</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/components/CopilotSidebar</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/components/CopilotThreadsDrawer</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/core/classes/CopilotKitCore</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/core/classes/ProxiedCopilotRuntimeAgent</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/core/enums/CopilotKitCoreErrorCode</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/core/enums/CopilotKitCoreRuntimeConnectionStatus</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/core/enums/ToolCallStatus</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/core/index</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/core/types/CopilotKitCoreConfig</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/core/types/CopilotKitCoreSubscriber</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/core/types/FrontendTool</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/core/types/ProxiedCopilotRuntimeAgentConfig</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/core/types/Suggestion</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/core/types/SuggestionsConfig</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/hooks/useAgent</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/hooks/useAgentContext</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/hooks/useCapabilities</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/hooks/useComponent</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/hooks/useConfigureSuggestions</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/hooks/useCopilotChatConfiguration</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/hooks/useCopilotKit</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/hooks/useDefaultRenderTool</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/hooks/useFrontendTool</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/hooks/useHumanInTheLoop</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/hooks/useInterrupt</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/hooks/useRenderTool</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/hooks/useRenderToolCall</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/hooks/useSuggestions</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/hooks/useThreads</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/index</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/react-native/components/AssistantMessage</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/react-native/components/CopilotChat</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/react-native/components/CopilotKitProvider</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/react-native/components/CopilotMarkdown</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/react-native/components/CopilotModal</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/react-native/components/CopilotPopup</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/react-native/components/CopilotSidebar</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/react-native/components/UserMessage</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/react-native/hooks/useAgent</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/react-native/hooks/useAgentContext</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/react-native/hooks/useAttachments</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/react-native/hooks/useCapabilities</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/react-native/hooks/useComponent</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/react-native/hooks/useConfigureSuggestions</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/react-native/hooks/useCopilotKit</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/react-native/hooks/useFrontendTool</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/react-native/hooks/useHumanInTheLoop</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/react-native/hooks/useInterrupt</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/react-native/hooks/useRenderTool</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/react-native/hooks/useSuggestions</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/react-native/hooks/useThreads</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/react-native/index</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/v1/classes/CopilotRuntime</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/v1/classes/CopilotTask</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/v1/classes/llm-adapters/AnthropicAdapter</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/v1/classes/llm-adapters/GoogleGenerativeAIAdapter</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/v1/classes/llm-adapters/GroqAdapter</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/v1/classes/llm-adapters/LangChainAdapter</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/v1/classes/llm-adapters/OpenAIAdapter</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/v1/classes/llm-adapters/OpenAIAssistantAdapter</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/v1/components/CopilotKit</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/v1/components/CopilotTextarea</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/v1/components/chat/CopilotChat</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/v1/components/chat/CopilotPopup</loc>
    <lastmod>2026-07-29T11:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/v1/components/chat/CopilotSidebar</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/v1/components/chat/index</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/v1/hooks/useAgent</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/v1/hooks/useCoAgent</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/v1/hooks/useCoAgentStateRender</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/v1/hooks/useCopilotAction</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/v1/hooks/useCopilotAdditionalInstructions</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/v1/hooks/useCopilotChat</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/v1/hooks/useCopilotChatHeadless_c</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/v1/hooks/useCopilotChatSuggestions</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/v1/hooks/useCopilotReadable</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/v1/hooks/useDefaultTool</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/v1/hooks/useFrontendTool</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/v1/hooks/useHumanInTheLoop</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/v1/hooks/useLangGraphInterrupt</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/v1/hooks/useRenderToolCall</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/v1/index</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/v1/sdk/js/LangGraph</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/v1/sdk/python/CrewAI</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/v1/sdk/python/CrewAIAgent</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/v1/sdk/python/LangGraph</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/v1/sdk/python/LangGraphAgent</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/v1/sdk/python/RemoteEndpoints</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/vue/components/CopilotChat</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/vue/components/CopilotChatAssistantMessage</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/vue/components/CopilotChatInput</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/vue/components/CopilotChatMessageView</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/vue/components/CopilotChatUserMessage</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/vue/components/CopilotChatView</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/vue/components/CopilotKitProvider</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/vue/components/CopilotPopup</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/vue/components/CopilotSidebar</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/vue/hooks/useAgent</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/vue/hooks/useAgentContext</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/vue/hooks/useCapabilities</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/vue/hooks/useComponent</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/vue/hooks/useConfigureSuggestions</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/vue/hooks/useCopilotChatConfiguration</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/vue/hooks/useCopilotKit</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/vue/hooks/useDefaultRenderTool</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/vue/hooks/useFrontendTool</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/vue/hooks/useHumanInTheLoop</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/vue/hooks/useInterrupt</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/vue/hooks/useRenderTool</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/vue/hooks/useSuggestions</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/vue/hooks/useThreads</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/reference/vue/index</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/cloud/cloud-copilotkit-provider</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/coagents/cloud-configure-copilotkit-provider</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/coagents/run-and-connect-agent</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/coagents/self-host-configure-copilotkit-provider</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/component-examples</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/copilot-cloud-configure-copilotkit-provider</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/copilot-cloud-configure-remote-endpoint-langgraph</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/copilot-cloud-configure-remote-endpoint</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/copilot-runtime</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/copilot-ui</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/crew-quickstart</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/find-your-copilot-runtime</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/headless-ui</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/install-python-sdk-crew</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/install-python-sdk</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/install-sdk</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/integrations/adk/run-and-connect</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/integrations/agent-spec/run-and-connect</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/integrations/agentcore/index</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/integrations/agno/run-and-connect</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/integrations/aws-strands/run-and-connect</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/integrations/deepagents/frontend-tools</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/integrations/deepagents/run-and-connect</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/integrations/langgraph/frontend-tools</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/integrations/langgraph/run-and-connect</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/integrations/llamaindex/run-and-connect</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/integrations/mastra/run-and-connect</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/integrations/microsoft-agent-framework/run-and-connect</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/integrations/pydantic-ai/run-and-connect</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/landing-code-showcase</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/langgraph-platform-deployment-tabs</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/llm-adapters</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/self-hosting-copilot-runtime-configure-copilotkit-provider</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/self-hosting-copilot-runtime-create-endpoint</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/self-hosting-copilot-runtime-langgraph-endpoint</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/self-hosting-copilot-runtime-starter</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/self-hosting-remote-endpoints</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/shared/angular/shared-state-workflow</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/shared/app-control/frontend-tools</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/shared/backend/ag-ui</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/shared/backend/custom-agent</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/shared/basics/copilot-threads-drawer</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/shared/basics/headless-ui</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/shared/basics/prebuilt-components</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/shared/basics/programmatic-control</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/shared/basics/slots</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/shared/cli/cli</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/shared/coding-agents</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/shared/contributing/code-contributions/development</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/shared/contributing/code-contributions/package-linking</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/shared/contributing/docs-contributions</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/shared/generative-ui/a2ui</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/shared/generative-ui/display-only</loc>
    <lastmod>2026-07-29T11:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/shared/generative-ui/interactive</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/shared/generative-ui/mcp-apps</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/shared/generative-ui/tool-rendering</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/shared/generative-ui-specs-overview</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/shared/guides/build-with-agents</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/shared/guides/copilot-suggestions</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/shared/guides/custom-look-and-feel/bring-your-own-components</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/shared/guides/custom-look-and-feel/built-in-ui-components</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/shared/guides/custom-look-and-feel/customize-built-in-ui-components</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/shared/guides/custom-look-and-feel/headless-ui</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/shared/guides/custom-look-and-feel/markdown-rendering</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/shared/guides/custom-look-and-feel/reasoning-messages</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/shared/guides/default-tool-rendering</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/shared/guides/mcp-server-setup</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/shared/premium/headless-ui</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/shared/premium/inspector</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/shared/premium/overview</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/shared/premium/self-hosting</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/shared/reference/copilotkit-component</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/shared/telemetry/anonymous</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/shared/threads/headless-threads</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/shared/threads/overview</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/shared/threads/threads-import</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/shared/threads/threads-lifecycle</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/shared/troubleshooting/common-issues</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/shared/troubleshooting/debug-mode</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/shared/troubleshooting/error-debugging</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/shared/troubleshooting/migrate-to-1.10.X</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/shared/troubleshooting/migrate-to-1.8.2</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/shared/troubleshooting/migrate-to-v2</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/use-agent</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/shell-docs/src/content/snippets/use-client-callout</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/showcase/test-fixtures/promote-notify/README</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/a2ui-renderer/SKILL</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/copilotkit-agui/SKILL</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/copilotkit-agui/references/building-agents</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/copilotkit-agui/references/client-sdk</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/copilotkit-agui/references/event-flow-diagrams</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/copilotkit-agui/references/protocol-spec</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/copilotkit-agui/sources</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/copilotkit-contribute/SKILL</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/copilotkit-contribute/references/contribution-guide</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/copilotkit-contribute/references/pr-guidelines</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/copilotkit-contribute/references/repo-structure</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/copilotkit-contribute/references/testing-guide</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/copilotkit-contribute/sources</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/copilotkit-debug/SKILL</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/copilotkit-debug/references/agent-debugging</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/copilotkit-debug/references/error-patterns</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/copilotkit-debug/references/quick-workflows</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/copilotkit-debug/references/runtime-debugging</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/copilotkit-debug/sources</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/copilotkit-develop/SKILL</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/copilotkit-develop/references/api-surface</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/copilotkit-develop/references/chat-customization</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/copilotkit-develop/references/runtime-api</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/copilotkit-develop/sources</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/copilotkit-integrations/SKILL</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/copilotkit-integrations/references/integrations/a2a</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/copilotkit-integrations/references/integrations/adk</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/copilotkit-integrations/references/integrations/agno</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/copilotkit-integrations/references/integrations/crewai</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/copilotkit-integrations/references/integrations/langgraph</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/copilotkit-integrations/references/integrations/llamaindex</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/copilotkit-integrations/references/integrations/mastra</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/copilotkit-integrations/references/integrations/ms-agent-framework</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/copilotkit-integrations/references/integrations/pydantic-ai</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/copilotkit-integrations/references/integrations/strands</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/copilotkit-integrations/sources</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/copilotkit-self-update/SKILL</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/copilotkit-setup/SKILL</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/copilotkit-setup/references/framework-detection</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/copilotkit-setup/references/runtime-architecture</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/copilotkit-setup/references/telemetry-setup</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/copilotkit-setup/sources</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/copilotkit-upgrade/SKILL</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/copilotkit-upgrade/references/breaking-changes</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/copilotkit-upgrade/references/deprecation-map</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/copilotkit-upgrade/references/v1-to-v2-migration</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/copilotkit-upgrade/sources</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/react-core/SKILL</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/react-core/references/agent-access</loc>
    <lastmod>2026-07-29T11:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/react-core/references/attachments</loc>
    <lastmod>2026-07-29T11:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/react-core/references/capabilities</loc>
    <lastmod>2026-07-29T11:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/react-core/references/chat-components</loc>
    <lastmod>2026-07-29T11:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/react-core/references/client-side-tools</loc>
    <lastmod>2026-07-29T11:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/react-core/references/custom-message-renderers</loc>
    <lastmod>2026-07-29T11:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/react-core/references/debug-mode</loc>
    <lastmod>2026-07-29T11:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/react-core/references/human-in-the-loop</loc>
    <lastmod>2026-07-29T11:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/react-core/references/provider-setup</loc>
    <lastmod>2026-07-29T11:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/react-core/references/rendering-activity-messages</loc>
    <lastmod>2026-07-29T11:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/react-core/references/rendering-tool-calls</loc>
    <lastmod>2026-07-29T11:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/react-core/references/suggestions</loc>
    <lastmod>2026-07-29T11:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/react-core/references/switching-agents-recipes</loc>
    <lastmod>2026-07-29T11:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/react-core/references/switching-agents</loc>
    <lastmod>2026-07-29T11:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/react-core/references/threads</loc>
    <lastmod>2026-07-29T11:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/runtime/SKILL</loc>
    <lastmod>2026-07-29T11:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/runtime/references/agent-runners-custom</loc>
    <lastmod>2026-07-29T11:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/runtime/references/agent-runners-in-memory</loc>
    <lastmod>2026-07-29T11:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/runtime/references/agent-runners-sqlite</loc>
    <lastmod>2026-07-29T11:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/runtime/references/agent-runners</loc>
    <lastmod>2026-07-29T11:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/runtime/references/built-in-agent-factory-modes</loc>
    <lastmod>2026-07-29T11:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/runtime/references/built-in-agent-helper-utilities</loc>
    <lastmod>2026-07-29T11:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/runtime/references/built-in-agent-model-identifiers</loc>
    <lastmod>2026-07-29T11:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/runtime/references/built-in-agent</loc>
    <lastmod>2026-07-29T11:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/runtime/references/intelligence-mode</loc>
    <lastmod>2026-07-29T11:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/runtime/references/middleware</loc>
    <lastmod>2026-07-29T11:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/runtime/references/server-side-tools</loc>
    <lastmod>2026-07-29T11:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/runtime/references/setup-endpoint</loc>
    <lastmod>2026-07-29T11:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/runtime/references/transcription</loc>
    <lastmod>2026-07-29T11:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/runtime/references/wiring-a2a</loc>
    <lastmod>2026-07-29T11:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/runtime/references/wiring-adk</loc>
    <lastmod>2026-07-29T11:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/runtime/references/wiring-ag2</loc>
    <lastmod>2026-07-29T11:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/runtime/references/wiring-agno</loc>
    <lastmod>2026-07-29T11:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/runtime/references/wiring-aws-strands</loc>
    <lastmod>2026-07-29T11:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/runtime/references/wiring-crewai-crews</loc>
    <lastmod>2026-07-29T11:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/runtime/references/wiring-crewai-flows</loc>
    <lastmod>2026-07-29T11:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/runtime/references/wiring-external-agents</loc>
    <lastmod>2026-07-29T11:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/runtime/references/wiring-langgraph</loc>
    <lastmod>2026-07-29T11:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/runtime/references/wiring-llamaindex</loc>
    <lastmod>2026-07-29T11:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/runtime/references/wiring-mastra</loc>
    <lastmod>2026-07-29T11:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/runtime/references/wiring-mcp-apps-middleware</loc>
    <lastmod>2026-07-29T11:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/runtime/references/wiring-ms-agent-framework</loc>
    <lastmod>2026-07-29T11:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.64.1/pages/skills/runtime/references/wiring-pydantic-ai</loc>
    <lastmod>2026-07-29T11:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/handy/versions/0.9.4/pages/BUILD</loc>
    <lastmod>2026-07-29T12:17:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/handy/versions/0.9.4/pages/CONTRIBUTING_TRANSLATIONS</loc>
    <lastmod>2026-07-29T12:17:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/handy/versions/0.9.4/pages/CRUSH</loc>
    <lastmod>2026-07-29T12:17:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/handy/versions/0.9.4/pages/README</loc>
    <lastmod>2026-07-29T12:17:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/handy/versions/0.9.4/pages/src/content/release-notes/0.9.0</loc>
    <lastmod>2026-07-29T12:17:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/handy/versions/0.9.4/pages/src/content/release-notes/README</loc>
    <lastmod>2026-07-29T12:17:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/safeline/versions/9.3.11/pages/README</loc>
    <lastmod>2026-07-29T12:17:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/safeline/versions/9.3.11/pages/README_CN</loc>
    <lastmod>2026-07-29T12:17:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/safeline/versions/9.3.11/pages/management/README</loc>
    <lastmod>2026-07-29T12:17:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/safeline/versions/9.3.11/pages/management/tcontrollerd/README</loc>
    <lastmod>2026-07-29T12:17:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/safeline/versions/9.3.11/pages/management/webserver/README</loc>
    <lastmod>2026-07-29T12:17:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/safeline/versions/9.3.11/pages/mcp_server/README</loc>
    <lastmod>2026-07-29T12:17:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/safeline/versions/9.3.11/pages/sdk/ingress-nginx/README</loc>
    <lastmod>2026-07-29T12:17:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/safeline/versions/9.3.11/pages/sdk/kong/Readme</loc>
    <lastmod>2026-07-29T12:17:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/safeline/versions/9.3.11/pages/sdk/lua-resty-t1k/README</loc>
    <lastmod>2026-07-29T12:17:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/safeline/versions/9.3.11/pages/yanshi/README</loc>
    <lastmod>2026-07-29T12:17:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/EULA</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/FIRST_NOTICE.en-US</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/FIRST_NOTICE</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/FIRST_NOTICE.ru-RU</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/README</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/README_es</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/README_fr</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/README_ja</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/README_ru</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/README_zh-TW</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/README_zh</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/astrbot/core/star/README</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/astrbot/core/utils/t2i/template/astrbot_powershell</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/astrbot/core/utils/t2i/template/astrbot_vitepress</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/astrbot/core/utils/t2i/template/base</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v3.4.0</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v3.4.1</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v3.4.10</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v3.4.11</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v3.4.12</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v3.4.13</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v3.4.14</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v3.4.15</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v3.4.16</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v3.4.17</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v3.4.18</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v3.4.19</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v3.4.20</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v3.4.21</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v3.4.22</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v3.4.23</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v3.4.24</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v3.4.25</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v3.4.26</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v3.4.27</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v3.4.28</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v3.4.29</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v3.4.3</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v3.4.30</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v3.4.31</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v3.4.32</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v3.4.33</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v3.4.35</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v3.4.36</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v3.4.37</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v3.4.38</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v3.4.39</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v3.4.4</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v3.4.5</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v3.4.6</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v3.4.7</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v3.4.8</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v3.4.9</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v3.5.0</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v3.5.1</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v3.5.10</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v3.5.11</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v3.5.12</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v3.5.13</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v3.5.14</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v3.5.15</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v3.5.16</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v3.5.17</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v3.5.18</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v3.5.19</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v3.5.2</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v3.5.20</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v3.5.21</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v3.5.22</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v3.5.23</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v3.5.24</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v3.5.25</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v3.5.26</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v3.5.27</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v3.5.3.1</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v3.5.3.2</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v3.5.3</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v3.5.4</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v3.5.5</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v3.5.6</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v3.5.7</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v3.5.8</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v3.5.9</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.0.0-beta.3</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.0.0-beta.4</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.0.0-beta.5</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.0.0</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.1.0</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.1.1</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.1.2</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.1.3</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.1.4</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.1.5</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.1.6</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.1.7</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.10.0-alpha.1</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.10.0-alpha.2</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.10.0</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.10.1</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.10.2</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.10.3</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.10.4</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.10.5</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.10.6</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.11.0</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.11.1</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.11.2</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.11.3</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.11.4</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.12.0</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.12.1</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.12.2</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.12.3</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.12.4</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.13.0</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.13.1</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.13.2</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.14.0</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.14.1</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.14.2</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.14.3</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.14.4</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.14.5</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.14.6</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.14.7</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.14.8</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.15.0</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.16.0</loc>
    <lastmod>2026-07-29T12:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.17.0</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.17.1</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.17.2</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.17.3</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.17.4</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.17.5</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.17.6</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.18.0</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.18.1</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.18.2</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.18.3</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.19.2</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.19.3</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.19.4</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.19.5</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.2.0</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.2.1</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.20.0</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.20.1</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.21.0</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.22.0</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.22.1</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.22.2</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.22.3</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.23.0-beta.1</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.23.0</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.23.1</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.23.2</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.23.5</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.23.6</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.24.2</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.24.4</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.24.5</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.25.0</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.25.1</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.25.2</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.25.3</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.25.4</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.25.5</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.26.0-beta.1</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.26.0-beta.10</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.26.0-beta.11</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.26.0-beta.12</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.26.0-beta.2</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.26.0-beta.3</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.26.0-beta.4</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.26.0-beta.5</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.26.0-beta.6</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.26.0-beta.7</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.26.0-beta.8</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.26.0-beta.9</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.26.0</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.26.1</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.26.2</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.26.3</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.26.4</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.26.5</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.26.6</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.26.7</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.26.8</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.3.0</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.3.1</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.3.2</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.3.3</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.3.5</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.5.0</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.5.1</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.5.2</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.5.3</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.5.4</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.5.5</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.5.6</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.5.7</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.5.8</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.6.0</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.6.1</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.7.0</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.7.1</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.7.3</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.7.4</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.8.0</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.9.0</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.9.1</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/changelogs/v4.9.2</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/dashboard/README</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/dashboard/src/components/folder/README</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/README</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/community</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/config/model-config</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/deploy/astrbot/1panel</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/deploy/astrbot/btpanel</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/deploy/astrbot/casaos</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/deploy/astrbot/cli</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/deploy/astrbot/community-deployment</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/deploy/astrbot/compshare</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/deploy/astrbot/desktop</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/deploy/astrbot/docker</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/deploy/astrbot/kubernetes</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/deploy/astrbot/launcher</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/deploy/astrbot/other-deployments</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/deploy/astrbot/package</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/deploy/astrbot/sys-pm</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/deploy/when-deployed</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/dev/astrbot-config</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/dev/openapi</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/dev/plugin-market/2026-06-27</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/dev/plugin-market/index</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/dev/plugin-platform-adapter</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/dev/plugin</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/dev/star/guides/ai</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/dev/star/guides/html-to-pic</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/dev/star/guides/listen-message-event</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/dev/star/guides/plugin-config</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/dev/star/guides/plugin-i18n</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/dev/star/guides/plugin-pages</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/dev/star/guides/send-message</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/dev/star/guides/session-control</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/dev/star/guides/simple</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/dev/star/guides/storage</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/dev/star/plugin-new</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/dev/star/plugin-publish</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/faq</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/ospp/2025</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/others/diagnostics</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/others/self-host-t2i</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/platform/aiocqhttp</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/platform/dingtalk</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/platform/discord</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/platform/kook</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/platform/lark</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/platform/line</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/platform/matrix</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/platform/mattermost</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/platform/misskey</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/platform/qqofficial/webhook</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/platform/qqofficial/websockets</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/platform/qqofficial</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/platform/satori/guide</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/platform/satori/server-satori</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/platform/slack</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/platform/start</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/platform/telegram</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/platform/vocechat</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/platform/wecom</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/platform/wecom_ai_bot</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/platform/weixin-official-account</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/platform/weixin_oc</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/providers/302ai</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/providers/agent-runners/astrbot-agent-runner</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/providers/agent-runners/coze</loc>
    <lastmod>2026-07-29T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/providers/agent-runners/dashscope</loc>
    <lastmod>2026-07-29T12:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/providers/agent-runners/deerflow</loc>
    <lastmod>2026-07-29T12:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/providers/agent-runners/dify</loc>
    <lastmod>2026-07-29T12:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/providers/agent-runners</loc>
    <lastmod>2026-07-29T12:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/providers/aihubmix</loc>
    <lastmod>2026-07-29T12:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/providers/coze</loc>
    <lastmod>2026-07-29T12:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/providers/dashscope</loc>
    <lastmod>2026-07-29T12:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/providers/dify</loc>
    <lastmod>2026-07-29T12:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/providers/llm</loc>
    <lastmod>2026-07-29T12:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/providers/newapi</loc>
    <lastmod>2026-07-29T12:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/providers/ppio</loc>
    <lastmod>2026-07-29T12:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/providers/provider-lmstudio</loc>
    <lastmod>2026-07-29T12:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/providers/provider-ollama</loc>
    <lastmod>2026-07-29T12:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/providers/siliconflow</loc>
    <lastmod>2026-07-29T12:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/providers/start</loc>
    <lastmod>2026-07-29T12:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/providers/tokenpony</loc>
    <lastmod>2026-07-29T12:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/use/agent-runner</loc>
    <lastmod>2026-07-29T12:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/use/astrbot-agent-sandbox</loc>
    <lastmod>2026-07-29T12:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/use/cli</loc>
    <lastmod>2026-07-29T12:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/use/code-interpreter</loc>
    <lastmod>2026-07-29T12:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/use/command</loc>
    <lastmod>2026-07-29T12:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/use/computer</loc>
    <lastmod>2026-07-29T12:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/use/context-compress</loc>
    <lastmod>2026-07-29T12:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/use/custom-rules</loc>
    <lastmod>2026-07-29T12:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/use/function-calling</loc>
    <lastmod>2026-07-29T12:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/use/knowledge-base</loc>
    <lastmod>2026-07-29T12:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/use/mcp</loc>
    <lastmod>2026-07-29T12:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/use/plugin</loc>
    <lastmod>2026-07-29T12:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/use/proactive-agent</loc>
    <lastmod>2026-07-29T12:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/use/skills</loc>
    <lastmod>2026-07-29T12:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/use/subagent</loc>
    <lastmod>2026-07-29T12:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/use/unified-webhook</loc>
    <lastmod>2026-07-29T12:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/use/websearch</loc>
    <lastmod>2026-07-29T12:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/use/webui</loc>
    <lastmod>2026-07-29T12:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/en/what-is-astrbot</loc>
    <lastmod>2026-07-29T12:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/astrbot/versions/4.26.8/pages/docs/scripts/usage</loc>
    <lastmod>2026-07-29T12:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/FUTURE</loc>
    <lastmod>2026-07-29T12:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/GOVERNANCE</loc>
    <lastmod>2026-07-29T12:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/README</loc>
    <lastmod>2026-07-29T12:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/READMELoginSignUp</loc>
    <lastmod>2026-07-29T12:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/API/Boards</loc>
    <lastmod>2026-07-29T12:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/API/Cards</loc>
    <lastmod>2026-07-29T12:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/API/Checklists</loc>
    <lastmod>2026-07-29T12:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/API/Code</loc>
    <lastmod>2026-07-29T12:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/API/Custom-Fields</loc>
    <lastmod>2026-07-29T12:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/API/Integrations</loc>
    <lastmod>2026-07-29T12:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/API/Lists</loc>
    <lastmod>2026-07-29T12:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/API/New-card-with-Python3-and-REST-API</loc>
    <lastmod>2026-07-29T12:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/API/REST-API</loc>
    <lastmod>2026-07-29T12:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/API/Role</loc>
    <lastmod>2026-07-29T12:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/API/Rules</loc>
    <lastmod>2026-07-29T12:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/API/Swimlanes</loc>
    <lastmod>2026-07-29T12:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/API/User</loc>
    <lastmod>2026-07-29T12:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Backup/Backup</loc>
    <lastmod>2026-07-29T12:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Backup/Rclone/Rclone</loc>
    <lastmod>2026-07-29T12:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Backup/Repair-MongoDB</loc>
    <lastmod>2026-07-29T12:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Backup/Upgrade</loc>
    <lastmod>2026-07-29T12:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Browsers/Browser-compatibility-matrix</loc>
    <lastmod>2026-07-29T12:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Browsers/PWA</loc>
    <lastmod>2026-07-29T12:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Databases/FerretDB/1/Alternatives</loc>
    <lastmod>2026-07-29T12:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Databases/FerretDB/1/Conformance</loc>
    <lastmod>2026-07-29T12:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Databases/FerretDB/1/README</loc>
    <lastmod>2026-07-29T12:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Databases/FerretDB/2/PostgreSQL</loc>
    <lastmod>2026-07-29T12:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Databases/FerretDB/2/README</loc>
    <lastmod>2026-07-29T12:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Databases/FerretDB/README</loc>
    <lastmod>2026-07-29T12:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Databases/Migrations/CODE_CHANGES_SUMMARY</loc>
    <lastmod>2026-07-29T12:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Databases/Migrations/MIGRATION_SYSTEM_IMPROVEMENTS</loc>
    <lastmod>2026-07-29T12:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Databases/Migrations/MIGRATION_SYSTEM_REVIEW_COMPLETE</loc>
    <lastmod>2026-07-29T12:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Databases/Migrations/README</loc>
    <lastmod>2026-07-29T12:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Databases/Migrations/SESSION_SUMMARY</loc>
    <lastmod>2026-07-29T12:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Databases/MongoDB/Compatibility-Guide</loc>
    <lastmod>2026-07-29T12:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Databases/MongoDB/Driver-System</loc>
    <lastmod>2026-07-29T12:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Databases/MongoDB/OpLog-Enablement</loc>
    <lastmod>2026-07-29T12:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Databases/MongoDB/Oplog-Configuration</loc>
    <lastmod>2026-07-29T12:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Databases/MongoDB/README</loc>
    <lastmod>2026-07-29T12:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Databases/MongoDB/Version-Management</loc>
    <lastmod>2026-07-29T12:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Databases/MongoDB/avx-qemu</loc>
    <lastmod>2026-07-29T12:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Databases/MongoDB/raspi4-qemu</loc>
    <lastmod>2026-07-29T12:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Databases/README</loc>
    <lastmod>2026-07-29T12:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Databases/ToroDB/PostgreSQL/README</loc>
    <lastmod>2026-07-29T12:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Databases/ToroDB/README</loc>
    <lastmod>2026-07-29T12:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Date/Calendar</loc>
    <lastmod>2026-07-29T12:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Date/Day-of-week-start</loc>
    <lastmod>2026-07-29T12:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Date/Due-Date</loc>
    <lastmod>2026-07-29T12:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Date/Time-Tracking</loc>
    <lastmod>2026-07-29T12:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Date/Timezone</loc>
    <lastmod>2026-07-29T12:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Design/Accessibility</loc>
    <lastmod>2026-07-29T12:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Design/Autoupdate/Forks/Snap-Core</loc>
    <lastmod>2026-07-29T12:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Design/Autoupdate/Nextcloud</loc>
    <lastmod>2026-07-29T12:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Design/Autoupdate/OS/AIX</loc>
    <lastmod>2026-07-29T12:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Design/Autoupdate/OS/Amiga</loc>
    <lastmod>2026-07-29T12:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Design/Autoupdate/OS/Android</loc>
    <lastmod>2026-07-29T12:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Design/Autoupdate/OS/ArcaOS</loc>
    <lastmod>2026-07-29T12:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Design/Autoupdate/OS/BSD</loc>
    <lastmod>2026-07-29T12:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Design/Autoupdate/OS/ChromeOS</loc>
    <lastmod>2026-07-29T12:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Design/Autoupdate/OS/FreeDOS</loc>
    <lastmod>2026-07-29T12:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Design/Autoupdate/OS/HP-UX</loc>
    <lastmod>2026-07-29T12:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Design/Autoupdate/OS/Haiku</loc>
    <lastmod>2026-07-29T12:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Design/Autoupdate/OS/HarmonyOS</loc>
    <lastmod>2026-07-29T12:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Design/Autoupdate/OS/KaiOS</loc>
    <lastmod>2026-07-29T12:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Design/Autoupdate/OS/Linux</loc>
    <lastmod>2026-07-29T12:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Design/Autoupdate/OS/Mac</loc>
    <lastmod>2026-07-29T12:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Design/Autoupdate/OS/OpenVMS</loc>
    <lastmod>2026-07-29T12:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Design/Autoupdate/OS/Plan9</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Design/Autoupdate/OS/RISC-OS</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Design/Autoupdate/OS/ReactOS</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Design/Autoupdate/OS/Redox</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Design/Autoupdate/OS/Sailfish</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Design/Autoupdate/OS/SerenityOS</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Design/Autoupdate/OS/Solaris</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Design/Autoupdate/OS/TV-OSes</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Design/Autoupdate/OS/Tizen</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Design/Autoupdate/OS/Ubuntu-Touch</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Design/Autoupdate/OS/Windows</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Design/Autoupdate/OS/iOS</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Design/Autoupdate/OS/postmarketOS</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Design/Autoupdate/OS/webOS</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Design/Autoupdate/OS/zOS</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Design/Autoupdate/README</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Design/Autoupdate/Snap-Ondra-Gantt</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Design/Autoupdate/UCS</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Design/Deep-Dive-Into-WeKan</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Design/Design-Principles</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Design/Design-WeKan-Trello-Jira</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Design/Monkey-Proof-Software</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Design/Multitenancy/Multitenancy</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Design/Multiverse/Alternative-Architectures</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Design/Multiverse/WeKan-Multiverse-Roadmap</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Design/Original-Positions</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Design/Page/Left-Menu</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Design/Page/Table</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Design/Page/Theme</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Design/Wekan-vs-Trello-vs-Restyaboard</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/DeveloperDocs/Adding-new-Snap-settings-to-code</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/DeveloperDocs/AsyncAwait</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/DeveloperDocs/Build-and-Create-Pull-Request</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/DeveloperDocs/Build-from-source</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/DeveloperDocs/Debugging</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/DeveloperDocs/Developer-Documentation</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/DeveloperDocs/Directory-Structure</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/DeveloperDocs/Meteor-bundle</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/DeveloperDocs/Meteor</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/DeveloperDocs/Optimized-2025-02-07/Performance_optimization_analysis</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/DeveloperDocs/Optimized-2025-02-07/Priority_2_optimizations</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/DeveloperDocs/Optimized-2025-02-07/UI_optimization_complete</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/DeveloperDocs/Test-Edge</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/DragDrop/Drag-Drop</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/DragDrop/Touch-Screen-support</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Email/Troubleshooting-Mail</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/FAQ/FAQ</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/FAQ/Hall-of-Shame</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/FAQ/IRC-FAQ</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/FAQ/NOT-related-to-Wekan</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/FAQ/Press</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/FAQ/Requirements</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/FAQ/Roadmap</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/FAQ/Team</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Accessibility/Accessibility</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Admin-Panel/Admin-Panel</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Admin-Panel/Attachments/README</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Admin-Panel/People/Domains</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Admin-Panel/People/E-mail</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Admin-Panel/People/Locked-Users</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Admin-Panel/People/Login</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Admin-Panel/People/Organizations</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Admin-Panel/People/People</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Admin-Panel/People/README</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Admin-Panel/People/Roles</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Admin-Panel/People/Shared-Templates</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Admin-Panel/People/Teams</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Admin-Panel/Problems/CPU-usage</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Admin-Panel/Problems/Disk-usage</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Admin-Panel/Problems/Login-Problems</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Admin-Panel/Problems/Migrations</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Admin-Panel/Problems/RAM-usage</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Admin-Panel/Problems/README</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Admin-Panel/Problems/Recovery</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Admin-Panel/Problems/Repairs</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Admin-Panel/Problems/Snap</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Admin-Panel/Settings/Accessibility</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Admin-Panel/Settings/Announcement</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Admin-Panel/Settings/Global-Webhooks</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Admin-Panel/Settings/PWA</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Admin-Panel/Settings/README</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Admin-Panel/Settings/Translation</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Admin-Panel/Settings/Version</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Admin-Panel/Settings/Visibility</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Automation/IFTTT/IFTTT</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Automation/IFTTT/readme</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Automation/Rules/Rules</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Board/Archive-and-Delete</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Board/Board-Backgrounds/Board-Backgrounds</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Board/Boards/Boards</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Board/Sidebar/Status</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Board/Swimlanes</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Board/Templates</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Cards/Attachments/Attachments</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Cards/Cards</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Cards/Comment-Replies-And-Editing-Restriction</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Cards/Cover/Cover</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Cards/CustomFields/CustomFields</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Cards/Linked-Cards</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Cards/Locations/Locations</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Cards/Planning-Poker</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Cards/Stickers/Stickers</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Cards/Subtasks</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Cleanup/Cleanup</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Editor/Emoji</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Editor/LaTeX</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Editor/Markdown/Markdown</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Editor/Mermaid-Diagram</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Editor/Multiline</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Editor/Numbered-text</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Editor/Python</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Editor/RTL/RTL</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Editor/RedStrings/RedStrings</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Features</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Filename/Filename</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Keyboard-Shortcuts/Keyboard-Shortcuts</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Lists/Lists</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Lists/WipLimit/WipLimit</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Members/Members</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Reports/Burndown-and-Velocity-Chart</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Reports/Gantt</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Reports/History/History</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Reports/ICS-Calendar-Import</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Reports/Metrics</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Reports/Stats/Stats</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Troubleshooting/If-board-does-not-open-and-keeps-loading</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Troubleshooting/Logs</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Troubleshooting/Wait-Spinners</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Features/Undo/Undo</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/ImportExport/Attachment-Migration-System</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/ImportExport/AttachmentBackwardCompatibility</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/ImportExport/CSV/CSV</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/ImportExport/Delete-Board</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/ImportExport/Excel-and-VBA</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/ImportExport/External-Tools</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/ImportExport/From-Previous-Export</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/ImportExport/History-of-Schema-Migrations-Systems</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/ImportExport/Integrations</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/ImportExport/Jira</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/ImportExport/Kanboard</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/ImportExport/Leo</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/ImportExport/Migrating-from-old-Wekan-manually</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/ImportExport/Sync</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/ImportExport/ZenKit</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/ImportExport/asana/Asana</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/ImportExport/trello/Migrating-from-Trello</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Login/ADFS</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Login/Accounts-Lockout</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Login/Adding-users</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Login/Azure/Azure</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Login/B2C</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Login/CAS</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Login/Disable-Password-Login</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Login/Forgot-Password</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Login/Google-Cloud</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Login/Google-login</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Login/Header-Login</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Login/Impersonate-user</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Login/Keycloak/Keycloak</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Login/LDAP-AD-Simple-Auth</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Login/LDAP</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Login/Let%27s-Encrypt-and-Google-Auth</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Login/Multitenancy</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Login/Nextcloud</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Login/OAuth2</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Login/Oracle-Identity-Cloud</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Login/Oracle-OIM</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Login/Password-Hashing</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Login/SAML</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Login/Zitadel</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Login/autologin</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Platforms/FOSS/Android</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Platforms/FOSS/Cloud/CloudFlare</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Platforms/FOSS/Cloud-Foundry</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Platforms/FOSS/Debian</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Platforms/FOSS/Docker/Docker</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Platforms/FOSS/Docker/Export-Docker-Mongo-Data</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Platforms/FOSS/Docker/Install-Wekan-Docker-for-testing</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Platforms/FOSS/Docker/Install-Wekan-Docker-in-production</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Platforms/FOSS/Docker/Install-Wekan-Docker-on-SUSE-Linux-Enterprise-Server-12-SP1</loc>
    <lastmod>2026-07-29T12:17:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Platforms/FOSS/Docker/Meteor3/README</loc>
    <lastmod>2026-07-29T12:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Platforms/FOSS/Docker/Meteor3/mongo/README</loc>
    <lastmod>2026-07-29T12:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Platforms/FOSS/Docker/Meteor3/multitenancy</loc>
    <lastmod>2026-07-29T12:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Platforms/FOSS/Docker/Move-Docker-containers-to-other-computer</loc>
    <lastmod>2026-07-29T12:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Platforms/FOSS/Docker/Rancher---Rancher-Active-Proxy---Wekan-MongoDB-Docker</loc>
    <lastmod>2026-07-29T12:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Platforms/FOSS/Docker/Repair-Docker</loc>
    <lastmod>2026-07-29T12:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Platforms/FOSS/FreeBSD</loc>
    <lastmod>2026-07-29T12:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Platforms/FOSS/Friend/Friend</loc>
    <lastmod>2026-07-29T12:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/README</loc>
    <lastmod>2026-07-29T12:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/docs/examples</loc>
    <lastmod>2026-07-29T12:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/docs/open-source-sponsors</loc>
    <lastmod>2026-07-29T12:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/docs/security-report</loc>
    <lastmod>2026-07-29T12:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/docs/security-triage</loc>
    <lastmod>2026-07-29T12:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/docs/skills</loc>
    <lastmod>2026-07-29T12:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/adaptyv/SKILL</loc>
    <lastmod>2026-07-29T12:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/adaptyv/references/api-endpoints</loc>
    <lastmod>2026-07-29T12:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/aeon/SKILL</loc>
    <lastmod>2026-07-29T12:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/aeon/references/anomaly_detection</loc>
    <lastmod>2026-07-29T12:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/aeon/references/classification</loc>
    <lastmod>2026-07-29T12:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/aeon/references/clustering</loc>
    <lastmod>2026-07-29T12:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/aeon/references/datasets_benchmarking</loc>
    <lastmod>2026-07-29T12:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/aeon/references/distances</loc>
    <lastmod>2026-07-29T12:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/aeon/references/forecasting</loc>
    <lastmod>2026-07-29T12:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/aeon/references/networks</loc>
    <lastmod>2026-07-29T12:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/aeon/references/regression</loc>
    <lastmod>2026-07-29T12:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/aeon/references/segmentation</loc>
    <lastmod>2026-07-29T12:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/aeon/references/similarity_search</loc>
    <lastmod>2026-07-29T12:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/aeon/references/transformations</loc>
    <lastmod>2026-07-29T12:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/analytical-method-validation/SKILL</loc>
    <lastmod>2026-07-29T12:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/analytical-method-validation/assets/validation-protocol-template</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/analytical-method-validation/assets/validation-report-template</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/analytical-method-validation/references/compendial-and-clsi</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/analytical-method-validation/references/framework-selection</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/analytical-method-validation/references/ich-m10-bioanalytical</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/analytical-method-validation/references/ich-q2r2</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/analytical-method-validation/references/source-ledger</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/analytical-method-validation/references/statistics</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/anndata/SKILL</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/anndata/references/best_practices</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/anndata/references/concatenation</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/anndata/references/data_structure</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/anndata/references/io_operations</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/anndata/references/manipulation</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/arbor/SKILL</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/arbor/references/arbor-upstream</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/arbor/references/executor-brief</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/arbor/references/htr-methodology</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/arbor/references/report-template</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/arboreto/SKILL</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/arboreto/references/algorithms</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/arboreto/references/basic_inference</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/arboreto/references/distributed_computing</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/astropy/SKILL</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/astropy/references/coordinates</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/astropy/references/cosmology</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/astropy/references/fits</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/astropy/references/tables</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/astropy/references/time</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/astropy/references/units</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/astropy/references/wcs_and_other_modules</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/autoskill/SKILL</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/autoskill/references/https-proxy</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/benchling-integration/SKILL</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/benchling-integration/references/api_endpoints</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/benchling-integration/references/authentication</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/benchling-integration/references/core_capabilities</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/benchling-integration/references/eventbridge</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/benchling-integration/references/sdk_reference</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/bgpt-paper-search/SKILL</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/bids/SKILL</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/bids/references/bids_specification</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/bids/references/conversion_tools</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/bids/references/core_workflows</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/bids/references/metadata_fields</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/biopython/SKILL</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/biopython/references/advanced</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/biopython/references/alignment</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/biopython/references/blast</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/biopython/references/databases</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/biopython/references/phylogenetics</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/biopython/references/sequence_io</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/biopython/references/structure</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/bioservices/SKILL</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/bioservices/references/identifier_mapping</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/bioservices/references/services_reference</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/bioservices/references/workflow_patterns</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/bulk-rnaseq/SKILL</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/bulk-rnaseq/references/counts-and-handoff</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/bulk-rnaseq/references/design-and-qc</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/bulk-rnaseq/references/upstream-manual</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/bulk-rnaseq/references/upstream-nfcore</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/cellxgene-census/SKILL</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/cellxgene-census/references/census_schema</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/cellxgene-census/references/common_patterns</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/cellxgene-census/references/core_workflow_patterns</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/cirq/SKILL</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/cirq/references/building</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/cirq/references/experiments</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/cirq/references/hardware</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/cirq/references/noise</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/cirq/references/simulation</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/cirq/references/transformation</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/citation-management/SKILL</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/citation-management/assets/citation_checklist</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/citation-management/references/best_practices</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/citation-management/references/bibtex_formatting</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/citation-management/references/citation_validation</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/citation-management/references/core_workflow</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/citation-management/references/example_workflows</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/citation-management/references/google_scholar_search</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/citation-management/references/metadata_extraction</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/citation-management/references/pubmed_search</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/citation-management/references/script_reference</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/citation-management/references/search_strategies</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/clinical-decision-support/SKILL</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/clinical-decision-support/references/README</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/clinical-decision-support/references/cohort_evaluation</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/clinical-decision-support/references/decision_logic_traceability</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/clinical-decision-support/references/evidence_profiles</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/clinical-decision-support/references/model_biomarker_evaluation</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/clinical-decision-support/references/privacy_and_disclosure</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/clinical-decision-support/references/regulatory_and_governance</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/clinical-decision-support/references/safety_and_scope</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/clinical-decision-support/references/security_validation</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/clinical-decision-support/references/sources</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/clinical-decision-support/references/study_reporting</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/clinical-decision-support/references/survival_analysis</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/clinical-reports/SKILL</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/clinical-reports/references/README</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/clinical-reports/references/case_report_guidelines</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/clinical-reports/references/clinical_trial_reporting</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/clinical-reports/references/data_presentation</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/clinical-reports/references/diagnostic_reports_standards</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/clinical-reports/references/medical_terminology</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/clinical-reports/references/privacy_and_deidentification</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/clinical-reports/references/professional_review</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/clinical-reports/references/report_type_routing</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/clinical-reports/references/safety_reporting</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/clinical-reports/references/sources</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/cobrapy/SKILL</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/cobrapy/references/api_quick_reference</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/cobrapy/references/workflows</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/consciousness-council/SKILL</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/consciousness-council/references/advanced-configurations</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/dask/SKILL</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/dask/references/arrays</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/dask/references/bags</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/dask/references/best-practices</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/dask/references/dataframes</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/dask/references/futures</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/dask/references/schedulers</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/SKILL</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/addgene</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/alphafold</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/alphavantage</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/bea</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/bindingdb</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/biogrid</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/bls</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/brenda</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/cbioportal</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/census</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/chebi</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/chembl</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/clinicaltrials</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/clinpgx</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/clinvar</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/cod</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/cosmic</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/dailymed</loc>
    <lastmod>2026-07-29T12:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/database_selection_guide</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/datacommons</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/dbsnp</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/disgenet</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/drugbank</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/ecb</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/emdb</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/ena</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/encode</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/ensembl</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/epa</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/eurostat</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/fda</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/federal-reserve</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/fred</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/gene-ontology</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/geo</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/gnomad</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/gtex</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/gwas-catalog</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/hca</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/hpo</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/human-protein-atlas</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/interpro</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/jaspar</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/kegg</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/lincs-l1000</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/materials-project</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/metabolomics-workbench</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/monarch</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/mousemine</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/nasa-exoplanet-archive</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/nasa</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/ncbi-gene</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/ncbi-protein</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/ncbi-taxonomy</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/nist</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/noaa</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/omim</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/opentargets</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/openweathermap</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/pdb</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/pride</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/pubchem</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/quickgo</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/reactome</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/retrieval-contract</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/rummageo</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/sdss</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/sec-edgar</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/simbad</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/sra</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/string</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/tcga-gdc</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/treasury</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/ucsc-genome</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/uniprot</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/usgs</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/uspto</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/who</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/worldbank</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/database-lookup/references/zinc</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/datamol/SKILL</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/datamol/references/conformers_module</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/datamol/references/core_api</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/datamol/references/core_workflows</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/datamol/references/descriptors_viz</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/datamol/references/fragments_scaffolds</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/datamol/references/io_module</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/datamol/references/reactions_data</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/datamol/references/workflow_patterns</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/deepchem/SKILL</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/deepchem/references/api_reference</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/deepchem/references/core_capabilities</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/deepchem/references/typical_workflows</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/deepchem/references/workflows</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/deeptools/SKILL</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/deeptools/assets/quick_reference</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/deeptools/references/core_workflows</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/deeptools/references/effective_genome_sizes</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/deeptools/references/normalization_methods</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/deeptools/references/tools_reference</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/deeptools/references/workflows</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/depmap/SKILL</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/depmap/references/dependency_analysis</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/dhdna-profiler/SKILL</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/dhdna-profiler/references/advanced-profiling</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/diffdock/SKILL</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/diffdock/references/confidence_and_limitations</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/diffdock/references/parameters_reference</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/diffdock/references/workflows_examples</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/dnanexus-integration/SKILL</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/dnanexus-integration/references/app-development</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/dnanexus-integration/references/authentication</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/dnanexus-integration/references/configuration</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/dnanexus-integration/references/data-operations</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/dnanexus-integration/references/job-execution</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/dnanexus-integration/references/operations-and-troubleshooting</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/dnanexus-integration/references/python-sdk</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/dnanexus-integration/references/sources</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/dnanexus-integration/references/workflow-languages</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/docx/SKILL</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/esm/SKILL</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/esm/references/biohub-platform</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/esm/references/esm-c-api</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/esm/references/esm3-api</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/esm/references/forge-api</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/esm/references/workflows</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/etetoolkit/SKILL</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/etetoolkit/references/api_reference</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/etetoolkit/references/migration-ete3-to-ete4</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/etetoolkit/references/taxonomy</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/etetoolkit/references/visualization</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/etetoolkit/references/workflows</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/exa-search/SKILL</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/exa-search/references/web-extract</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/exa-search/references/web-search</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/experimental-design/SKILL</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/experimental-design/references/design_types</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/experimental-design/references/factorial_and_doe</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/experimental-design/references/randomization_and_blocking</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/experimental-design/references/sequential_and_adaptive</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/exploratory-data-analysis/SKILL</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/exploratory-data-analysis/assets/report_template</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/exploratory-data-analysis/references/bioinformatics_genomics_formats</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/exploratory-data-analysis/references/chemistry_molecular_formats</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/exploratory-data-analysis/references/general_scientific_formats</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/exploratory-data-analysis/references/microscopy_imaging_formats</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/exploratory-data-analysis/references/proteomics_metabolomics_formats</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/exploratory-data-analysis/references/spectroscopy_analytical_formats</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/flowio/SKILL</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/flowio/references/api_reference</loc>
    <lastmod>2026-07-29T12:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/flowio/references/fcs_semantics</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/flowio/references/sources</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/flowio/references/troubleshooting</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/flowio/references/workflows</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/fluidsim/SKILL</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/fluidsim/references/advanced_features</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/fluidsim/references/installation</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/fluidsim/references/output_analysis</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/fluidsim/references/parameters</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/fluidsim/references/simulation_workflow</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/fluidsim/references/solvers</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/generate-image/SKILL</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/generate-image/references/models</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/geniml/SKILL</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/geniml/references/bedspace</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/geniml/references/consensus_peaks</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/geniml/references/region2vec</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/geniml/references/scembed</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/geniml/references/utilities</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/genomic-coordinates/SKILL</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/genomic-coordinates/references/format-conventions</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/genomic-coordinates/references/reference-builds</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/genomic-coordinates/references/transcript-coordinates</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/genomic-coordinates/references/variant-representation</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/genomic-intelligence/SKILL</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/genomic-intelligence/references/api-and-auth</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/genomic-intelligence/references/mcp</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/genomic-intelligence/references/sequence-acquisition</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/genomic-intelligence/references/tasks</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/geomaster/README</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/geomaster/SKILL</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/geomaster/references/advanced-gis</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/geomaster/references/big-data</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/geomaster/references/code-examples</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/geomaster/references/coordinate-systems</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/geomaster/references/core-libraries</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/geomaster/references/data-sources</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/geomaster/references/gis-software</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/geomaster/references/industry-applications</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/geomaster/references/machine-learning</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/geomaster/references/programming-languages</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/geomaster/references/remote-sensing</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/geomaster/references/scientific-domains</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/geomaster/references/specialized-topics</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/geomaster/references/troubleshooting</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/geopandas/SKILL</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/geopandas/references/crs-management</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/geopandas/references/data-io</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/geopandas/references/data-structures</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/geopandas/references/geometric-operations</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/geopandas/references/spatial-analysis</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/geopandas/references/visualization</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/get-available-resources/SKILL</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/get-available-resources/references/resource_semantics</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/get-available-resources/references/snapshot_schema</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/get-available-resources/references/sources</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/gget/SKILL</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/gget/references/common_workflows</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/gget/references/database_info</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/gget/references/module_catalog</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/gget/references/module_reference</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/gget/references/workflows</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/ginkgo-cloud-lab/SKILL</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/ginkgo-cloud-lab/references/cell-free-protein-expression-hibit</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/ginkgo-cloud-lab/references/cell-free-protein-expression-optimization</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/ginkgo-cloud-lab/references/cell-free-protein-expression-validation</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/ginkgo-cloud-lab/references/cfps-expression-purification-quantification</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/ginkgo-cloud-lab/references/cfps-strep-purification-thermal-shift</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/ginkgo-cloud-lab/references/cfps-strep-tag-purification-a280</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/ginkgo-cloud-lab/references/echo-ms-cfps-detection</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/ginkgo-cloud-lab/references/echo-ms-method-onboarding</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/ginkgo-cloud-lab/references/ecoli-expression-purification-quantification</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/ginkgo-cloud-lab/references/ecoli-minibinder-expression-histag-a280</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/ginkgo-cloud-lab/references/ecoli-protein-expression-hibit</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/ginkgo-cloud-lab/references/ecoli-protein-expression-histag-a280</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/ginkgo-cloud-lab/references/fluorescent-pixel-art-generation</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/ginkgo-cloud-lab/references/ivt-rna-synthesis-qpcr</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/ginkgo-cloud-lab/references/minibinder-strep-tag-a280</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/ginkgo-cloud-lab/references/pichia-protein-expression-labchip</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/ginkgo-cloud-lab/references/spr-target-onboarding</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/glycoengineering/SKILL</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/glycoengineering/references/glycan_databases</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/gtars/SKILL</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/gtars/references/cli</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/gtars/references/coverage</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/gtars/references/overlap</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/gtars/references/python-api</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/gtars/references/refget</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/gtars/references/tokenizers</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/histolab/SKILL</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/histolab/references/core_capabilities</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/histolab/references/filters_preprocessing</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/histolab/references/slide_management</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/histolab/references/tile_extraction</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/histolab/references/tissue_masks</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/histolab/references/typical_workflows</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/histolab/references/visualization</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/hugging-science/SKILL</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/hugging-science/references/flagship-resources</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/hugging-science/references/topics-and-slugs</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/hugging-science/references/using-datasets</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/hugging-science/references/using-models</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/hugging-science/references/using-spaces</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/hypogenic/SKILL</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/hypogenic/references/configuration</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/hypogenic/references/datasets</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/hypogenic/references/evaluation</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/hypogenic/references/sources</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/hypogenic/references/upstream</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/hypothesis-generation/SKILL</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/hypothesis-generation/assets/preregistration_scaffold_template</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/hypothesis-generation/references/causal_inference_and_claims</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/hypothesis-generation/references/concepts_and_workflow</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/hypothesis-generation/references/ethics_safety_and_ai</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/hypothesis-generation/references/experimental_design_patterns</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/hypothesis-generation/references/hypothesis_quality_criteria</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/hypothesis-generation/references/literature_search_strategies</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/hypothesis-generation/references/preregistration_and_open_science</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/hypothesis-generation/references/security_validation</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/hypothesis-generation/references/source_ledger</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/hypothesis-generation/references/tool_reference</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/imaging-data-commons/SKILL</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/imaging-data-commons/references/bigquery_guide</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/imaging-data-commons/references/cli_guide</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/imaging-data-commons/references/clinical_data_guide</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/imaging-data-commons/references/cloud_storage_guide</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/imaging-data-commons/references/core_capabilities</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/imaging-data-commons/references/dicomweb_guide</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/imaging-data-commons/references/digital_pathology_guide</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/imaging-data-commons/references/index_tables_guide</loc>
    <lastmod>2026-07-29T12:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/imaging-data-commons/references/parquet_access_guide</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/imaging-data-commons/references/sql_patterns</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/imaging-data-commons/references/use_cases</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/infographics/SKILL</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/infographics/references/color_palettes</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/infographics/references/design_principles</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/infographics/references/infographic_type_catalog</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/infographics/references/infographic_types</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/infographics/references/iterative_refinement</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/iso-standards-readiness/SKILL</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/iso-standards-readiness/assets/templates/procedures/CAPA-procedure-template</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/iso-standards-readiness/assets/templates/procedures/document-control-procedure-template</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/iso-standards-readiness/assets/templates/quality-manual-template</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/iso-standards-readiness/references/assurance-lanes</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/iso-standards-readiness/references/evidence-architecture</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/iso-standards-readiness/references/gap-analysis-checklist</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/iso-standards-readiness/references/iso-13485</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/iso-standards-readiness/references/iso-14971</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/iso-standards-readiness/references/iso-15189</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/iso-standards-readiness/references/iso-17025</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/iso-standards-readiness/references/quality-manual-guide</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/iso-standards-readiness/references/source-ledger</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/labarchive-integration/SKILL</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/labarchive-integration/references/api_reference</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/labarchive-integration/references/authentication_guide</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/labarchive-integration/references/integrations</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/labarchive-integration/references/sources</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/lamindb/SKILL</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/lamindb/references/annotation-validation</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/lamindb/references/core-concepts</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/lamindb/references/data-management</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/lamindb/references/integrations</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/lamindb/references/ontologies</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/lamindb/references/setup-deployment</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/latchbio-integration/SKILL</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/latchbio-integration/references/data-management</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/latchbio-integration/references/latch-mcp</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/latchbio-integration/references/nextflow-snakemake</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/latchbio-integration/references/operations-and-debugging</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/latchbio-integration/references/registry</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/latchbio-integration/references/resource-configuration</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/latchbio-integration/references/ui-and-automation</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/latchbio-integration/references/verified-workflows</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/latchbio-integration/references/workflow-creation</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/latex-posters/SKILL</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/latex-posters/assets/poster_quality_checklist</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/latex-posters/references/README</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/latex-posters/references/ai_graphics_for_posters</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/latex-posters/references/compilation_and_quality_control</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/latex-posters/references/latex_poster_packages</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/latex-posters/references/latex_poster_reference</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/latex-posters/references/poster_content_guide</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/latex-posters/references/poster_design_principles</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/latex-posters/references/poster_layout_design</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/latex-posters/references/poster_patterns_and_presentation</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/liteparse/SKILL</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/liteparse/references/api_reference</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/liteparse/references/choosing_a_parser</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/liteparse/references/cli_reference</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/liteparse/references/ocr_and_formats</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/liteparse/references/output_formats</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/literature-review/SKILL</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/literature-review/assets/review_template</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/literature-review/references/citation_styles</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/literature-review/references/core_workflow</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/literature-review/references/database_strategies</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/literature-review/references/example_workflow</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/literature-review/references/search_and_citation</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/markdown-mermaid-writing/SKILL</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/markdown-mermaid-writing/assets/examples/example-research-report</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/markdown-mermaid-writing/references/diagrams/architecture</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/markdown-mermaid-writing/references/diagrams/block</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/markdown-mermaid-writing/references/diagrams/c4</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/markdown-mermaid-writing/references/diagrams/class</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/markdown-mermaid-writing/references/diagrams/complex_examples</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/markdown-mermaid-writing/references/diagrams/er</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/markdown-mermaid-writing/references/diagrams/flowchart</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/markdown-mermaid-writing/references/diagrams/gantt</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/markdown-mermaid-writing/references/diagrams/git_graph</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/markdown-mermaid-writing/references/diagrams/kanban</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/markdown-mermaid-writing/references/diagrams/mindmap</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/markdown-mermaid-writing/references/diagrams/packet</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/markdown-mermaid-writing/references/diagrams/pie</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/markdown-mermaid-writing/references/diagrams/quadrant</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/markdown-mermaid-writing/references/diagrams/radar</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/markdown-mermaid-writing/references/diagrams/requirement</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/markdown-mermaid-writing/references/diagrams/sankey</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/markdown-mermaid-writing/references/diagrams/sequence</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/markdown-mermaid-writing/references/diagrams/state</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/markdown-mermaid-writing/references/diagrams/timeline</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/markdown-mermaid-writing/references/diagrams/treemap</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/markdown-mermaid-writing/references/diagrams/user_journey</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/markdown-mermaid-writing/references/diagrams/xy_chart</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/markdown-mermaid-writing/references/diagrams/zenuml</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/markdown-mermaid-writing/references/markdown_style_guide</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/markdown-mermaid-writing/references/mermaid_style_guide</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/markdown-mermaid-writing/templates/decision_record</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/markdown-mermaid-writing/templates/how_to_guide</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/markdown-mermaid-writing/templates/issue</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/markdown-mermaid-writing/templates/kanban</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/markdown-mermaid-writing/templates/presentation</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/markdown-mermaid-writing/templates/project_documentation</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/markdown-mermaid-writing/templates/pull_request</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/markdown-mermaid-writing/templates/research_paper</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/markdown-mermaid-writing/templates/status_report</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/market-research-reports/SKILL</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/market-research-reports/assets/FORMATTING_GUIDE</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/market-research-reports/references/data_analysis_patterns</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/market-research-reports/references/evidence_model</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/market-research-reports/references/methods_and_ethics</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/market-research-reports/references/official_data_sources</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/market-research-reports/references/report_structure_guide</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/market-research-reports/references/sources</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/market-research-reports/references/visual_generation_guide</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/markitdown/SKILL</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/markitdown/references/api_reference</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/markitdown/references/cloud_and_ocr</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/markitdown/references/file_formats</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/markitdown/references/mcp_and_plugins</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/markitdown/references/migration</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/markitdown/references/workflows</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/matchms/SKILL</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/matchms/references/filtering</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/matchms/references/importing_exporting</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/matchms/references/migration</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/matchms/references/similarity</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/matchms/references/sources</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/matchms/references/workflows</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/matlab/SKILL</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/matlab/references/data-import-export</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/matlab/references/executing-scripts</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/matlab/references/graphics-visualization</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/matlab/references/mathematics</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/matlab/references/matrices-arrays</loc>
    <lastmod>2026-07-29T12:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/matlab/references/octave-compatibility</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/matlab/references/programming</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/matlab/references/python-integration</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/matplotlib/SKILL</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/matplotlib/references/api_reference</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/matplotlib/references/common_issues</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/matplotlib/references/plot_types</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/matplotlib/references/styling_guide</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/medchem/SKILL</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/medchem/references/api_guide</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/medchem/references/rules_catalog</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/modal/SKILL</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/modal/references/api_reference</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/modal/references/examples</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/modal/references/functions</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/modal/references/getting-started</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/modal/references/gpu</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/modal/references/images</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/modal/references/resources</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/modal/references/scaling</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/modal/references/scheduled-jobs</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/modal/references/secrets</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/modal/references/volumes</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/modal/references/web-endpoints</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/molecular-dynamics/SKILL</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/molecular-dynamics/references/mdanalysis_analysis</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/molfeat/SKILL</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/molfeat/references/api_reference</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/molfeat/references/available_featurizers</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/molfeat/references/choosing_a_featurizer</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/molfeat/references/examples</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/networkx/SKILL</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/networkx/references/algorithms</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/networkx/references/generators</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/networkx/references/graph-basics</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/networkx/references/io</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/networkx/references/visualization</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/neurokit2/SKILL</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/neurokit2/references/bio_module</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/neurokit2/references/complexity</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/neurokit2/references/ecg_cardiac</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/neurokit2/references/eda</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/neurokit2/references/eeg</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/neurokit2/references/emg</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/neurokit2/references/eog</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/neurokit2/references/epochs_events</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/neurokit2/references/hrv</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/neurokit2/references/ppg</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/neurokit2/references/rsp</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/neurokit2/references/signal_processing</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/neuropixels-analysis/SKILL</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/neuropixels-analysis/references/AI_CURATION</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/neuropixels-analysis/references/ANALYSIS</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/neuropixels-analysis/references/AUTOMATED_CURATION</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/neuropixels-analysis/references/MOTION_CORRECTION</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/neuropixels-analysis/references/PREPROCESSING</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/neuropixels-analysis/references/QUALITY_METRICS</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/neuropixels-analysis/references/SPIKE_SORTING</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/neuropixels-analysis/references/api_reference</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/neuropixels-analysis/references/plotting_guide</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/neuropixels-analysis/references/standard_workflow</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/nextflow/SKILL</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/nextflow/references/configuration</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/nextflow/references/containers</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/nextflow/references/developing</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/nextflow/references/language</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/nextflow/references/nf-core-tools</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/nextflow/references/running-pipelines</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/nextflow/references/testing</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/omero-integration/SKILL</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/omero-integration/references/advanced</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/omero-integration/references/connection</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/omero-integration/references/data_access</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/omero-integration/references/image_processing</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/omero-integration/references/metadata</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/omero-integration/references/rois</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/omero-integration/references/scripts</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/omero-integration/references/sources</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/omero-integration/references/tables</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/onekgpd/SKILL</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/onekgpd/references/annotation_vocabularies</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/onekgpd/references/onekgpd_commands</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/ontology-term-resolution/SKILL</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/ontology-term-resolution/references/curation-rules</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/ontology-term-resolution/references/ols4-api</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/ontology-term-resolution/references/ontology-registry</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/open-notebook/SKILL</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/open-notebook/references/api_reference</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/open-notebook/references/architecture</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/open-notebook/references/configuration</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/open-notebook/references/examples</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/openpiv/SKILL</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/openpiv/references/advanced_algorithms</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/opentrons-integration/SKILL</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/opentrons-integration/references/api_reference</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/opentrons-integration/references/liquid_handling</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/opentrons-integration/references/migration-api-2-19-to-2-29</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/opentrons-integration/references/modules_and_deck</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/opentrons-integration/references/protocol_authoring</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/opentrons-integration/references/sources</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/opentrons-integration/references/validation_and_operations</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/optimize-for-gpu/SKILL</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/optimize-for-gpu/references/code_transformation_patterns</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/optimize-for-gpu/references/cucim</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/optimize-for-gpu/references/cudf</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/optimize-for-gpu/references/cugraph</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/optimize-for-gpu/references/cuml</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/optimize-for-gpu/references/cupy</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/optimize-for-gpu/references/cuspatial</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/optimize-for-gpu/references/cuvs</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/optimize-for-gpu/references/cuxfilter</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/optimize-for-gpu/references/decision_framework</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/optimize-for-gpu/references/installation</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/optimize-for-gpu/references/kvikio</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/optimize-for-gpu/references/numba</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/optimize-for-gpu/references/raft</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/optimize-for-gpu/references/warp</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pacsomatic/SKILL</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pacsomatic/references/agent-playbook</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pacsomatic/references/config-and-output</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pacsomatic/references/pacsomatic_guide</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/paper-lookup/SKILL</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/paper-lookup/references/arxiv</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/paper-lookup/references/biorxiv</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/paper-lookup/references/core</loc>
    <lastmod>2026-07-29T12:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/paper-lookup/references/crossref</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/paper-lookup/references/europepmc</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/paper-lookup/references/medrxiv</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/paper-lookup/references/openalex</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/paper-lookup/references/pmc</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/paper-lookup/references/pubmed</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/paper-lookup/references/semantic-scholar</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/paper-lookup/references/unpaywall</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/paperclip/SKILL</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/paperclip/references/cli-reference</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/paperclip/references/installation</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/paperclip/references/map-reduce</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/paperclip/references/python-sdk</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/paperclip/references/repos-and-workspace</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/paperclip/references/search-and-retrieval</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/paperzilla/SKILL</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/parallel-web/SKILL</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/parallel-web/references/data-enrichment</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/parallel-web/references/deep-research</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/parallel-web/references/findall</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/parallel-web/references/monitor</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/parallel-web/references/web-extract</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/parallel-web/references/web-search</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pathml/SKILL</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pathml/references/data_management</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pathml/references/graphs</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pathml/references/image_loading</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pathml/references/machine_learning</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pathml/references/multiparametric</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pathml/references/preprocessing</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pathogen-variant-surveillance/SKILL</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pathogen-variant-surveillance/references/lapis-api</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pathogen-variant-surveillance/references/lineage-nomenclature</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pathogen-variant-surveillance/references/surveillance-caveats</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pathway-enrichment/SKILL</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pathway-enrichment/references/databases-and-gene-sets</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pathway-enrichment/references/gseapy</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pathway-enrichment/references/interpretation</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pdf/SKILL</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pdf/forms</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pdf/reference</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/peer-review/SKILL</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/peer-review/assets/review_scaffold_template</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/peer-review/references/common_issues</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/peer-review/references/ethical_review_practice</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/peer-review/references/reporting_standards</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/peer-review/references/security_validation</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/peer-review/references/statistical_reproducibility</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/peer-review/references/tool_reference</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pennylane/SKILL</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pennylane/references/advanced_features</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pennylane/references/devices_backends</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pennylane/references/getting_started</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pennylane/references/optimization</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pennylane/references/quantum_chemistry</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pennylane/references/quantum_circuits</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pennylane/references/quantum_ml</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/phylogenetics/SKILL</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/phylogenetics/references/iqtree_inference</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pi-agent/SKILL</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pi-agent/references/compaction</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pi-agent/references/containerization</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pi-agent/references/custom-provider</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pi-agent/references/development</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pi-agent/references/environment-variables</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pi-agent/references/extensions</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pi-agent/references/json</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pi-agent/references/keybindings</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pi-agent/references/llama-cpp</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pi-agent/references/models</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pi-agent/references/overview</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pi-agent/references/packages</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pi-agent/references/pi-interview</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pi-agent/references/pi-mcp-adapter</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pi-agent/references/pi-subagents</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pi-agent/references/pi-web-access</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pi-agent/references/prompt-templates</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pi-agent/references/providers</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pi-agent/references/quickstart</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pi-agent/references/rpc</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pi-agent/references/sdk</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pi-agent/references/session-format</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pi-agent/references/sessions</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pi-agent/references/settings</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pi-agent/references/shell-aliases</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pi-agent/references/skills</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pi-agent/references/terminal-setup</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pi-agent/references/termux</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pi-agent/references/themes</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pi-agent/references/tmux</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pi-agent/references/tui</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pi-agent/references/usage</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pi-agent/references/windows</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pkpd-modeling/SKILL</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pkpd-modeling/assets/nca-reporting-checklist</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pkpd-modeling/assets/popk-analysis-plan</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pkpd-modeling/references/antimicrobial-and-tdm</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pkpd-modeling/references/bioequivalence</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pkpd-modeling/references/dataset-standards</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pkpd-modeling/references/ddi-and-qt</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pkpd-modeling/references/nca-conventions</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pkpd-modeling/references/pbpk</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pkpd-modeling/references/pd-and-exposure-response</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pkpd-modeling/references/population-pk</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pkpd-modeling/references/regulatory-guidance</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pkpd-modeling/references/software-ecosystem</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pkpd-modeling/references/source-ledger</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pkpd-modeling/references/special-populations</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pkpd-modeling/references/structural-models</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pkpd-modeling/references/tmdd-and-biologics</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/polars/SKILL</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/polars/references/best_practices</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/polars/references/core_concepts</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/polars/references/io_guide</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/polars/references/operations</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/polars/references/pandas_migration</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/polars/references/transformations</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/polars-bio/SKILL</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/polars-bio/references/bioframe_migration</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/polars-bio/references/configuration</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/polars-bio/references/file_io</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/polars-bio/references/interval_operations</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/polars-bio/references/pileup_operations</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/polars-bio/references/sql_processing</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pptx/SKILL</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pptx-posters/SKILL</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pptx-posters/assets/poster_quality_checklist</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pptx-posters/references/manifest_spec</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pptx-posters/references/poster_content_guide</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pptx-posters/references/poster_design_principles</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pptx-posters/references/poster_layout_design</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pptx-posters/references/pptx_security</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pptx-posters/references/security_validation</loc>
    <lastmod>2026-07-29T12:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pptx-posters/references/source_ledger</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/primekg/SKILL</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/protocolsio-integration/SKILL</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/protocolsio-integration/references/additional_features</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/protocolsio-integration/references/authentication</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/protocolsio-integration/references/discussions</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/protocolsio-integration/references/file_manager</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/protocolsio-integration/references/protocols_api</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/protocolsio-integration/references/workspaces</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pufferlib/SKILL</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pufferlib/references/environments</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pufferlib/references/integration</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pufferlib/references/policies</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pufferlib/references/training</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pufferlib/references/vectorization</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pydeseq2/SKILL</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pydeseq2/references/analysis_patterns</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pydeseq2/references/api_reference</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pydeseq2/references/core_workflow_steps</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pydeseq2/references/workflow_guide</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pydicom/SKILL</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pydicom/references/common_tags</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pydicom/references/transfer_syntaxes</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pyhealth/SKILL</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pyhealth/references/datasets</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pyhealth/references/examples</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pyhealth/references/installation</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pyhealth/references/medcode</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pyhealth/references/models</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pyhealth/references/tasks</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pylabrobot/SKILL</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pylabrobot/references/analytical-equipment</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pylabrobot/references/hardware-backends</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pylabrobot/references/liquid-handling</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pylabrobot/references/material-handling</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pylabrobot/references/resources</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pylabrobot/references/visualization</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pymatgen/SKILL</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pymatgen/references/analysis_modules</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pymatgen/references/core_classes</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pymatgen/references/io_formats</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pymatgen/references/materials_project_api</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pymatgen/references/transformations_workflows</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pymc/SKILL</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pymc/references/distributions</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pymc/references/model_patterns</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pymc/references/sampling_inference</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pymc/references/standard_workflow</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pymc/references/workflows</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pymoo/SKILL</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pymoo/references/algorithms</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pymoo/references/constraints_mcdm</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pymoo/references/operators</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pymoo/references/parallelization</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pymoo/references/problems</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pymoo/references/quick_start_workflows</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pymoo/references/visualization</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pyopenms/SKILL</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pyopenms/references/data_structures</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pyopenms/references/feature_detection</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pyopenms/references/file_io</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pyopenms/references/identification</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pyopenms/references/metabolomics</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pyopenms/references/signal_processing</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pysam/SKILL</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pysam/references/alignment_files</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pysam/references/api_reference</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pysam/references/common_workflows</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pysam/references/coordinates_and_indexing</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pysam/references/cram_and_performance</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pysam/references/migration_to_0_24</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pysam/references/sequence_files</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pysam/references/sources</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pysam/references/variant_files</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pytdc/SKILL</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pytdc/references/datasets</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pytdc/references/oracles</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pytdc/references/sources</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pytdc/references/utilities</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pytorch-lightning/SKILL</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pytorch-lightning/references/best_practices</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pytorch-lightning/references/callbacks</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pytorch-lightning/references/data_module</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pytorch-lightning/references/distributed_training</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pytorch-lightning/references/lightning_module</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pytorch-lightning/references/logging</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pytorch-lightning/references/trainer</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pyzotero/SKILL</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pyzotero/references/authentication</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pyzotero/references/cli</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pyzotero/references/collections</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pyzotero/references/error-handling</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pyzotero/references/exports</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pyzotero/references/files-attachments</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pyzotero/references/full-text</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pyzotero/references/mcp</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pyzotero/references/pagination</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pyzotero/references/read-api</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pyzotero/references/saved-searches</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pyzotero/references/search-params</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pyzotero/references/tags</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/pyzotero/references/write-api</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/qiskit/SKILL</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/qiskit/references/algorithms</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/qiskit/references/backends</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/qiskit/references/circuits</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/qiskit/references/migration</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/qiskit/references/patterns</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/qiskit/references/primitives</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/qiskit/references/setup</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/qiskit/references/sources</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/qiskit/references/testing</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/qiskit/references/transpilation</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/qiskit/references/visualization</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/qutip/SKILL</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/qutip/references/advanced</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/qutip/references/analysis</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/qutip/references/core_concepts</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/qutip/references/time_evolution</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/qutip/references/visualization</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/rdkit/SKILL</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/rdkit/references/api_reference</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/rdkit/references/core_capabilities</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/rdkit/references/descriptors_reference</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/rdkit/references/smarts_patterns</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/rdkit/references/workflows_and_best_practices</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/research-grants/SKILL</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/research-grants/assets/budget_justification_template</loc>
    <lastmod>2026-07-29T12:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/research-grants/assets/nih_specific_aims_template</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/research-grants/assets/nsf_project_summary_template</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/research-grants/references/README</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/research-grants/references/broader_impacts</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/research-grants/references/core_components</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/research-grants/references/darpa_guidelines</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/research-grants/references/doe_guidelines</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/research-grants/references/nih_guidelines</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/research-grants/references/nsf_guidelines</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/research-grants/references/nstc_guidelines</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/research-grants/references/proposal_types_and_resubmission</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/research-grants/references/review_criteria</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/research-grants/references/specific_aims_guide</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/research-grants/references/writing_principles</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/research-lookup/README</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/research-lookup/SKILL</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/rowan/SKILL</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/rowan/references/access_and_pricing</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/rowan/references/batch_and_webhooks</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/rowan/references/end_to_end_example</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/rowan/references/troubleshooting</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/rowan/references/workflow_catalog</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scanpy/SKILL</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scanpy/references/analysis_workflow</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scanpy/references/api_reference</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scanpy/references/plotting_guide</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scanpy/references/r_interop</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scanpy/references/standard_workflow</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scholar-evaluation/SKILL</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scholar-evaluation/references/evaluation_framework</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scholar-evaluation/references/local_tooling</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scholar-evaluation/references/responsible_assessment</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scholar-evaluation/references/security_validation</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scholar-evaluation/references/source_ledger</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scientific-brainstorming/SKILL</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scientific-brainstorming/references/brainstorming_methods</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scientific-brainstorming/references/facilitation_workflows</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scientific-brainstorming/references/idea_evaluation</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scientific-brainstorming/references/responsible_ai</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scientific-brainstorming/references/sources</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scientific-critical-thinking/SKILL</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scientific-critical-thinking/references/common_biases</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scientific-critical-thinking/references/core_capabilities</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scientific-critical-thinking/references/evidence_hierarchy</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scientific-critical-thinking/references/experimental_design</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scientific-critical-thinking/references/logical_fallacies</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scientific-critical-thinking/references/scientific_method</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scientific-critical-thinking/references/statistical_pitfalls</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scientific-schematics/SKILL</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scientific-schematics/references/QUICK_REFERENCE</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scientific-schematics/references/README</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scientific-schematics/references/best_practices</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scientific-schematics/references/iterative_refinement</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scientific-slides/SKILL</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scientific-slides/assets/powerpoint_design_guide</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scientific-slides/assets/timing_guidelines</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scientific-slides/references/beamer_guide</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scientific-slides/references/common_pitfalls</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scientific-slides/references/data_visualization_slides</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scientific-slides/references/presentation_structure</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scientific-slides/references/presentation_workflow</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scientific-slides/references/prompt_writing</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scientific-slides/references/script_reference</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scientific-slides/references/slide_capabilities</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scientific-slides/references/slide_design_principles</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scientific-slides/references/talk_types_guide</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scientific-slides/references/visual_review_workflow</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scientific-visualization/SKILL</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scientific-visualization/references/color_palettes</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scientific-visualization/references/journal_requirements</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scientific-visualization/references/matplotlib_examples</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scientific-visualization/references/publication_guidelines</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scientific-visualization/references/sources</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scientific-writing/SKILL</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scientific-writing/assets/REPORT_FORMATTING_GUIDE</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scientific-writing/assets/manuscript_scaffold</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scientific-writing/references/authorship_ai_confidentiality</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scientific-writing/references/citation_styles</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scientific-writing/references/cli_reference</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scientific-writing/references/evidence_workflow</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scientific-writing/references/figures_tables</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scientific-writing/references/imrad_structure</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scientific-writing/references/journal_policies</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scientific-writing/references/professional_report_formatting</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scientific-writing/references/reporting_guidelines</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scientific-writing/references/research_integrity_open_science</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scientific-writing/references/source_ledger</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scientific-writing/references/writing_principles</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scikit-bio/SKILL</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scikit-bio/references/api_reference</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scikit-learn/SKILL</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scikit-learn/references/common_workflows</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scikit-learn/references/core_capabilities</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scikit-learn/references/model_evaluation</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scikit-learn/references/pipelines_and_composition</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scikit-learn/references/preprocessing</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scikit-learn/references/quick_reference</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scikit-learn/references/supervised_learning</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scikit-learn/references/unsupervised_learning</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scikit-survival/SKILL</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scikit-survival/references/competing-risks</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scikit-survival/references/cox-models</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scikit-survival/references/data-handling</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scikit-survival/references/ensemble-models</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scikit-survival/references/evaluation-metrics</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scikit-survival/references/svm-models</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scvelo/SKILL</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scvelo/references/velocity_models</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scvi-tools/SKILL</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scvi-tools/references/differential-expression</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scvi-tools/references/models-atac-seq</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scvi-tools/references/models-multimodal</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scvi-tools/references/models-scrna-seq</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scvi-tools/references/models-spatial</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scvi-tools/references/models-specialized</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scvi-tools/references/theoretical-foundations</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/scvi-tools/references/workflows</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/seaborn/SKILL</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/seaborn/references/examples</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/seaborn/references/function_reference</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/seaborn/references/grids_and_levels</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/seaborn/references/objects_interface</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/seaborn/references/palettes_and_theming</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/seaborn/references/patterns_and_troubleshooting</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/seaborn/references/plotting_functions</loc>
    <lastmod>2026-07-29T12:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/shap/SKILL</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/shap/references/data-maskers</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/shap/references/explainers</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/shap/references/migration</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/shap/references/modalities</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/shap/references/plots</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/shap/references/theory</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/shap/references/troubleshooting</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/shap/references/workflows</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/simpy/SKILL</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/simpy/references/cli-guide</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/simpy/references/events</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/simpy/references/monitoring</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/simpy/references/process-interaction</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/simpy/references/real-time</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/simpy/references/resources</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/simpy/references/simulation-methodology</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/simpy/references/sources</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/stable-baselines3/SKILL</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/stable-baselines3/references/algorithms</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/stable-baselines3/references/callbacks</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/stable-baselines3/references/custom_environments</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/stable-baselines3/references/vectorized_envs</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/statistical-analysis/SKILL</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/statistical-analysis/references/assumptions_and_diagnostics</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/statistical-analysis/references/bayesian_statistics</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/statistical-analysis/references/effect_sizes_and_power</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/statistical-analysis/references/reporting_standards</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/statistical-analysis/references/test_selection_guide</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/statistical-power/SKILL</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/statistical-power/references/closed_form_recipes</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/statistical-power/references/effect_sizes</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/statistical-power/references/simulation_based_power</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/statsmodels/SKILL</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/statsmodels/references/discrete_choice</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/statsmodels/references/glm</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/statsmodels/references/linear_models</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/statsmodels/references/model_selection</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/statsmodels/references/modeling_capabilities</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/statsmodels/references/quick_start_guide</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/statsmodels/references/stats_diagnostics</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/statsmodels/references/time_series</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/sympy/SKILL</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/sympy/references/advanced-topics</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/sympy/references/code-generation-printing</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/sympy/references/core-capabilities</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/sympy/references/core_capabilities</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/sympy/references/matrices-linear-algebra</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/sympy/references/physics-mechanics</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/tamarind/SKILL</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/tamarind/references/api_reference</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/tamarind/references/examples</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/tamarind/references/tool_catalog</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/tamarind/references/workflows</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/tiledbvcf/SKILL</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/timesfm-forecasting/SKILL</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/timesfm-forecasting/examples/global-temperature/README</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/timesfm-forecasting/examples/global-temperature/output/interactive_forecast</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/timesfm-forecasting/references/api_reference</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/timesfm-forecasting/references/data_preparation</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/timesfm-forecasting/references/examples_and_validation</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/timesfm-forecasting/references/output_and_config</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/timesfm-forecasting/references/performance_tuning</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/timesfm-forecasting/references/system_requirements</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/timesfm-forecasting/references/workflows</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/torch-geometric/SKILL</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/torch-geometric/references/custom_datasets</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/torch-geometric/references/explainability</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/torch-geometric/references/heterogeneous</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/torch-geometric/references/link_prediction</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/torch-geometric/references/message_passing</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/torch-geometric/references/scaling</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/torchdrug/SKILL</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/torchdrug/references/core_concepts</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/torchdrug/references/datasets</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/torchdrug/references/knowledge_graphs</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/torchdrug/references/models_architectures</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/torchdrug/references/molecular_generation</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/torchdrug/references/molecular_property_prediction</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/torchdrug/references/protein_modeling</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/torchdrug/references/retrosynthesis</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/transformers/SKILL</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/transformers/references/generation</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/transformers/references/models</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/transformers/references/pipelines</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/transformers/references/tokenizers</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/transformers/references/training</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/treatment-plans/SKILL</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/treatment-plans/references/README</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/treatment-plans/references/documentation_workflow</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/treatment-plans/references/privacy_governance</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/treatment-plans/references/safety_scope</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/treatment-plans/references/security_validation</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/treatment-plans/references/shared_decision_handoff</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/treatment-plans/references/source_boundaries</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/treatment-plans/references/source_ledger</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/umap-learn/SKILL</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/umap-learn/references/api_reference</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/uncertainty-and-units/SKILL</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/uncertainty-and-units/references/domain-conversions</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/uncertainty-and-units/references/gum-methodology</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/uncertainty-and-units/references/pint-recipes</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/uncertainty-and-units/references/plausibility-scales</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/uncertainty-and-units/references/reporting-rules</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/uncertainty-and-units/references/uncertainties-recipes</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/usfiscaldata/SKILL</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/usfiscaldata/references/api-basics</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/usfiscaldata/references/datasets-debt</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/usfiscaldata/references/datasets-fiscal</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/usfiscaldata/references/datasets-interest-rates</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/usfiscaldata/references/datasets-securities</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/usfiscaldata/references/examples</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/usfiscaldata/references/parameters</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/usfiscaldata/references/response-format</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/vaex/SKILL</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/vaex/references/core_dataframes</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/vaex/references/data_processing</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/vaex/references/io_operations</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/vaex/references/machine_learning</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/vaex/references/performance</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/vaex/references/visualization</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/venue-templates/SKILL</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/venue-templates/assets/examples/cell_summary_example</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/venue-templates/assets/examples/medical_structured_abstract</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/venue-templates/assets/examples/nature_abstract_examples</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/venue-templates/assets/examples/neurips_introduction_example</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/venue-templates/references/cell_press_style</loc>
    <lastmod>2026-07-29T12:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/venue-templates/references/conferences_formatting</loc>
    <lastmod>2026-07-29T12:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/venue-templates/references/cs_conference_style</loc>
    <lastmod>2026-07-29T12:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/venue-templates/references/grants_requirements</loc>
    <lastmod>2026-07-29T12:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/venue-templates/references/journals_formatting</loc>
    <lastmod>2026-07-29T12:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/venue-templates/references/medical_journal_styles</loc>
    <lastmod>2026-07-29T12:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/venue-templates/references/ml_conference_style</loc>
    <lastmod>2026-07-29T12:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/venue-templates/references/nature_science_style</loc>
    <lastmod>2026-07-29T12:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/venue-templates/references/posters_guidelines</loc>
    <lastmod>2026-07-29T12:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/venue-templates/references/reviewer_expectations</loc>
    <lastmod>2026-07-29T12:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/venue-templates/references/venue_writing_styles</loc>
    <lastmod>2026-07-29T12:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/what-if-oracle/SKILL</loc>
    <lastmod>2026-07-29T12:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/what-if-oracle/references/scenario-templates</loc>
    <lastmod>2026-07-29T12:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/xlsx/SKILL</loc>
    <lastmod>2026-07-29T12:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/zarr-python/SKILL</loc>
    <lastmod>2026-07-29T12:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/zarr-python/references/api_reference</loc>
    <lastmod>2026-07-29T12:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/zarr-python/references/chunking_and_compression</loc>
    <lastmod>2026-07-29T12:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/zarr-python/references/integration</loc>
    <lastmod>2026-07-29T12:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/zarr-python/references/performance_and_patterns</loc>
    <lastmod>2026-07-29T12:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/zarr-python/references/storage_backends</loc>
    <lastmod>2026-07-29T12:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.61.0/pages/skills/zarr-python/references/v3_migration</loc>
    <lastmod>2026-07-29T12:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/wekan/versions/10.51/pages/docs/Platforms/FOSS/Helm</loc>
    <lastmod>2026-07-29T12:17:26+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/.buildkite/README</loc>
    <lastmod>2026-07-29T12:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/.buildkite/scripts/pull-request/README</loc>
    <lastmod>2026-07-29T12:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/.buildkite/scripts/smart-retry/README</loc>
    <lastmod>2026-07-29T12:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/.ci/README</loc>
    <lastmod>2026-07-29T12:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/BUILDING</loc>
    <lastmod>2026-07-29T12:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/REST_API_COMPATIBILITY</loc>
    <lastmod>2026-07-29T12:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/TRACING</loc>
    <lastmod>2026-07-29T12:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/build-tools-internal/src/main/resources/run.ssl/readme</loc>
    <lastmod>2026-07-29T12:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/build-tools-internal/src/main/resources/templates/breaking-changes</loc>
    <lastmod>2026-07-29T12:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/build-tools-internal/src/main/resources/templates/deprecations</loc>
    <lastmod>2026-07-29T12:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/build-tools-internal/src/main/resources/templates/index</loc>
    <lastmod>2026-07-29T12:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/client/benchmark/README</loc>
    <lastmod>2026-07-29T12:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/client/client-benchmark-noop-api-plugin/README</loc>
    <lastmod>2026-07-29T12:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/dev-tools/prometheus-local/README</loc>
    <lastmod>2026-07-29T12:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/distribution/docker/README</loc>
    <lastmod>2026-07-29T12:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/distribution/docker/src/docker/iron_bank/README</loc>
    <lastmod>2026-07-29T12:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/README</loc>
    <lastmod>2026-07-29T12:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/extend/creating-classic-plugins</loc>
    <lastmod>2026-07-29T12:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/extend/creating-stable-plugins</loc>
    <lastmod>2026-07-29T12:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/extend/example-text-analysis-plugin</loc>
    <lastmod>2026-07-29T12:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/extend/index</loc>
    <lastmod>2026-07-29T12:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/extend/plugin-descriptor-file-classic</loc>
    <lastmod>2026-07-29T12:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/extend/plugin-descriptor-file-stable</loc>
    <lastmod>2026-07-29T12:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/internal/DistributedArchitectureGuide</loc>
    <lastmod>2026-07-29T12:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/internal/GeneralArchitectureGuide</loc>
    <lastmod>2026-07-29T12:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/internal/Versioning</loc>
    <lastmod>2026-07-29T12:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/_snippets/search-aggregations-metrics-cardinality-aggregation-explanation</loc>
    <lastmod>2026-07-29T12:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/_snippets/search-aggregations-metrics-percentile-aggregation-approximate</loc>
    <lastmod>2026-07-29T12:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/bucket</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/index</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/metrics</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/pipeline</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-bucket-adjacency-matrix-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-bucket-autodatehistogram-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-bucket-categorize-text-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-bucket-children-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-bucket-composite-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-bucket-correlation-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-bucket-count-ks-test-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-bucket-datehistogram-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-bucket-daterange-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-bucket-diversified-sampler-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-bucket-filter-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-bucket-filters-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-bucket-frequent-item-sets-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-bucket-geodistance-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-bucket-geohashgrid-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-bucket-geohexgrid-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-bucket-geotilegrid-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-bucket-global-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-bucket-histogram-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-bucket-ipprefix-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-bucket-iprange-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-bucket-missing-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-bucket-multi-terms-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-bucket-nested-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-bucket-parent-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-bucket-range-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-bucket-range-field-note</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-bucket-rare-terms-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-bucket-reverse-nested-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-bucket-sampler-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-bucket-significantterms-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-bucket-significanttext-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-bucket-terms-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-bucket-time-series-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-bucket-variablewidthhistogram-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-change-point-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-matrix-stats-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-metrics-avg-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-metrics-boxplot-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-metrics-cardinality-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-metrics-cartesian-bounds-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-metrics-cartesian-centroid-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-metrics-extendedstats-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-metrics-geo-line</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-metrics-geobounds-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-metrics-geocentroid-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-metrics-max-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-metrics-median-absolute-deviation-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-metrics-min-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-metrics-percentile-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-metrics-percentile-rank-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-metrics-rate-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-metrics-scripted-metric-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-metrics-stats-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-metrics-string-stats-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-metrics-sum-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-metrics-top-hits-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-metrics-top-metrics</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-metrics-ttest-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-metrics-valuecount-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-metrics-weight-avg-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-pipeline-avg-bucket-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-pipeline-bucket-script-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-pipeline-bucket-selector-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-pipeline-bucket-sort-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-pipeline-cumulative-cardinality-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-pipeline-cumulative-sum-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-pipeline-derivative-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-pipeline-extended-stats-bucket-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-pipeline-inference-bucket-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-pipeline-max-bucket-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-pipeline-min-bucket-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-pipeline-movfn-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-pipeline-moving-percentiles-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-pipeline-normalize-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-pipeline-percentiles-bucket-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-pipeline-serialdiff-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-pipeline-stats-bucket-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-pipeline-sum-bucket-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/aggregations/search-aggregations-random-sampler-aggregation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/community-contributed/index</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/command-line-tools/certgen</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/command-line-tools/certutil</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/command-line-tools/create-enrollment-token</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/command-line-tools/elasticsearch-croneval</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/command-line-tools/elasticsearch-keystore</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/command-line-tools/index</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/command-line-tools/node-tool</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/command-line-tools/reconfigure-node</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/command-line-tools/reset-password</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/command-line-tools/saml-metadata</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/command-line-tools/service-tokens-command</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/command-line-tools/setup-passwords</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/command-line-tools/shard-tool</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/command-line-tools/syskeygen</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/command-line-tools/users-command</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/configuration-reference/auding-settings</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/configuration-reference/circuit-breaker-settings</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/configuration-reference/cluster-level-shard-allocation-routing-settings</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/configuration-reference/cross-cluster-replication-settings</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/configuration-reference/data-stream-lifecycle-settings</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/configuration-reference/discovery-cluster-formation-settings</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/configuration-reference/enrich-settings</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/configuration-reference/field-data-cache-settings</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/configuration-reference/health-diagnostic-settings</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/configuration-reference/index-lifecycle-management-settings</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/configuration-reference/index-management-settings</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/configuration-reference/index-recovery-settings</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/configuration-reference/index</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/configuration-reference/indexing-buffer-settings</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/configuration-reference/inference-settings</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/configuration-reference/license-settings</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/configuration-reference/local-gateway</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/configuration-reference/machine-learning-settings</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/configuration-reference/miscellaneous-cluster-settings</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/configuration-reference/monitoring-settings</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/configuration-reference/networking-settings</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/configuration-reference/node-query-cache-settings</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/configuration-reference/node-settings</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/configuration-reference/remote-clusters</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/configuration-reference/search-settings</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/configuration-reference/security-settings</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/configuration-reference/shard-request-cache-settings</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/configuration-reference/snapshot-restore-settings</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/configuration-reference/thread-pool-settings</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/configuration-reference/transforms-settings</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/configuration-reference/watcher-settings</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/elasticsearch-audit-events</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/index-lifecycle-actions/ilm-allocate</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/index-lifecycle-actions/ilm-delete</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/index-lifecycle-actions/ilm-downsample</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/index-lifecycle-actions/ilm-forcemerge</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/index-lifecycle-actions/ilm-migrate</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/index-lifecycle-actions/ilm-readonly</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/index-lifecycle-actions/ilm-rollover</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/index-lifecycle-actions/ilm-searchable-snapshot</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/index-lifecycle-actions/ilm-set-priority</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/index-lifecycle-actions/ilm-shrink</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/index-lifecycle-actions/ilm-unfollow</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/index-lifecycle-actions/ilm-wait-for-snapshot</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/index-lifecycle-actions/index</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/index-settings/_snippets/serverless-availability</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/index-settings/data-tier-allocation</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/index-settings/history-retention</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/index-settings/index-block</loc>
    <lastmod>2026-07-29T12:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/index-settings/index-modules</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/index-settings/index</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/index-settings/mapping-limit</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/index-settings/merge</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/index-settings/path</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/index-settings/preloading-data-into-file-system-cache</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/index-settings/pressure</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/index-settings/recovery-prioritization</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/index-settings/serverless</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/index-settings/shard-allocation</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/index-settings/similarity</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/index-settings/slow-log</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/index-settings/sorting-conjunctions</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/index-settings/sorting</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/index-settings/source</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/index-settings/store</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/index-settings/time-series</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/index-settings/total-shards-per-node</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/index-settings/translog</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/index</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/jvm-settings</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/_snippets/docker-gpu-indexing</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/aggregate-metric-double</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/analyzer</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/array</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/bbq</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/binary</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/boolean</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/coerce</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/completion</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/copy-to</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/date</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/date_nanos</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/dense-vector</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/doc-values</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/document-metadata-fields</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/dynamic</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/eager-global-ordinals</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/enabled</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/exponential-histogram</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/field-alias</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/field-data-types</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/flattened</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/geo-point</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/geo-shape</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/gpu-vector-indexing</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/histogram</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/ignore-above</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/ignore-malformed</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/index-mapping-ignore-above</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/index-options</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/index-phrases</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/index-prefixes</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/index</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/ip</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/keyword</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/mapping-date-format</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/mapping-doc-count-field</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/mapping-field-meta</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/mapping-field-names-field</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/mapping-id-field</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/mapping-ignored-field</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/mapping-index-field</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/mapping-index</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/mapping-meta-field</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/mapping-parameters</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/mapping-routing-field</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/mapping-source-field</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/mapping-store</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/mapping-tier-field</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/match-only-text</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/multi-fields</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/nested</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/normalizer</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/norms</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/null-value</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/number</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/object</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/parent-join</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/passthrough</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/pattern-text</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/percolator</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/point</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/position-increment-gap</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/properties</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/range</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/rank-feature</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/rank-features</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/rank-vectors</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/search-analyzer</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/search-as-you-type</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/semantic-text-how-tos</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/semantic-text-ingestions</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/semantic-text-reference</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/semantic-text-search-retrieval</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/semantic-text-setup-configuration</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/semantic-text</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/shape</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/similarity</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/sparse-vector</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/subobjects</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/t-digest</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/term-vector</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/text-type-family</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/text</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/token-count</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/unsigned-long</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/mapping-reference/version</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/rest-apis/api-conventions</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/rest-apis/api-examples</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/rest-apis/collapse-search-results</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/rest-apis/common-options</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/rest-apis/compatibility</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/rest-apis/create-index-from-source</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/rest-apis/explain-lifecycle</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/rest-apis/filter-search-results</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/rest-apis/find-text-structure-examples</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/rest-apis/highlighting-examples</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/rest-apis/highlighting-settings</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/rest-apis/highlighting</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/rest-apis/how-es-highlighters-work-internally</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/rest-apis/index-disk-usage</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/rest-apis/index</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/rest-apis/optimistic-concurrency-control</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/rest-apis/paginate-search-results</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/rest-apis/query-api-keys</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/rest-apis/reciprocal-rank-fusion</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/rest-apis/refresh-parameter</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/rest-apis/reindex-data-stream</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/rest-apis/reindex-indices</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/rest-apis/rescore-search-results</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/rest-apis/retrieve-inner-hits</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/rest-apis/retrieve-selected-fields</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/rest-apis/retrieve-stored-fields</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/rest-apis/retrievers/diversify-retriever</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/rest-apis/retrievers/knn-retriever</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/rest-apis/retrievers/linear-retriever</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/rest-apis/retrievers/pinned-retriever</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/rest-apis/retrievers/rescorer-retriever</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/rest-apis/retrievers/retrievers-examples</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/rest-apis/retrievers/rrf-retriever</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/rest-apis/retrievers/rule-retriever</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/rest-apis/retrievers/standard-retriever</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/rest-apis/retrievers/text-similarity-reranker-retriever</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/rest-apis/retrievers</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/rest-apis/search-multiple-data-streams-indices</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/rest-apis/search-profile</loc>
    <lastmod>2026-07-29T12:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/rest-apis/search-rank-eval</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/rest-apis/search-shard-routing</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/rest-apis/search-suggesters</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/rest-apis/searching-with-query-rules</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/rest-apis/shard-request-cache</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/rest-apis/sort-search-results</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/rest-apis/term-vectors-examples</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/rest-apis/update-by-query-api</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/rest-apis/update-cc-api-key-examples</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/rest-apis/update-document</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/rest-apis/vector-tile-search</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/roles</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch/security-privileges</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/_other_command_line_parameters</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/_plugins_directory</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/_reimplementing_and_extending_the_analyzers</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/_reimplementing_and_extending_the_analyzers_2</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/analysis-icu-analyzer</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/analysis-icu-collation-keyword-field</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/analysis-icu-collation</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/analysis-icu-folding</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/analysis-icu-normalization-charfilter</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/analysis-icu-normalization</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/analysis-icu-tokenizer</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/analysis-icu-transform</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/analysis-icu</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/analysis-kuromoji-analyzer</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/analysis-kuromoji-baseform</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/analysis-kuromoji-charfilter</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/analysis-kuromoji-completion</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/analysis-kuromoji-hiragana-uppercase</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/analysis-kuromoji-katakana-uppercase</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/analysis-kuromoji-number</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/analysis-kuromoji-readingform</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/analysis-kuromoji-speech</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/analysis-kuromoji-stemmer</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/analysis-kuromoji-stop</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/analysis-kuromoji-tokenizer</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/analysis-kuromoji</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/analysis-nori-analyzer</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/analysis-nori-number</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/analysis-nori-readingform</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/analysis-nori-speech</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/analysis-nori-tokenizer</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/analysis-nori</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/analysis-phonetic-token-filter</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/analysis-phonetic</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/analysis-plugins</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/analysis-polish-stop</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/analysis-smartcn</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/analysis-smartcn_stop</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/analysis-stempel</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/analysis-ukrainian</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/api-extension-plugins</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/authentication-plugins</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/cloud/ec-custom-bundles</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/cloud/ec-plugins-guide</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/cloud-aws-best-practices</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/discovery-azure-classic-long</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/discovery-azure-classic-scale</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/discovery-azure-classic-usage</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/discovery-azure-classic</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/discovery-ec2-usage</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/discovery-ec2</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/discovery-gce-network-host</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/discovery-gce-usage-cloning</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/discovery-gce-usage-long</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/discovery-gce-usage-port</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/discovery-gce-usage-tags</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/discovery-gce-usage-testing</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/discovery-gce-usage-tips</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/discovery-gce-usage-zones</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/discovery-gce-usage</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/discovery-gce</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/discovery-plugins</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/index</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/installation</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/installing-multiple-plugins</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/integrations</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/listing-removing-updating</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/manage-plugins-using-configuration-file</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/mandatory-plugins</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/mapper-annotated-text-highlighter</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/mapper-annotated-text-limitations</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/mapper-annotated-text-tips</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/mapper-annotated-text-usage</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/mapper-annotated-text</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/mapper-murmur3-usage</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/mapper-murmur3</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/mapper-plugins</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/mapper-size-usage</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/mapper-size</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/ms-graph-authz-configure-azure</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/ms-graph-authz-configure-elasticsearch</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/ms-graph-authz</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/plugin-management-custom-url</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/plugin-management</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/repository-hdfs-config</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/repository-hdfs-security</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/repository-hdfs-usage</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/repository-hdfs</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/snapshotrestore-repository-plugins</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/store-plugins</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/store-smb-usage</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/elasticsearch-plugins/store-smb</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/enrich-processor/append-processor</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/enrich-processor/attachment</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/enrich-processor/bytes-processor</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/enrich-processor/cef-processor</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/enrich-processor/community-id-processor</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/enrich-processor/convert-processor</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/enrich-processor/csv-processor</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/enrich-processor/date-index-name-processor</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/enrich-processor/date-processor</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/enrich-processor/dissect-processor</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/enrich-processor/dot-expand-processor</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/enrich-processor/drop-processor</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/enrich-processor/enrich-processor</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/enrich-processor/fail-processor</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/enrich-processor/fingerprint-processor</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/enrich-processor/foreach-processor</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/enrich-processor/geoip-processor</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/enrich-processor/grok-processor</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/enrich-processor/gsub-processor</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/enrich-processor/htmlstrip-processor</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/enrich-processor/index</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/enrich-processor/inference-processor</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/enrich-processor/ingest-circle-processor</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/enrich-processor/ingest-geo-grid-processor</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/enrich-processor/ingest-node-set-security-user-processor</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/enrich-processor/ip-location-processor</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/enrich-processor/join-processor</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/enrich-processor/json-processor</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/enrich-processor/kv-processor</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/enrich-processor/lowercase-processor</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/enrich-processor/network-direction-processor</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/enrich-processor/normalize-for-stream</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/enrich-processor/pipeline-processor</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/enrich-processor/recover-failure-document-processor</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/enrich-processor/redact-processor</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/enrich-processor/registered-domain-processor</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/enrich-processor/remove-processor</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/enrich-processor/rename-processor</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/enrich-processor/reroute-processor</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/enrich-processor/script-processor</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/enrich-processor/set-processor</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/enrich-processor/sort-processor</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/enrich-processor/split-processor</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/enrich-processor/terminate-processor</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/enrich-processor/trim-processor</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/enrich-processor/uppercase-processor</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/enrich-processor/uri-parts-processor</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/enrich-processor/urldecode-processor</loc>
    <lastmod>2026-07-29T12:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/enrich-processor/user-agent-processor</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/index</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/eql/eql-function-ref</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/eql/eql-pipe-ref</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/eql/eql-syntax</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/eql</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/README</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/change_point.csv-spec/changePointForDocs</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/date.csv-spec/docsNowWhere</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/docs-lookup-join.csv-spec/lookupJoinHostNameTwice</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/docs-lookup-join.csv-spec/lookupJoinServiceId</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/docs-lookup-join.csv-spec/lookupJoinSourceIp</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/docs-lookup-join.csv-spec/lookupJoinSourceIpWhere</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/docs.csv-spec/basicDissect</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/docs.csv-spec/basicGrok</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/docs.csv-spec/dissectWithToDatetime</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/docs.csv-spec/grokWithConversionSuffix</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/docs.csv-spec/grokWithDuplicateFieldNames</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/docs.csv-spec/grokWithToDatetime</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/docs.csv-spec/keep</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/docs.csv-spec/keepCompleteName</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/docs.csv-spec/keepDoubleWildcard</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/docs.csv-spec/keepWildcard</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/docs.csv-spec/keepWildcardLowest</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/docs.csv-spec/keepWildcardPrecedence</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/docs.csv-spec/rename</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/docs.csv-spec/renameMultipleColumns</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/docs.csv-spec/renameMultipleColumnsDifferentCommands</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/docs.csv-spec/sort</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/docs.csv-spec/sortDesc</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/docs.csv-spec/sortNullsFirst</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/docs.csv-spec/sortTie</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/docs.csv-spec/where</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/docs.csv-spec/whereBoolean</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/docs.csv-spec/whereFunction</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/drop.csv-spec/height</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/drop.csv-spec/heightWithWildcard</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/enrich.csv-spec/enrich</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/enrich.csv-spec/enrich_on</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/enrich.csv-spec/enrich_rename</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/enrich.csv-spec/enrich_with</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/eval.csv-spec/eval</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/eval.csv-spec/evalReplace</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/eval.csv-spec/evalUnnamedColumn</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/eval.csv-spec/evalUnnamedColumnStats</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/fork.csv-spec/simpleFork</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/fork.csv-spec/simpleForkWithStats</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/inlinestats.csv-spec/avg-salaries-where</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/inlinestats.csv-spec/max-salary-without-by</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/inlinestats.csv-spec/max-salary</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/inlinestats.csv-spec/multi-agg-multi-grouping</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/limit.csv-spec/basic</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/limit.csv-spec/limitBy</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/limit.csv-spec/limitByMultipleGroups</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/lookup-join.csv-spec/filterOnLeftSide</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/lookup-join.csv-spec/filterOnRightSide</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/mmr.csv-spec/simpleMMR</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/mmr.csv-spec/simpleMMRWithQueryVector</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/mmr.csv-spec/simpleMMRWithTextEmbedding</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/mv_expand.csv-spec/simple</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/registered_domain.csv-spec/basic</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/rerank.csv-spec/combine</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/rerank.csv-spec/rerank-top-snippets</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/rerank.csv-spec/simple-query</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/rerank.csv-spec/two-queries</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/row.csv-spec/example</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/row.csv-spec/function</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/row.csv-spec/multivalue</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/sample.csv-spec/sampleForDocs</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/stats.csv-spec/aggFiltering</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/stats.csv-spec/aggFilteringBefore</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/stats.csv-spec/aggFilteringNoGroup</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/stats.csv-spec/aggFilteringOnGroup</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/stats.csv-spec/docsStatsAvgNestedExpression</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/stats.csv-spec/docsStatsByExpression</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/stats.csv-spec/multi-mv-group</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/stats.csv-spec/mv-group-values-expand</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/stats.csv-spec/mv-group-values</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/stats.csv-spec/mv-group</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/stats.csv-spec/stats</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/stats.csv-spec/statsCalcMultipleValues</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/stats.csv-spec/statsGroupByMultipleValues</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/stats.csv-spec/statsUnnamedColumn</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/stats.csv-spec/statsUnnamedColumnEval</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/stats.csv-spec/statsWithoutBy</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/subquery.csv-spec/basic_subquery</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/subquery.csv-spec/multiple_subqueries</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/subquery.csv-spec/subquery_only</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/subquery.csv-spec/subquery_with_aggregation</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/subquery.csv-spec/subquery_with_filter</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/subquery.csv-spec/subquery_with_lookup_join</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/subquery.csv-spec/subquery_with_sort</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/uri_parts.csv-spec/basic</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/examples/user_agent.csv-spec/basic</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/layout/change_point</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/layout/completion</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/layout/dissect</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/layout/drop</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/layout/enrich</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/layout/eval</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/layout/fork</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/layout/from</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/layout/fuse</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/layout/grok</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/layout/inlinestats-by</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/layout/keep</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/layout/limit</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/layout/lookup-join</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/layout/mmr</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/layout/mv_expand</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/layout/registered_domain</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/layout/rename</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/layout/rerank</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/layout/row</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/layout/sample</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/layout/set</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/layout/show</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/layout/sort</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/layout/stats-by</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/layout/ts</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/layout/uri_parts</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/layout/user_agent</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/layout/where</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/settings/approximation</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/settings/time_zone</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/settings/toc</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/settings/unmapped_fields</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/commands/types/lookup-join</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/common/result-set-size-limitation</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/appendix/count_distinct</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/appendix/first</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/appendix/last</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/appendix/median</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/appendix/median_absolute_deviation</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/appendix/percentile</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/appendix/values</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/abs</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/absent</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/absent_over_time</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/acos</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/acosh</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/asin</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/asinh</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/atan</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/atan2</loc>
    <lastmod>2026-07-29T12:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/atanh</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/avg</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/avg_over_time</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/bit_length</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/bucket</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/byte_length</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/case</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/categorize</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/cbrt</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/ceil</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/chunk</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/cidr_match</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/clamp</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/clamp_max</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/clamp_min</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/coalesce</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/concat</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/contains</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/copy_sign</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/cos</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/cosh</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/count</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/count_distinct</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/count_distinct_over_time</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/count_over_time</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/date_diff</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/date_extract</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/date_format</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/date_parse</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/date_trunc</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/day_name</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/decay</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/delta</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/deriv</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/e</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/earliest</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/ends_with</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/exp</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/first</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/first_over_time</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/floor</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/from_base64</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/greatest</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/hash</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/hypot</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/idelta</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/increase</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/ip_prefix</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/irate</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/json_extract</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/knn</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/kql</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/last</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/last_over_time</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/latest</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/least</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/left</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/length</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/locate</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/log</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/log10</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/ltrim</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/match</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/match_phrase</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/max</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/max_over_time</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/md5</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/median</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/median_absolute_deviation</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/min</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/min_over_time</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/month_name</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/mv_append</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/mv_avg</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/mv_concat</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/mv_contains</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/mv_count</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/mv_dedupe</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/mv_difference</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/mv_first</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/mv_intersection</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/mv_intersects</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/mv_last</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/mv_max</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/mv_median</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/mv_median_absolute_deviation</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/mv_min</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/mv_percentile</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/mv_pseries_weighted_sum</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/mv_slice</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/mv_sort</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/mv_sum</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/mv_union</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/mv_zip</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/network_direction</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/now</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/percentile</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/percentile_over_time</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/pi</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/pow</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/present</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/present_over_time</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/qstr</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/rate</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/repeat</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/replace</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/reverse</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/right</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/round</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/round_to</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/rtrim</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/sample</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/scalb</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/score</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/sha1</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/sha256</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/signum</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/sin</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/sinh</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/space</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/sparkline</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/split</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/sqrt</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/st_buffer</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/st_centroid_agg</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/st_contains</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/st_dimension</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/st_disjoint</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/st_distance</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/st_envelope</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/st_extent_agg</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/st_geohash</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/st_geohex</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/st_geometrytype</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/st_geotile</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/st_intersects</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/st_isempty</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/st_npoints</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/st_simplify</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/st_simplifypreservetopology</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/st_within</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/st_x</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/st_xmax</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/st_xmin</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/st_y</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/st_ymax</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/st_ymin</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/starts_with</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/std_dev</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/stddev_over_time</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/substring</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/sum</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/sum_over_time</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/tan</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/tanh</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/tau</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/tbucket</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/text_embedding</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/to_aggregate_metric_double</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/to_base64</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/to_boolean</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/to_cartesianpoint</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/to_cartesianshape</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/to_date_nanos</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/to_dateperiod</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/to_datetime</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/to_degrees</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/to_dense_vector</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/to_double</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/to_exponential_histogram</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/to_geohash</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/to_geohex</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/to_geopoint</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/to_geoshape</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/to_geotile</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/to_integer</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/to_ip</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/to_long</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/to_lower</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/to_radians</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/to_string</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/to_tdigest</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/to_timeduration</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/to_unsigned_long</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/to_upper</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/to_version</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/top</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/top_snippets</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/trange</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/trim</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/url_decode</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/url_encode</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/url_encode_component</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/v_cosine</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/v_dot_product</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/v_hamming</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/v_l1_norm</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/v_l2_norm</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/v_magnitude</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/values</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/variance</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/variance_over_time</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/description/weighted_avg</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/abs</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/absent</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/absent_over_time</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/acos</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/acosh</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/asin</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/asinh</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/atan</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/atan2</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/atanh</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/avg</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/avg_over_time</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/bit_length</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/bucket</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/byte_length</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/case</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/categorize</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/cbrt</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/ceil</loc>
    <lastmod>2026-07-29T12:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/chunk</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/cidr_match</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/clamp</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/clamp_max</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/clamp_min</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/coalesce</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/concat</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/contains</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/copy_sign</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/cos</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/cosh</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/count</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/count_distinct</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/count_distinct_over_time</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/count_over_time</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/date_diff</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/date_extract</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/date_format</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/date_parse</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/date_trunc</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/day_name</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/decay</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/delta</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/deriv</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/e</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/earliest</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/ends_with</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/exp</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/first</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/first_over_time</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/floor</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/from_base64</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/greatest</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/hash</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/hypot</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/idelta</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/increase</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/ip_prefix</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/irate</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/json_extract</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/knn</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/kql</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/last</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/last_over_time</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/latest</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/least</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/left</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/length</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/locate</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/log</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/log10</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/ltrim</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/match</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/match_phrase</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/max</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/max_over_time</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/md5</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/median</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/median_absolute_deviation</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/min</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/min_over_time</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/month_name</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/mv_append</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/mv_avg</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/mv_concat</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/mv_contains</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/mv_count</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/mv_dedupe</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/mv_difference</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/mv_first</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/mv_intersection</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/mv_intersects</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/mv_last</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/mv_max</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/mv_median</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/mv_median_absolute_deviation</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/mv_min</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/mv_percentile</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/mv_pseries_weighted_sum</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/mv_slice</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/mv_sort</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/mv_sum</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/mv_union</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/mv_zip</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/network_direction</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/now</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/percentile</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/percentile_over_time</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/pi</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/pow</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/present</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/present_over_time</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/qstr</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/rate</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/repeat</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/replace</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/reverse</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/right</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/round</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/round_to</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/rtrim</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/sample</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/scalb</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/score</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/sha1</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/sha256</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/signum</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/sin</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/sinh</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/space</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/sparkline</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/split</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/sqrt</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/st_buffer</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/st_centroid_agg</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/st_contains</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/st_dimension</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/st_disjoint</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/st_distance</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/st_envelope</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/st_extent_agg</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/st_geohash</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/st_geohex</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/st_geometrytype</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/st_geotile</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/st_intersects</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/st_isempty</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/st_npoints</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/st_simplify</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/st_simplifypreservetopology</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/st_within</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/st_x</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/st_xmax</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/st_xmin</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/st_y</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/st_ymax</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/st_ymin</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/starts_with</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/std_dev</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/stddev_over_time</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/substring</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/sum</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/sum_over_time</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/tan</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/tanh</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/tau</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/tbucket</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/text_embedding</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/to_aggregate_metric_double</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/to_base64</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/to_boolean</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/to_cartesianpoint</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/to_cartesianshape</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/to_date_nanos</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/to_dateperiod</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/to_datetime</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/to_degrees</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/to_dense_vector</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/to_double</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/to_exponential_histogram</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/to_geohash</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/to_geohex</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/to_geopoint</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/to_geoshape</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/to_geotile</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/to_integer</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/to_ip</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/to_long</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/to_lower</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/to_radians</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/to_string</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/to_tdigest</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/to_timeduration</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/to_unsigned_long</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/to_upper</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/to_version</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/top</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/top_snippets</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/trange</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/trim</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/url_decode</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/url_encode</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/url_encode_component</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/v_cosine</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/v_dot_product</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/v_hamming</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/v_l1_norm</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/v_l2_norm</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/v_magnitude</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/values</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/variance</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/variance_over_time</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/examples/weighted_avg</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/functionNamedParams/categorize</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/functionNamedParams/chunk</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/functionNamedParams/date_parse</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/functionNamedParams/decay</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/functionNamedParams/knn</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/functionNamedParams/kql</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/functionNamedParams/match</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/functionNamedParams/match_phrase</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/functionNamedParams/qstr</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/functionNamedParams/to_ip</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/functionNamedParams/top_snippets</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/abs</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/absent</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/absent_over_time</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/acos</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/acosh</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/asin</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/asinh</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/atan</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/atan2</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/atanh</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/avg</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/avg_over_time</loc>
    <lastmod>2026-07-29T12:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/bit_length</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/bucket</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/byte_length</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/case</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/categorize</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/cbrt</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/ceil</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/chunk</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/cidr_match</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/clamp</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/clamp_max</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/clamp_min</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/coalesce</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/concat</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/contains</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/copy_sign</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/cos</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/cosh</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/count</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/count_distinct</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/count_distinct_over_time</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/count_over_time</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/date_diff</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/date_extract</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/date_format</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/date_parse</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/date_trunc</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/day_name</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/decay</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/delta</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/deriv</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/e</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/earliest</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/ends_with</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/exp</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/first</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/first_over_time</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/floor</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/from_base64</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/greatest</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/hash</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/hypot</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/idelta</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/increase</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/ip_prefix</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/irate</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/json_extract</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/knn</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/kql</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/last</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/last_over_time</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/latest</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/least</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/left</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/length</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/locate</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/log</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/log10</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/ltrim</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/match</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/match_phrase</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/max</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/max_over_time</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/md5</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/median</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/median_absolute_deviation</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/min</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/min_over_time</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/month_name</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/mv_append</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/mv_avg</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/mv_concat</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/mv_contains</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/mv_count</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/mv_dedupe</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/mv_difference</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/mv_first</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/mv_intersection</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/mv_intersects</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/mv_last</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/mv_max</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/mv_median</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/mv_median_absolute_deviation</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/mv_min</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/mv_percentile</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/mv_pseries_weighted_sum</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/mv_slice</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/mv_sort</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/mv_sum</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/mv_union</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/mv_zip</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/network_direction</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/now</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/percentile</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/percentile_over_time</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/pi</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/pow</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/present</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/present_over_time</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/qstr</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/rate</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/repeat</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/replace</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/reverse</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/right</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/round</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/round_to</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/rtrim</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/sample</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/scalb</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/score</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/sha1</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/sha256</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/signum</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/sin</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/sinh</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/space</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/sparkline</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/split</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/sqrt</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/st_buffer</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/st_centroid_agg</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/st_contains</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/st_dimension</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/st_disjoint</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/st_distance</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/st_envelope</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/st_extent_agg</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/st_geohash</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/st_geohex</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/st_geometrytype</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/st_geotile</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/st_intersects</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/st_isempty</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/st_npoints</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/st_simplify</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/st_simplifypreservetopology</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/st_within</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/st_x</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/st_xmax</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/st_xmin</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/st_y</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/st_ymax</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/st_ymin</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/starts_with</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/std_dev</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/stddev_over_time</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/substring</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/sum</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/sum_over_time</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/tan</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/tanh</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/tau</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/tbucket</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/text_embedding</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/to_aggregate_metric_double</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/to_base64</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/to_boolean</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/to_cartesianpoint</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/to_cartesianshape</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/to_date_nanos</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/to_dateperiod</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/to_datetime</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/to_degrees</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/to_dense_vector</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/to_double</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/to_exponential_histogram</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/to_geohash</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/to_geohex</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/to_geopoint</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/to_geoshape</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/to_geotile</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/to_integer</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/to_ip</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/to_long</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/to_lower</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/to_radians</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/to_string</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/to_tdigest</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/to_timeduration</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/to_unsigned_long</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/to_upper</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/to_version</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/top</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/top_snippets</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/trange</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/trim</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/url_decode</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/url_encode</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/url_encode_component</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/v_cosine</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/v_dot_product</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/v_hamming</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/v_l1_norm</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/v_l2_norm</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/v_magnitude</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/values</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/variance</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/variance_over_time</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/layout/weighted_avg</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/abs</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/absent</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/absent_over_time</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/acos</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/acosh</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/asin</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/asinh</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/atan</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/atan2</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/atanh</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/avg</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/avg_over_time</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/bit_length</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/bucket</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/byte_length</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/case</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/categorize</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/cbrt</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/ceil</loc>
    <lastmod>2026-07-29T12:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/chunk</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/cidr_match</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/clamp</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/clamp_max</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/clamp_min</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/coalesce</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/concat</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/contains</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/copy_sign</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/cos</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/cosh</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/count</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/count_distinct</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/count_distinct_over_time</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/count_over_time</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/date_diff</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/date_extract</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/date_format</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/date_parse</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/date_trunc</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/day_name</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/decay</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/delta</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/deriv</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/e</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/earliest</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/ends_with</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/exp</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/first</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/first_over_time</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/floor</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/from_base64</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/greatest</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/hash</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/hypot</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/idelta</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/increase</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/ip_prefix</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/irate</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/json_extract</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/knn</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/kql</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/last</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/last_over_time</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/latest</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/least</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/left</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/length</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/locate</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/log</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/log10</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/ltrim</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/match</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/match_phrase</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/max</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/max_over_time</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/md5</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/median</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/median_absolute_deviation</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/min</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/min_over_time</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/month_name</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/mv_append</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/mv_avg</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/mv_concat</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/mv_contains</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/mv_count</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/mv_dedupe</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/mv_difference</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/mv_first</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/mv_intersection</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/mv_intersects</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/mv_last</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/mv_max</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/mv_median</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/mv_median_absolute_deviation</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/mv_min</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/mv_percentile</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/mv_pseries_weighted_sum</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/mv_slice</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/mv_sort</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/mv_sum</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/mv_union</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/mv_zip</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/network_direction</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/now</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/percentile</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/percentile_over_time</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/pi</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/pow</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/present</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/present_over_time</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/qstr</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/rate</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/repeat</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/replace</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/reverse</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/right</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/round</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/round_to</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/rtrim</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/sample</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/scalb</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/score</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/sha1</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/sha256</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/signum</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/sin</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/sinh</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/space</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/sparkline</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/split</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/sqrt</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/st_buffer</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/st_centroid_agg</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/st_contains</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/st_dimension</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/st_disjoint</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/st_distance</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/st_envelope</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/st_extent_agg</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/st_geohash</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/st_geohex</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/st_geometrytype</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/st_geotile</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/st_intersects</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/st_isempty</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/st_npoints</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/st_simplify</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/st_simplifypreservetopology</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/st_within</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/st_x</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/st_xmax</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/st_xmin</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/st_y</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/st_ymax</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/st_ymin</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/starts_with</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/std_dev</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/stddev_over_time</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/substring</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/sum</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/sum_over_time</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/tan</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/tanh</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/tau</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/tbucket</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/text_embedding</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/to_aggregate_metric_double</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/to_base64</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/to_boolean</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/to_cartesianpoint</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/to_cartesianshape</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/to_date_nanos</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/to_dateperiod</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/to_datetime</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/to_degrees</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/to_dense_vector</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/to_double</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/to_exponential_histogram</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/to_geohash</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/to_geohex</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/to_geopoint</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/to_geoshape</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/to_geotile</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/to_integer</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/to_ip</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/to_long</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/to_lower</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/to_radians</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/to_string</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/to_tdigest</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/to_timeduration</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/to_unsigned_long</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/to_upper</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/to_version</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/top</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/top_snippets</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/trange</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/trim</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/url_decode</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/url_encode</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/url_encode_component</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/v_cosine</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/v_dot_product</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/v_hamming</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/v_l1_norm</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/v_l2_norm</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/v_magnitude</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/values</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/variance</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/variance_over_time</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/parameters/weighted_avg</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/abs</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/absent</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/absent_over_time</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/acos</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/acosh</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/asin</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/asinh</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/atan</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/atan2</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/atanh</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/avg</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/avg_over_time</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/bit_length</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/bucket</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/byte_length</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/case</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/categorize</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/cbrt</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/ceil</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/chunk</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/cidr_match</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/clamp</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/clamp_max</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/clamp_min</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/coalesce</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/concat</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/contains</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/copy_sign</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/cos</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/cosh</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/count</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/count_distinct</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/count_distinct_over_time</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/count_over_time</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/date_diff</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/date_extract</loc>
    <lastmod>2026-07-29T12:17:40+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/date_format</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/date_parse</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/date_trunc</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/day_name</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/decay</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/delta</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/deriv</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/e</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/earliest</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/ends_with</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/exp</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/first</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/first_over_time</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/floor</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/from_base64</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/greatest</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/hash</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/hypot</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/idelta</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/increase</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/ip_prefix</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/irate</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/json_extract</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/knn</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/kql</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/last</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/last_over_time</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/latest</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/least</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/left</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/length</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/locate</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/log</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/log10</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/ltrim</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/match</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/match_phrase</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/max</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/max_over_time</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/md5</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/median</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/median_absolute_deviation</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/min</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/min_over_time</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/month_name</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/mv_append</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/mv_avg</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/mv_concat</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/mv_contains</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/mv_count</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/mv_dedupe</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/mv_difference</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/mv_first</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/mv_intersection</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/mv_intersects</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/mv_last</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/mv_max</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/mv_median</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/mv_median_absolute_deviation</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/mv_min</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/mv_percentile</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/mv_pseries_weighted_sum</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/mv_slice</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/mv_sort</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/mv_sum</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/mv_union</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/mv_zip</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/network_direction</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/now</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/percentile</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/percentile_over_time</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/pi</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/pow</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/present</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/present_over_time</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/qstr</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/rate</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/repeat</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/replace</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/reverse</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/right</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/round</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/round_to</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/rtrim</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/sample</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/scalb</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/score</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/sha1</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/sha256</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/signum</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/sin</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/sinh</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/space</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/sparkline</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/split</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/sqrt</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/st_buffer</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/st_centroid_agg</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/st_contains</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/st_dimension</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/st_disjoint</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/st_distance</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/st_envelope</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/st_extent_agg</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/st_geohash</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/st_geohex</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/st_geometrytype</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/st_geotile</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/st_intersects</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/st_isempty</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/st_npoints</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/st_simplify</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/st_simplifypreservetopology</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/st_within</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/st_x</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/st_xmax</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/st_xmin</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/st_y</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/st_ymax</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/st_ymin</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/starts_with</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/std_dev</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/stddev_over_time</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/substring</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/sum</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/sum_over_time</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/tan</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/tanh</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/tau</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/elasticsearch/versions/9.4.4/pages/docs/reference/query-languages/esql/_snippets/functions/types/tbucket</loc>
    <lastmod>2026-07-29T12:17:41+07:00</lastmod>
  </url>
</urlset>
