<?xml version="1.0" encoding="UTF-8"?>
<urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9">
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/langgraph/generative-ui/mcp-apps</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/langgraph/generative-ui/state-rendering</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/langgraph/generative-ui/tool-rendering</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/langgraph/generative-ui/your-components/display-only</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/langgraph/generative-ui/your-components/interactive</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/langgraph/generative-ui/your-components/interrupt-based</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/langgraph/human-in-the-loop/interrupt-flow</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/langgraph/index</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/langgraph/inspector</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/langgraph/multi-agent-flows</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/langgraph/prebuilt-components</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/langgraph/premium/headless-ui</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/langgraph/premium/observability</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/langgraph/premium/overview</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/langgraph/premium/self-hosting</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/langgraph/programmatic-control</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/langgraph/quickstart</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/langgraph/shared-state/in-app-agent-read</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/langgraph/shared-state/in-app-agent-write</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/langgraph/shared-state/predictive-state-updates</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/langgraph/shared-state/state-inputs-outputs</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/langgraph/shared-state/workflow-execution</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/langgraph/subgraphs</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/langgraph/threads</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/langgraph/troubleshooting/common-issues</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/langgraph/troubleshooting/migrate-to-1.10.X</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/langgraph/troubleshooting/migrate-to-1.8.2</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/langgraph/troubleshooting/migrate-to-agui</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/langgraph/troubleshooting/migrate-to-v2</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/langgraph/tutorials/agent-native-app/index</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/langgraph/tutorials/agent-native-app/next-steps</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/langgraph/tutorials/agent-native-app/step-1-checkout-repo</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/langgraph/tutorials/agent-native-app/step-2-start-the-agent</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/langgraph/tutorials/agent-native-app/step-3-setup-copilotkit</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/langgraph/tutorials/agent-native-app/step-4-agentic-chat-ui</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/langgraph/tutorials/agent-native-app/step-5-human-in-the-loop</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/langgraph/tutorials/agent-native-app/step-6-shared-state</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/langgraph/tutorials/agent-native-app/step-7-generative-ui</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/langgraph/tutorials/agent-native-app/step-8-progressive-state-updates</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/langgraph/tutorials/ai-travel-app/index</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/langgraph/tutorials/ai-travel-app/next-steps</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/langgraph/tutorials/ai-travel-app/step-1-checkout-repo</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/langgraph/tutorials/ai-travel-app/step-2-langgraph-agent</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/langgraph/tutorials/ai-travel-app/step-3-setup-copilotkit</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/langgraph/tutorials/ai-travel-app/step-4-integrate-the-agent</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/langgraph/tutorials/ai-travel-app/step-5-stream-progress</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/langgraph/tutorials/ai-travel-app/step-6-human-in-the-loop</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/langgraph/videos/research-canvas</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/llamaindex/%28other%29/contributing/code-contributions/index</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/llamaindex/%28other%29/contributing/code-contributions/package-linking</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/llamaindex/%28other%29/contributing/docs-contributions</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/llamaindex/%28other%29/telemetry/index</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/llamaindex/ag-ui</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/llamaindex/build-with-agents</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/llamaindex/copilot-runtime</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/llamaindex/custom-look-and-feel/headless-ui</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/llamaindex/custom-look-and-feel/slots</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/llamaindex/frontend-tools</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/llamaindex/generative-ui/a2ui</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/llamaindex/generative-ui/mcp-apps</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/llamaindex/generative-ui/state-rendering</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/llamaindex/generative-ui/tool-rendering</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/llamaindex/generative-ui/your-components/display-only</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/llamaindex/generative-ui/your-components/interactive</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/llamaindex/human-in-the-loop</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/llamaindex/index</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/llamaindex/inspector</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/llamaindex/multi-agent-flows</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/llamaindex/prebuilt-components</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/llamaindex/premium/headless-ui</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/llamaindex/premium/observability</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/llamaindex/premium/overview</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/llamaindex/premium/self-hosting</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/llamaindex/programmatic-control</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/llamaindex/quickstart</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/llamaindex/shared-state/in-app-agent-read</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/llamaindex/shared-state/in-app-agent-write</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/llamaindex/shared-state/index</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/llamaindex/shared-state/predictive-state-updates</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/llamaindex/shared-state/state-inputs-outputs</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/llamaindex/shared-state/workflow-execution</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/llamaindex/threads</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/llamaindex/troubleshooting/common-issues</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/llamaindex/troubleshooting/error-debugging</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/llamaindex/troubleshooting/migrate-to-1.10.X</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/llamaindex/troubleshooting/migrate-to-1.8.2</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/llamaindex/troubleshooting/migrate-to-v2</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/mastra/%28other%29/contributing/code-contributions/index</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/mastra/%28other%29/contributing/code-contributions/package-linking</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/mastra/%28other%29/contributing/docs-contributions</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/mastra/%28other%29/telemetry/index</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/mastra/ag-ui</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/mastra/agent-app-context</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/mastra/build-with-agents</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/mastra/copilot-runtime</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/mastra/custom-look-and-feel/headless-ui</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/mastra/custom-look-and-feel/slots</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/mastra/frontend-tools</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/mastra/generative-ui/a2ui</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/mastra/generative-ui/mcp-apps</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/mastra/generative-ui/state-rendering</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/mastra/generative-ui/tool-rendering</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/mastra/generative-ui/your-components/display-only</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/mastra/generative-ui/your-components/interactive</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/mastra/human-in-the-loop/index</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/mastra/human-in-the-loop/interrupt-flow</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/mastra/human-in-the-loop/tool-based</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/mastra/index</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/mastra/inspector</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/mastra/prebuilt-components</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/mastra/premium/headless-ui</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/mastra/premium/observability</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/mastra/premium/overview</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/mastra/premium/self-hosting</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/mastra/programmatic-control</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/mastra/quickstart</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/mastra/shared-state/in-app-agent-read</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/mastra/shared-state/in-app-agent-write</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/mastra/shared-state/index</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/mastra/threads</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/mastra/troubleshooting/common-issues</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/mastra/troubleshooting/error-debugging</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/mastra/troubleshooting/migrate-to-1.10.X</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/mastra/troubleshooting/migrate-to-1.8.2</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/mastra/troubleshooting/migrate-to-v2</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/microsoft-agent-framework/%28other%29/contributing/code-contributions/index</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/microsoft-agent-framework/%28other%29/contributing/code-contributions/package-linking</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/microsoft-agent-framework/%28other%29/contributing/docs-contributions</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/microsoft-agent-framework/%28other%29/telemetry/index</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/microsoft-agent-framework/ag-ui</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/microsoft-agent-framework/agent-app-context</loc>
    <lastmod>2026-06-13T06:17:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/microsoft-agent-framework/auth</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/microsoft-agent-framework/build-with-agents</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/microsoft-agent-framework/copilot-runtime</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/microsoft-agent-framework/custom-look-and-feel/headless-ui</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/microsoft-agent-framework/custom-look-and-feel/slots</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/microsoft-agent-framework/frontend-tools</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/microsoft-agent-framework/generative-ui/a2ui</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/microsoft-agent-framework/generative-ui/mcp-apps</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/microsoft-agent-framework/generative-ui/state-rendering</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/microsoft-agent-framework/generative-ui/tool-rendering</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/microsoft-agent-framework/generative-ui/your-components/display-only</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/microsoft-agent-framework/generative-ui/your-components/interactive</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/microsoft-agent-framework/human-in-the-loop</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/microsoft-agent-framework/index</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/microsoft-agent-framework/inspector</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/microsoft-agent-framework/prebuilt-components</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/microsoft-agent-framework/premium/headless-ui</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/microsoft-agent-framework/premium/observability</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/microsoft-agent-framework/premium/overview</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/microsoft-agent-framework/premium/self-hosting</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/microsoft-agent-framework/programmatic-control</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/microsoft-agent-framework/quickstart</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/microsoft-agent-framework/shared-state/in-app-agent-read</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/microsoft-agent-framework/shared-state/in-app-agent-write</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/microsoft-agent-framework/shared-state/predictive-state-updates</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/microsoft-agent-framework/threads</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/microsoft-agent-framework/troubleshooting/common-issues</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/microsoft-agent-framework/troubleshooting/migrate-to-v2</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/pydantic-ai/ag-ui</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/pydantic-ai/build-with-agents</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/pydantic-ai/copilot-runtime</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/pydantic-ai/custom-look-and-feel/headless-ui</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/pydantic-ai/custom-look-and-feel/slots</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/pydantic-ai/frontend-tools</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/pydantic-ai/generative-ui/a2ui</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/pydantic-ai/generative-ui/mcp-apps</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/pydantic-ai/generative-ui/state-rendering</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/pydantic-ai/generative-ui/tool-rendering</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/pydantic-ai/generative-ui/your-components/display-only</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/pydantic-ai/generative-ui/your-components/interactive</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/pydantic-ai/human-in-the-loop/agent</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/pydantic-ai/human-in-the-loop/index</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/pydantic-ai/human-in-the-loop</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/pydantic-ai/index</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/pydantic-ai/inspector</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/pydantic-ai/multi-agent-flows</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/pydantic-ai/prebuilt-components</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/pydantic-ai/premium/headless-ui</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/pydantic-ai/premium/observability</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/pydantic-ai/premium/overview</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/pydantic-ai/premium/self-hosting</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/pydantic-ai/programmatic-control</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/pydantic-ai/quickstart/pydantic-ai</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/pydantic-ai/quickstart</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/pydantic-ai/shared-state/in-app-agent-read</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/pydantic-ai/shared-state/in-app-agent-write</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/pydantic-ai/shared-state/index</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/pydantic-ai/shared-state/predictive-state-updates</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/pydantic-ai/threads</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/pydantic-ai/troubleshooting/common-issues</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/pydantic-ai/troubleshooting/error-debugging</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/pydantic-ai/troubleshooting/migrate-to-1.10.X</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/pydantic-ai/troubleshooting/migrate-to-1.8.2</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/integrations/pydantic-ai/troubleshooting/migrate-to-v2</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/learn/a2a-protocol</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/learn/ag-ui-protocol</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/learn/agentic-protocols</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/learn/architecture</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/learn/connect-mcp-servers</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/learn/generative-ui/index</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/learn/index</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/learn/intelligence-platform</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/learn/threads</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/learn/tutorials/multi-conversation-chat</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/learn/whats-new/a2a-mcp-handshake</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/learn/whats-new/a2ui-launch</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/learn/whats-new/generative-ui-spec-support</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/learn/whats-new/index</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/learn/whats-new/langgraph-deep-agents</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/learn/whats-new/mcp-apps-support</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/learn/whats-new/v1-50</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/reference/v1/classes/CopilotRuntime</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/reference/v1/classes/CopilotTask</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/reference/v1/classes/llm-adapters/AnthropicAdapter</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/reference/v1/classes/llm-adapters/GoogleGenerativeAIAdapter</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/reference/v1/classes/llm-adapters/GroqAdapter</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/reference/v1/classes/llm-adapters/LangChainAdapter</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/reference/v1/classes/llm-adapters/OpenAIAdapter</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/reference/v1/classes/llm-adapters/OpenAIAssistantAdapter</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/reference/v1/components/CopilotKit</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/reference/v1/components/CopilotTextarea</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/reference/v1/components/chat/CopilotChat</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/reference/v1/components/chat/CopilotPopup</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/reference/v1/components/chat/CopilotSidebar</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/reference/v1/components/chat/index</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/reference/v1/hooks/useAgent</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/reference/v1/hooks/useCoAgent</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/reference/v1/hooks/useCoAgentStateRender</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/reference/v1/hooks/useCopilotAction</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/reference/v1/hooks/useCopilotAdditionalInstructions</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/reference/v1/hooks/useCopilotChat</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/reference/v1/hooks/useCopilotChatHeadless_c</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/reference/v1/hooks/useCopilotChatSuggestions</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/reference/v1/hooks/useCopilotReadable</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/reference/v1/hooks/useDefaultTool</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/reference/v1/hooks/useFrontendTool</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/reference/v1/hooks/useHumanInTheLoop</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/reference/v1/hooks/useLangGraphInterrupt</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/reference/v1/hooks/useRenderToolCall</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/reference/v1/index</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/reference/v1/sdk/js/LangGraph</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/reference/v1/sdk/python/CrewAI</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/reference/v1/sdk/python/CrewAIAgent</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/reference/v1/sdk/python/LangGraph</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/reference/v1/sdk/python/LangGraphAgent</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/reference/v1/sdk/python/RemoteEndpoints</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/reference/v2/components/CopilotChat</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/reference/v2/components/CopilotChatAssistantMessage</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/reference/v2/components/CopilotChatInput</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/reference/v2/components/CopilotChatMessageView</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/reference/v2/components/CopilotChatUserMessage</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/reference/v2/components/CopilotChatView</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/reference/v2/components/CopilotKit</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/reference/v2/components/CopilotPopup</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/reference/v2/components/CopilotSidebar</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/reference/v2/hooks/useAgent</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/reference/v2/hooks/useAgentContext</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/reference/v2/hooks/useCapabilities</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/reference/v2/hooks/useComponent</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/reference/v2/hooks/useConfigureSuggestions</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/reference/v2/hooks/useCopilotChatConfiguration</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/reference/v2/hooks/useCopilotKit</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/reference/v2/hooks/useDefaultRenderTool</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/reference/v2/hooks/useFrontendTool</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/reference/v2/hooks/useHumanInTheLoop</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/reference/v2/hooks/useInterrupt</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/reference/v2/hooks/useRenderTool</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/reference/v2/hooks/useRenderToolCall</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/reference/v2/hooks/useSuggestions</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/reference/v2/hooks/useThreads</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/content/docs/reference/v2/index</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/docs/broken-link-handling</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/plans/2026-03-05-eslint-prettier-to-oxlint-oxfmt</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/cloud/cloud-copilotkit-provider</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/coagents/cloud-configure-copilotkit-provider</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/coagents/run-and-connect-agent</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/coagents/self-host-configure-copilotkit-provider</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/component-examples</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/copilot-cloud-configure-copilotkit-provider</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/copilot-cloud-configure-remote-endpoint-langgraph</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/copilot-cloud-configure-remote-endpoint</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/copilot-runtime</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/copilot-ui</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/crew-quickstart</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/find-your-copilot-runtime</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/headless-ui</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/install-python-sdk-crew</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/install-python-sdk</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/install-sdk</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/integrations/adk/run-and-connect</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/integrations/agent-spec/run-and-connect</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/integrations/agentcore/index</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/integrations/agno/run-and-connect</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/integrations/aws-strands/run-and-connect</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/integrations/deepagents/frontend-tools</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/integrations/deepagents/run-and-connect</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/integrations/langgraph/frontend-tools</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/integrations/langgraph/run-and-connect</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/integrations/llamaindex/run-and-connect</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/integrations/mastra/run-and-connect</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/integrations/microsoft-agent-framework/run-and-connect</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/integrations/pydantic-ai/run-and-connect</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/landing-code-showcase</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/langgraph-platform-deployment-tabs</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/llm-adapters</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/self-hosting-copilot-runtime-configure-copilotkit-provider</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/self-hosting-copilot-runtime-create-endpoint</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/self-hosting-copilot-runtime-langgraph-endpoint</loc>
    <lastmod>2026-06-13T06:17:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/self-hosting-copilot-runtime-starter</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/self-hosting-remote-endpoints</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/shared/app-control/frontend-tools</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/shared/backend/ag-ui</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/shared/backend/custom-agent</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/shared/basics/headless-ui</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/shared/basics/prebuilt-components</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/shared/basics/programmatic-control</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/shared/basics/slots</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/shared/coding-agents</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/shared/contributing/code-contributions/development</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/shared/contributing/code-contributions/package-linking</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/shared/contributing/docs-contributions</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/shared/generative-ui/a2ui</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/shared/generative-ui/display-only</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/shared/generative-ui/interactive</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/shared/generative-ui/mcp-apps</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/shared/generative-ui/tool-rendering</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/shared/generative-ui-specs-overview</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/shared/guides/copilot-suggestions</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/shared/guides/custom-look-and-feel/bring-your-own-components</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/shared/guides/custom-look-and-feel/built-in-ui-components</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/shared/guides/custom-look-and-feel/customize-built-in-ui-components</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/shared/guides/custom-look-and-feel/headless-ui</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/shared/guides/custom-look-and-feel/markdown-rendering</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/shared/guides/custom-look-and-feel/reasoning-messages</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/shared/guides/default-tool-rendering</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/shared/guides/mcp-server-setup</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/shared/migration-guides/migrate-attachments</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/shared/performance-tip</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/shared/premium/headless-ui</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/shared/premium/inspector</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/shared/premium/observability</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/shared/premium/overview</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/shared/premium/self-hosting</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/shared/reference/copilotkit-component</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/shared/threads/threads</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/shared/troubleshooting/common-issues</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/shared/troubleshooting/debug-mode</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/shared/troubleshooting/error-debugging</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/shared/troubleshooting/migrate-to-1.10.X</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/shared/troubleshooting/migrate-to-1.8.2</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/shared/troubleshooting/migrate-to-v2</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/shared/troubleshooting/observability-connectors</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/use-agent</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/docs/snippets/use-client-callout</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/README</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/canvas/gemini/README</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/canvas/langgraph-python/README</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/canvas/llamaindex/README</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/canvas/llamaindex/agent/README</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/canvas/llamaindex-composio/README</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/canvas/llamaindex-composio/agent/README</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/canvas/mastra/README</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/canvas/mastra-pm/README</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/canvas/pydantic-ai/README</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/integrations/_intelligence/README</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/integrations/_parity/README</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/integrations/_parity/canonical/PROMPT</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/integrations/a2a-a2ui/README</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/integrations/a2a-a2ui/a2ui_extension/README</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/integrations/a2a-a2ui/agent/README</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/integrations/a2a-a2ui/app/components/threads-drawer/THEME</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/integrations/a2a-middleware/README</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/integrations/a2a-middleware/components/threads-drawer/THEME</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/integrations/adk/README</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/integrations/adk/src/components/threads-drawer/THEME</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/integrations/agent-spec/README</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/integrations/agent-spec/src/components/threads-drawer/THEME</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/integrations/agentcore/README</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/integrations/agentcore/frontend/src/components/threads-drawer/THEME</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/integrations/agentcore/infra-terraform/README</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/integrations/agno/README</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/integrations/agno/src/components/threads-drawer/THEME</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/integrations/crewai-crews/README</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/integrations/crewai-crews/src/components/threads-drawer/THEME</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/integrations/crewai-flows/README</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/integrations/crewai-flows/src/components/threads-drawer/THEME</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/integrations/langgraph-fastapi/README</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/integrations/langgraph-fastapi/src/components/threads-drawer/THEME</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/integrations/langgraph-js/README</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/integrations/langgraph-js/src/components/threads-drawer/THEME</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/integrations/langgraph-python/README</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/integrations/langgraph-python/src/components/threads-drawer/THEME</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/integrations/llamaindex/README</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/integrations/llamaindex/agent/README</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/integrations/llamaindex/src/components/threads-drawer/THEME</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/integrations/mastra/README</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/integrations/mastra/src/components/threads-drawer/THEME</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/integrations/mcp-apps/README</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/integrations/mcp-apps/app/components/threads-drawer/THEME</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/integrations/mcp-apps/threejs-server/README</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/integrations/ms-agent-framework-dotnet/README</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/integrations/ms-agent-framework-dotnet/src/components/threads-drawer/THEME</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/integrations/ms-agent-framework-python/README</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/integrations/ms-agent-framework-python/src/components/threads-drawer/THEME</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/integrations/pydantic-ai/README</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/integrations/pydantic-ai/src/components/threads-drawer/THEME</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/integrations/strands-python/README</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/a2a-travel/README</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/a2ui-pdf-analyst/README</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/adk-dashboard/README</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/banking/README</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/chatkit-studio/README</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/chatkit-studio/apps/playground/README</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/chatkit-studio/apps/world/README</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/daytona-runcode/README</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/deep-agents/README</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/deep-agents-finance-erp/README</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/deep-agents-job-search/README</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/enterprise-brex/README</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/generative-ui/README</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/generative-ui-playground/README</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/generative-ui-playground/a2a-agent/README</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/generative-ui-playground/mcp-server/apps/calculator-app</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/generative-ui-playground/mcp-server/apps/flights-app</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/generative-ui-playground/mcp-server/apps/hotels-app</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/generative-ui-playground/mcp-server/apps/kanban-app</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/generative-ui-playground/mcp-server/apps/todo-app</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/generative-ui-playground/mcp-server/apps/trading-app</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/langgraph-js-support-agents/README</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/mcp-apps/README</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/mcp-apps/mcp-server/apps/flights-app</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/mcp-apps/mcp-server/apps/hotels-app</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/mcp-apps/mcp-server/apps/kanban-app</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/mcp-apps/mcp-server/apps/trading-app</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/mcp-demo/README</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/microsoft-kanban/DEPLOY</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/microsoft-kanban/README</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/multi-agent-canvas/README</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/multi-agent-canvas/frontend/README</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/open-mcp-client/README</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/open-mcp-client/apps/mcp-use-server/.agent/README</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/open-mcp-client/apps/mcp-use-server/.agent/skills/chatgpt-app-builder/SKILL</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/open-mcp-client/apps/mcp-use-server/.agent/skills/chatgpt-app-builder/references/architecture</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/open-mcp-client/apps/mcp-use-server/.agent/skills/chatgpt-app-builder/references/components-api</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/open-mcp-client/apps/mcp-use-server/.agent/skills/chatgpt-app-builder/references/csp-and-metadata</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/open-mcp-client/apps/mcp-use-server/.agent/skills/chatgpt-app-builder/references/discover</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/open-mcp-client/apps/mcp-use-server/.agent/skills/chatgpt-app-builder/references/server-and-widgets</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/open-mcp-client/apps/mcp-use-server/.agent/skills/chatgpt-app-builder/references/setup</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/open-mcp-client/apps/mcp-use-server/.agent/skills/chatgpt-app-builder/references/state-and-context</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/open-mcp-client/apps/mcp-use-server/.agent/skills/chatgpt-app-builder/references/ui-guidelines</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/open-mcp-client/apps/mcp-use-server/.agent/skills/chatgpt-app-builder/references/widget-patterns</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/open-mcp-client/apps/mcp-use-server/.agent/skills/mcp-apps-builder/SKILL</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/open-mcp-client/apps/mcp-use-server/.agent/skills/mcp-apps-builder/references/authentication/custom</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/open-mcp-client/apps/mcp-use-server/.agent/skills/mcp-apps-builder/references/authentication/overview</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/open-mcp-client/apps/mcp-use-server/.agent/skills/mcp-apps-builder/references/authentication/supabase</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/open-mcp-client/apps/mcp-use-server/.agent/skills/mcp-apps-builder/references/authentication/workos</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/open-mcp-client/apps/mcp-use-server/.agent/skills/mcp-apps-builder/references/foundations/architecture</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/open-mcp-client/apps/mcp-use-server/.agent/skills/mcp-apps-builder/references/foundations/concepts</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/open-mcp-client/apps/mcp-use-server/.agent/skills/mcp-apps-builder/references/foundations/deployment</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/open-mcp-client/apps/mcp-use-server/.agent/skills/mcp-apps-builder/references/foundations/quickstart</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/open-mcp-client/apps/mcp-use-server/.agent/skills/mcp-apps-builder/references/patterns/common-patterns</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/open-mcp-client/apps/mcp-use-server/.agent/skills/mcp-apps-builder/references/server/prompts</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/open-mcp-client/apps/mcp-use-server/.agent/skills/mcp-apps-builder/references/server/resources</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/open-mcp-client/apps/mcp-use-server/.agent/skills/mcp-apps-builder/references/server/response-helpers</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/open-mcp-client/apps/mcp-use-server/.agent/skills/mcp-apps-builder/references/server/tools</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/open-mcp-client/apps/mcp-use-server/.agent/skills/mcp-apps-builder/references/widgets/advanced</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/open-mcp-client/apps/mcp-use-server/.agent/skills/mcp-apps-builder/references/widgets/basics</loc>
    <lastmod>2026-06-13T06:17:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/open-mcp-client/apps/mcp-use-server/.agent/skills/mcp-apps-builder/references/widgets/interactivity</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/open-mcp-client/apps/mcp-use-server/.agent/skills/mcp-apps-builder/references/widgets/state</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/open-mcp-client/apps/mcp-use-server/.agent/skills/mcp-apps-builder/references/widgets/ui-guidelines</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/open-mcp-client/apps/mcp-use-server/.agent/skills/mcp-builder/SKILL</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/open-mcp-client/apps/mcp-use-server/.agent/skills/mcp-builder/references/design-and-architecture</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/open-mcp-client/apps/mcp-use-server/.agent/skills/mcp-builder/references/resource-templates</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/open-mcp-client/apps/mcp-use-server/.agent/skills/mcp-builder/references/response-helpers</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/open-mcp-client/apps/mcp-use-server/.agent/skills/mcp-builder/references/tools-and-resources</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/open-mcp-client/apps/mcp-use-server/.agent/skills/mcp-builder/references/widgets</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/open-mcp-client/apps/mcp-use-server/README</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/open-mcp-client/apps/threejs-server/README</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/open-mcp-client/apps/web/README</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/orca/README</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/presentation/README</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/pydantic-ai-todos/README</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/research-canvas/README</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/research-canvas/agent/README</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/research-canvas/final/README</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/research-canvas/final/agent/README</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/research-canvas/final/frontend/README</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/research-canvas/frontend/README</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/research-canvas/start/README</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/research-canvas/start/agent/README</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/research-canvas/start/frontend/README</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/scene-creator/README</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/scene-creator/agent/DEPLOY</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/spreadsheet/README</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/strands-crm/README</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/strands-file-analyzer/README</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/showcases/todo/README</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/slack/README</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/slack/e2e/README</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/v1/_legacy/copilot-anthropic-pinecone/README</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/v1/_legacy/copilot-fully-custom/README</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/v1/_legacy/copilot-openai-mongodb-atlas-vector-search/README</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/v1/_legacy/saas-dynamic-dashboards/README</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/v1/_legacy/saas-dynamic-dashboards/agent/README</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/v1/chat-with-your-data/README</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/v1/form-filling/README</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/v1/next-openai/README</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/v1/next-pages-router/README</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/v1/research-canvas/readme</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/v1/state-machine/README</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/v1/travel/README</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/v1/travel/agent/README</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/v1/travel/lib/hooks/README</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/v2/angular/demo-server/README</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/v2/angular/storybook/stories/Welcome</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/v2/docs/introduction</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/v2/docs/reference/copilot-chat-assistant-message</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/v2/docs/reference/copilot-chat-configuration-provider</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/v2/docs/reference/copilot-chat-input</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/v2/docs/reference/copilot-chat-message-view</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/v2/docs/reference/copilot-chat-scroll-view</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/v2/docs/reference/copilot-chat-suggestion-view</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/v2/docs/reference/copilot-chat-user-message</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/v2/docs/reference/copilot-chat-welcome-screen</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/v2/docs/reference/copilot-chat</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/v2/docs/reference/copilot-popup</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/v2/docs/reference/copilot-runtime</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/v2/docs/reference/copilot-sidebar</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/v2/docs/reference/copilotkit-core</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/v2/docs/reference/copilotkit-provider</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/v2/docs/reference/frontend-tool</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/v2/docs/reference/proxied-copilot-runtime-agent</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/v2/docs/reference/slot-system</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/v2/docs/reference/use-agent-context</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/v2/docs/reference/use-agent</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/v2/docs/reference/use-copilotkit</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/v2/docs/reference/use-frontend-tool</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/v2/docs/reference/use-human-in-the-loop</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/v2/docs/reference/use-render-tool-call</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/v2/interrupts-langgraph/README</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/v2/next-pages-router/README</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/v2/node-express/README</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/v2/react/storybook/stories/Configure</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/examples/v2/vue/storybook/README</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/packages/a2ui-renderer/skills/a2ui-renderer/SKILL</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/packages/a2ui-renderer/src/react-renderer/styles/README</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/packages/angular/README</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/packages/bot/README</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/packages/bot-slack/ARCHITECTURE</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/packages/bot-slack/README</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/packages/bot-ui/README</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/packages/react-core/README</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/packages/react-core/skills/react-core/SKILL</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/packages/react-core/skills/react-core/references/agent-access</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/packages/react-core/skills/react-core/references/attachments</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/packages/react-core/skills/react-core/references/capabilities</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/packages/react-core/skills/react-core/references/chat-components</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/packages/react-core/skills/react-core/references/client-side-tools</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/packages/react-core/skills/react-core/references/custom-message-renderers</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/packages/react-core/skills/react-core/references/debug-mode</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/packages/react-core/skills/react-core/references/human-in-the-loop</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/packages/react-core/skills/react-core/references/provider-setup</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/packages/react-core/skills/react-core/references/rendering-activity-messages</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/packages/react-core/skills/react-core/references/rendering-tool-calls</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/packages/react-core/skills/react-core/references/suggestions</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/packages/react-core/skills/react-core/references/switching-agents-recipes</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/packages/react-core/skills/react-core/references/switching-agents</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/packages/react-core/skills/react-core/references/threads</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/packages/react-native/README</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/packages/react-native/USAGE</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/packages/react-textarea/README</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/packages/react-ui/README</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/packages/runtime/README</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/packages/runtime/skills/runtime/SKILL</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/packages/runtime/skills/runtime/references/agent-runners-custom</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/packages/runtime/skills/runtime/references/agent-runners-in-memory</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/packages/runtime/skills/runtime/references/agent-runners-sqlite</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/packages/runtime/skills/runtime/references/agent-runners</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/packages/runtime/skills/runtime/references/built-in-agent-factory-modes</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/packages/runtime/skills/runtime/references/built-in-agent-helper-utilities</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/packages/runtime/skills/runtime/references/built-in-agent-model-identifiers</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/packages/runtime/skills/runtime/references/built-in-agent</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/packages/runtime/skills/runtime/references/intelligence-mode</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/packages/runtime/skills/runtime/references/middleware</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/packages/runtime/skills/runtime/references/server-side-tools</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/packages/runtime/skills/runtime/references/setup-endpoint</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/packages/runtime/skills/runtime/references/transcription</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/packages/runtime/skills/runtime/references/wiring-a2a</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/packages/runtime/skills/runtime/references/wiring-adk</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/packages/runtime/skills/runtime/references/wiring-ag2</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/packages/runtime/skills/runtime/references/wiring-agno</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/packages/runtime/skills/runtime/references/wiring-aws-strands</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/packages/runtime/skills/runtime/references/wiring-crewai-crews</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/packages/runtime/skills/runtime/references/wiring-crewai-flows</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/packages/runtime/skills/runtime/references/wiring-external-agents</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/packages/runtime/skills/runtime/references/wiring-langgraph</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/packages/runtime/skills/runtime/references/wiring-llamaindex</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/packages/runtime/skills/runtime/references/wiring-mastra</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/packages/runtime/skills/runtime/references/wiring-mcp-apps-middleware</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/packages/runtime/skills/runtime/references/wiring-ms-agent-framework</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/packages/runtime/skills/runtime/references/wiring-pydantic-ai</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/packages/runtime-client-gql/README</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/packages/sdk-js/README</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/packages/shared/README</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/packages/voice/README</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/packages/vue/PARITY</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/packages/vue/README</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/sdk-python/README</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/DEBUGGING</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/FRONTEND-STRATEGY</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/GOTCHAS</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/INTEGRATION-CHECKLIST</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/QA-COVERAGE</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/RAILWAY</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/README</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/RUNBOOK</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/STYLING-GUIDE</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/TESTING</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/aimock/RAILWAY</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/aimock/README</loc>
    <lastmod>2026-06-13T06:17:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/bin/README</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/harness/README</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/harness/docs/rotation-drill</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/ag2/PARITY_NOTES</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/ag2/public/demo-audio/README</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/ag2/public/demo-files/README</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/ag2/qa/agentic-chat</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/ag2/qa/chat-customization-css</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/ag2/qa/chat-slots</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/ag2/qa/frontend-tools-async</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/ag2/qa/frontend-tools</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/ag2/qa/gen-ui-agent</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/ag2/qa/gen-ui-tool-based</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/ag2/qa/headless-simple</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/ag2/qa/hitl-in-app</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/ag2/qa/hitl-in-chat</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/ag2/qa/prebuilt-popup</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/ag2/qa/prebuilt-sidebar</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/ag2/qa/readonly-state-agent-context</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/ag2/qa/reasoning-default-render</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/ag2/qa/shared-state-read-write</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/ag2/qa/shared-state-read</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/ag2/qa/shared-state-streaming</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/ag2/qa/shared-state-write</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/ag2/qa/subagents</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/ag2/qa/tool-rendering-custom-catchall</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/ag2/qa/tool-rendering-default-catchall</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/ag2/qa/tool-rendering</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/agno/PARITY_NOTES</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/agno/public/demo-audio/README</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/agno/qa/agentic-chat-reasoning</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/agno/qa/agentic-chat</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/agno/qa/auth</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/agno/qa/chat-customization-css</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/agno/qa/chat-slots</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/agno/qa/frontend-tools-async</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/agno/qa/frontend-tools</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/agno/qa/gen-ui-agent</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/agno/qa/gen-ui-tool-based</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/agno/qa/headless-complete</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/agno/qa/headless-simple</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/agno/qa/hitl-in-app</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/agno/qa/hitl-in-chat</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/agno/qa/prebuilt-popup</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/agno/qa/prebuilt-sidebar</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/agno/qa/readonly-state-agent-context</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/agno/qa/reasoning-default-render</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/agno/qa/shared-state-read-write</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/agno/qa/shared-state-read</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/agno/qa/shared-state-streaming</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/agno/qa/shared-state-write</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/agno/qa/subagents</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/agno/qa/tool-rendering-custom-catchall</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/agno/qa/tool-rendering-default-catchall</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/agno/qa/tool-rendering-reasoning-chain</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/agno/qa/tool-rendering</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/built-in-agent/README</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/built-in-agent/qa/agentic-chat</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/built-in-agent/qa/gen-ui-agent</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/built-in-agent/qa/gen-ui-tool-based</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/built-in-agent/qa/hitl-in-chat</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/built-in-agent/qa/sales-dashboard</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/built-in-agent/qa/shared-state-read-write</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/built-in-agent/qa/shared-state-streaming</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/built-in-agent/qa/subagents</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/built-in-agent/qa/tool-rendering</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/claude-sdk-python/PARITY_NOTES</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/claude-sdk-python/public/demo-audio/README</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/claude-sdk-python/public/demo-files/README</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/bioservices/references/workflow_patterns</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/bulk-rnaseq/SKILL</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/bulk-rnaseq/references/counts-and-handoff</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/bulk-rnaseq/references/design-and-qc</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/bulk-rnaseq/references/upstream-manual</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/bulk-rnaseq/references/upstream-nfcore</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/cellxgene-census/SKILL</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/cellxgene-census/references/census_schema</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/cellxgene-census/references/common_patterns</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/cirq/SKILL</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/cirq/references/building</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/cirq/references/experiments</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/cirq/references/hardware</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/cirq/references/noise</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/cirq/references/simulation</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/cirq/references/transformation</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/citation-management/SKILL</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/citation-management/assets/citation_checklist</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/citation-management/references/bibtex_formatting</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/citation-management/references/citation_validation</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/citation-management/references/google_scholar_search</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/citation-management/references/metadata_extraction</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/citation-management/references/pubmed_search</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/clinical-decision-support/SKILL</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/clinical-decision-support/assets/example_gbm_cohort</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/clinical-decision-support/assets/recommendation_strength_guide</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/clinical-decision-support/references/README</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/clinical-decision-support/references/biomarker_classification</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/clinical-decision-support/references/clinical_decision_algorithms</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/clinical-decision-support/references/evidence_synthesis</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/clinical-decision-support/references/outcome_analysis</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/clinical-decision-support/references/patient_cohort_analysis</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/clinical-decision-support/references/treatment_recommendations</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/clinical-reports/SKILL</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/clinical-reports/assets/case_report_template</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/clinical-reports/assets/clinical_trial_csr_template</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/clinical-reports/assets/clinical_trial_sae_template</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/clinical-reports/assets/consult_note_template</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/clinical-reports/assets/discharge_summary_template</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/clinical-reports/assets/hipaa_compliance_checklist</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/clinical-reports/assets/history_physical_template</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/clinical-reports/assets/lab_report_template</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/clinical-reports/assets/pathology_report_template</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/clinical-reports/assets/quality_checklist</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/clinical-reports/assets/radiology_report_template</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/clinical-reports/assets/soap_note_template</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/clinical-reports/references/README</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/clinical-reports/references/case_report_guidelines</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/clinical-reports/references/clinical_trial_reporting</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/clinical-reports/references/data_presentation</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/clinical-reports/references/diagnostic_reports_standards</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/clinical-reports/references/medical_terminology</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/clinical-reports/references/patient_documentation</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/clinical-reports/references/peer_review_standards</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/clinical-reports/references/regulatory_compliance</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/cobrapy/SKILL</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/cobrapy/references/api_quick_reference</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/cobrapy/references/workflows</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/consciousness-council/SKILL</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/consciousness-council/references/advanced-configurations</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/dask/SKILL</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/dask/references/arrays</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/dask/references/bags</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/dask/references/best-practices</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/dask/references/dataframes</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/dask/references/futures</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/dask/references/schedulers</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/SKILL</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/addgene</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/alphafold</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/alphavantage</loc>
    <lastmod>2026-06-13T06:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/bea</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/bindingdb</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/biogrid</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/bls</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/brenda</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/cbioportal</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/census</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/chebi</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/chembl</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/clinicaltrials</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/clinpgx</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/clinvar</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/cod</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/cosmic</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/dailymed</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/datacommons</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/dbsnp</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/disgenet</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/drugbank</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/ecb</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/emdb</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/ena</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/encode</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/ensembl</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/epa</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/eurostat</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/fda</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/federal-reserve</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/fred</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/gene-ontology</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/geo</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/gnomad</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/gtex</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/gwas-catalog</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/hca</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/hpo</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/human-protein-atlas</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/interpro</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/jaspar</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/kegg</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/lincs-l1000</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/materials-project</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/metabolomics-workbench</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/monarch</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/mousemine</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/nasa-exoplanet-archive</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/nasa</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/ncbi-gene</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/ncbi-protein</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/ncbi-taxonomy</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/nist</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/noaa</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/omim</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/opentargets</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/openweathermap</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/pdb</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/pride</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/pubchem</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/quickgo</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/reactome</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/rummageo</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/sdss</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/sec-edgar</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/simbad</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/sra</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/string</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/tcga-gdc</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/treasury</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/ucsc-genome</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/uniprot</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/usgs</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/uspto</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/who</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/worldbank</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/database-lookup/references/zinc</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/datamol/SKILL</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/datamol/references/conformers_module</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/datamol/references/core_api</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/datamol/references/descriptors_viz</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/datamol/references/fragments_scaffolds</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/datamol/references/io_module</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/datamol/references/reactions_data</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/deepchem/SKILL</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/deepchem/references/api_reference</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/deepchem/references/workflows</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/deeptools/SKILL</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/deeptools/assets/quick_reference</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/deeptools/references/effective_genome_sizes</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/deeptools/references/normalization_methods</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/deeptools/references/tools_reference</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/deeptools/references/workflows</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/depmap/SKILL</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/depmap/references/dependency_analysis</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/dhdna-profiler/SKILL</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/dhdna-profiler/references/advanced-profiling</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/diffdock/SKILL</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/diffdock/references/confidence_and_limitations</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/diffdock/references/parameters_reference</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/diffdock/references/workflows_examples</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/dnanexus-integration/SKILL</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/dnanexus-integration/references/app-development</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/dnanexus-integration/references/configuration</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/dnanexus-integration/references/data-operations</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/dnanexus-integration/references/job-execution</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/dnanexus-integration/references/python-sdk</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/docx/SKILL</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/esm/SKILL</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/esm/references/biohub-platform</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/esm/references/esm-c-api</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/esm/references/esm3-api</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/esm/references/forge-api</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/esm/references/workflows</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/etetoolkit/SKILL</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/etetoolkit/references/api_reference</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/etetoolkit/references/visualization</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/etetoolkit/references/workflows</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/exa-search/SKILL</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/exa-search/references/web-extract</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/exa-search/references/web-search</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/experimental-design/SKILL</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/experimental-design/references/design_types</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/experimental-design/references/factorial_and_doe</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/experimental-design/references/randomization_and_blocking</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/experimental-design/references/sequential_and_adaptive</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/exploratory-data-analysis/SKILL</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/exploratory-data-analysis/assets/report_template</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/exploratory-data-analysis/references/bioinformatics_genomics_formats</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/exploratory-data-analysis/references/chemistry_molecular_formats</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/exploratory-data-analysis/references/general_scientific_formats</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/exploratory-data-analysis/references/microscopy_imaging_formats</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/exploratory-data-analysis/references/proteomics_metabolomics_formats</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/exploratory-data-analysis/references/spectroscopy_analytical_formats</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/flowio/SKILL</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/flowio/references/api_reference</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/fluidsim/SKILL</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/fluidsim/references/advanced_features</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/fluidsim/references/installation</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/fluidsim/references/output_analysis</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/fluidsim/references/parameters</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/fluidsim/references/simulation_workflow</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/fluidsim/references/solvers</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/generate-image/SKILL</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/geniml/SKILL</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/geniml/references/bedspace</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/geniml/references/consensus_peaks</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/geniml/references/region2vec</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/geniml/references/scembed</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/geniml/references/utilities</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/geomaster/README</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/geomaster/SKILL</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/geomaster/references/advanced-gis</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/geomaster/references/big-data</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/geomaster/references/code-examples</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/geomaster/references/coordinate-systems</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/geomaster/references/core-libraries</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/geomaster/references/data-sources</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/geomaster/references/gis-software</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/geomaster/references/industry-applications</loc>
    <lastmod>2026-06-13T06:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/geomaster/references/machine-learning</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/geomaster/references/programming-languages</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/geomaster/references/remote-sensing</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/geomaster/references/scientific-domains</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/geomaster/references/specialized-topics</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/geomaster/references/troubleshooting</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/geopandas/SKILL</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/geopandas/references/crs-management</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/geopandas/references/data-io</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/geopandas/references/data-structures</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/geopandas/references/geometric-operations</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/geopandas/references/spatial-analysis</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/geopandas/references/visualization</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/get-available-resources/SKILL</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/gget/SKILL</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/gget/references/database_info</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/gget/references/module_reference</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/gget/references/workflows</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/ginkgo-cloud-lab/SKILL</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/ginkgo-cloud-lab/references/cell-free-protein-expression-optimization</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/ginkgo-cloud-lab/references/cell-free-protein-expression-validation</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/ginkgo-cloud-lab/references/fluorescent-pixel-art-generation</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/glycoengineering/SKILL</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/glycoengineering/references/glycan_databases</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/gtars/SKILL</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/gtars/references/cli</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/gtars/references/coverage</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/gtars/references/overlap</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/gtars/references/python-api</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/gtars/references/refget</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/gtars/references/tokenizers</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/histolab/SKILL</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/histolab/references/filters_preprocessing</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/histolab/references/slide_management</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/histolab/references/tile_extraction</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/histolab/references/tissue_masks</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/histolab/references/visualization</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/hugging-science/SKILL</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/hugging-science/references/flagship-resources</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/hugging-science/references/topics-and-slugs</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/hugging-science/references/using-datasets</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/hugging-science/references/using-models</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/hugging-science/references/using-spaces</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/hypogenic/SKILL</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/hypothesis-generation/SKILL</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/hypothesis-generation/assets/FORMATTING_GUIDE</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/hypothesis-generation/references/experimental_design_patterns</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/hypothesis-generation/references/hypothesis_quality_criteria</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/hypothesis-generation/references/literature_search_strategies</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/imaging-data-commons/SKILL</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/imaging-data-commons/references/bigquery_guide</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/imaging-data-commons/references/cli_guide</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/imaging-data-commons/references/clinical_data_guide</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/imaging-data-commons/references/cloud_storage_guide</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/imaging-data-commons/references/dicomweb_guide</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/imaging-data-commons/references/digital_pathology_guide</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/imaging-data-commons/references/index_tables_guide</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/imaging-data-commons/references/parquet_access_guide</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/imaging-data-commons/references/sql_patterns</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/imaging-data-commons/references/use_cases</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/infographics/SKILL</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/infographics/references/color_palettes</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/infographics/references/design_principles</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/infographics/references/infographic_types</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/iso-13485-certification/SKILL</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/iso-13485-certification/assets/templates/procedures/CAPA-procedure-template</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/iso-13485-certification/assets/templates/procedures/document-control-procedure-template</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/iso-13485-certification/assets/templates/quality-manual-template</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/iso-13485-certification/references/gap-analysis-checklist</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/iso-13485-certification/references/iso-13485-requirements</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/iso-13485-certification/references/mandatory-documents</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/iso-13485-certification/references/quality-manual-guide</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/labarchive-integration/SKILL</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/labarchive-integration/references/api_reference</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/labarchive-integration/references/authentication_guide</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/labarchive-integration/references/integrations</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/lamindb/SKILL</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/lamindb/references/annotation-validation</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/lamindb/references/core-concepts</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/lamindb/references/data-management</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/lamindb/references/integrations</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/lamindb/references/ontologies</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/lamindb/references/setup-deployment</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/latchbio-integration/SKILL</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/latchbio-integration/references/data-management</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/latchbio-integration/references/resource-configuration</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/latchbio-integration/references/verified-workflows</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/latchbio-integration/references/workflow-creation</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/latex-posters/SKILL</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/latex-posters/assets/poster_quality_checklist</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/latex-posters/references/README</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/latex-posters/references/latex_poster_packages</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/latex-posters/references/poster_content_guide</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/latex-posters/references/poster_design_principles</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/latex-posters/references/poster_layout_design</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/liteparse/SKILL</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/liteparse/references/api_reference</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/liteparse/references/choosing_a_parser</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/liteparse/references/cli_reference</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/liteparse/references/ocr_and_formats</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/liteparse/references/output_formats</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/literature-review/SKILL</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/literature-review/assets/review_template</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/literature-review/references/citation_styles</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/literature-review/references/database_strategies</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/markdown-mermaid-writing/SKILL</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/markdown-mermaid-writing/assets/examples/example-research-report</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/markdown-mermaid-writing/references/diagrams/architecture</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/markdown-mermaid-writing/references/diagrams/block</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/markdown-mermaid-writing/references/diagrams/c4</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/markdown-mermaid-writing/references/diagrams/class</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/markdown-mermaid-writing/references/diagrams/complex_examples</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/markdown-mermaid-writing/references/diagrams/er</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/markdown-mermaid-writing/references/diagrams/flowchart</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/markdown-mermaid-writing/references/diagrams/gantt</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/markdown-mermaid-writing/references/diagrams/git_graph</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/markdown-mermaid-writing/references/diagrams/kanban</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/markdown-mermaid-writing/references/diagrams/mindmap</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/markdown-mermaid-writing/references/diagrams/packet</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/markdown-mermaid-writing/references/diagrams/pie</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/markdown-mermaid-writing/references/diagrams/quadrant</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/markdown-mermaid-writing/references/diagrams/radar</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/markdown-mermaid-writing/references/diagrams/requirement</loc>
    <lastmod>2026-06-13T06:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/markdown-mermaid-writing/references/diagrams/sankey</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/markdown-mermaid-writing/references/diagrams/sequence</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/markdown-mermaid-writing/references/diagrams/state</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/markdown-mermaid-writing/references/diagrams/timeline</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/markdown-mermaid-writing/references/diagrams/treemap</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/markdown-mermaid-writing/references/diagrams/user_journey</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/markdown-mermaid-writing/references/diagrams/xy_chart</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/markdown-mermaid-writing/references/diagrams/zenuml</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/markdown-mermaid-writing/references/markdown_style_guide</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/markdown-mermaid-writing/references/mermaid_style_guide</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/markdown-mermaid-writing/templates/decision_record</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/markdown-mermaid-writing/templates/how_to_guide</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/markdown-mermaid-writing/templates/issue</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/markdown-mermaid-writing/templates/kanban</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/markdown-mermaid-writing/templates/presentation</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/markdown-mermaid-writing/templates/project_documentation</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/markdown-mermaid-writing/templates/pull_request</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/markdown-mermaid-writing/templates/research_paper</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/markdown-mermaid-writing/templates/status_report</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/market-research-reports/SKILL</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/market-research-reports/assets/FORMATTING_GUIDE</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/market-research-reports/references/data_analysis_patterns</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/market-research-reports/references/report_structure_guide</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/market-research-reports/references/visual_generation_guide</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/markitdown/SKILL</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/markitdown/assets/example_usage</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/markitdown/references/api_reference</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/markitdown/references/file_formats</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/matchms/SKILL</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/matchms/references/filtering</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/matchms/references/importing_exporting</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/matchms/references/similarity</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/matchms/references/workflows</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/matlab/SKILL</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/matlab/references/data-import-export</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/matlab/references/executing-scripts</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/matlab/references/graphics-visualization</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/matlab/references/mathematics</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/matlab/references/matrices-arrays</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/matlab/references/octave-compatibility</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/matlab/references/programming</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/matlab/references/python-integration</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/matplotlib/SKILL</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/matplotlib/references/api_reference</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/matplotlib/references/common_issues</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/matplotlib/references/plot_types</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/matplotlib/references/styling_guide</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/medchem/SKILL</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/medchem/references/api_guide</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/medchem/references/rules_catalog</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/modal/SKILL</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/modal/references/api_reference</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/modal/references/examples</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/modal/references/functions</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/modal/references/getting-started</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/modal/references/gpu</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/modal/references/images</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/modal/references/resources</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/modal/references/scaling</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/modal/references/scheduled-jobs</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/modal/references/secrets</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/modal/references/volumes</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/modal/references/web-endpoints</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/molecular-dynamics/SKILL</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/molecular-dynamics/references/mdanalysis_analysis</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/molfeat/SKILL</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/molfeat/references/api_reference</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/molfeat/references/available_featurizers</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/molfeat/references/examples</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/networkx/SKILL</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/networkx/references/algorithms</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/networkx/references/generators</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/networkx/references/graph-basics</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/networkx/references/io</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/networkx/references/visualization</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/neurokit2/SKILL</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/neurokit2/references/bio_module</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/neurokit2/references/complexity</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/neurokit2/references/ecg_cardiac</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/neurokit2/references/eda</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/neurokit2/references/eeg</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/neurokit2/references/emg</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/neurokit2/references/eog</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/neurokit2/references/epochs_events</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/neurokit2/references/hrv</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/neurokit2/references/ppg</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/neurokit2/references/rsp</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/neurokit2/references/signal_processing</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/neuropixels-analysis/SKILL</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/neuropixels-analysis/references/AI_CURATION</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/neuropixels-analysis/references/ANALYSIS</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/neuropixels-analysis/references/AUTOMATED_CURATION</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/neuropixels-analysis/references/MOTION_CORRECTION</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/neuropixels-analysis/references/PREPROCESSING</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/neuropixels-analysis/references/QUALITY_METRICS</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/neuropixels-analysis/references/SPIKE_SORTING</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/neuropixels-analysis/references/api_reference</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/neuropixels-analysis/references/plotting_guide</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/neuropixels-analysis/references/standard_workflow</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/nextflow/SKILL</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/nextflow/references/configuration</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/nextflow/references/containers</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/nextflow/references/developing</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/nextflow/references/language</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/nextflow/references/nf-core-tools</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/nextflow/references/running-pipelines</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/nextflow/references/testing</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/omero-integration/SKILL</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/omero-integration/references/advanced</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/omero-integration/references/connection</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/omero-integration/references/data_access</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/omero-integration/references/image_processing</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/omero-integration/references/metadata</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/omero-integration/references/rois</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/omero-integration/references/scripts</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/omero-integration/references/tables</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/open-notebook/SKILL</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/open-notebook/references/api_reference</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/open-notebook/references/architecture</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/open-notebook/references/configuration</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/open-notebook/references/examples</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/opentrons-integration/SKILL</loc>
    <lastmod>2026-06-13T06:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/opentrons-integration/references/api_reference</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/optimize-for-gpu/SKILL</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/optimize-for-gpu/references/cucim</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/optimize-for-gpu/references/cudf</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/optimize-for-gpu/references/cugraph</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/optimize-for-gpu/references/cuml</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/optimize-for-gpu/references/cupy</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/optimize-for-gpu/references/cuspatial</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/optimize-for-gpu/references/cuvs</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/optimize-for-gpu/references/cuxfilter</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/optimize-for-gpu/references/kvikio</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/optimize-for-gpu/references/numba</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/claude-sdk-python/qa/agent-config</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/optimize-for-gpu/references/raft</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/optimize-for-gpu/references/warp</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pacsomatic/SKILL</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pacsomatic/references/agent-playbook</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pacsomatic/references/config-and-output</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pacsomatic/references/pacsomatic_guide</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/paper-lookup/SKILL</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/paper-lookup/references/arxiv</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/paper-lookup/references/biorxiv</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/paper-lookup/references/core</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/paper-lookup/references/crossref</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/paper-lookup/references/medrxiv</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/paper-lookup/references/openalex</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/paper-lookup/references/pmc</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/paper-lookup/references/pubmed</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/paper-lookup/references/semantic-scholar</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/paper-lookup/references/unpaywall</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/paperzilla/SKILL</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/parallel-web/SKILL</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/parallel-web/references/data-enrichment</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/parallel-web/references/deep-research</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/parallel-web/references/web-extract</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/parallel-web/references/web-search</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pathml/SKILL</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pathml/references/data_management</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pathml/references/graphs</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pathml/references/image_loading</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pathml/references/machine_learning</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pathml/references/multiparametric</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pathml/references/preprocessing</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pathway-enrichment/SKILL</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pathway-enrichment/references/databases-and-gene-sets</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pathway-enrichment/references/gseapy</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pathway-enrichment/references/interpretation</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pdf/SKILL</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pdf/forms</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pdf/reference</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/peer-review/SKILL</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/peer-review/references/common_issues</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/peer-review/references/reporting_standards</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pennylane/SKILL</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pennylane/references/advanced_features</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pennylane/references/devices_backends</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pennylane/references/getting_started</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pennylane/references/optimization</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pennylane/references/quantum_chemistry</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pennylane/references/quantum_circuits</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pennylane/references/quantum_ml</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/phylogenetics/SKILL</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/phylogenetics/references/iqtree_inference</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pi-agent/SKILL</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pi-agent/references/compaction</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pi-agent/references/containerization</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pi-agent/references/custom-provider</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pi-agent/references/development</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pi-agent/references/extensions</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pi-agent/references/json</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pi-agent/references/keybindings</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pi-agent/references/models</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pi-agent/references/overview</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pi-agent/references/packages</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pi-agent/references/pi-interview</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pi-agent/references/pi-mcp-adapter</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pi-agent/references/pi-subagents</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pi-agent/references/pi-web-access</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pi-agent/references/prompt-templates</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pi-agent/references/providers</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pi-agent/references/quickstart</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pi-agent/references/rpc</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pi-agent/references/sdk</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pi-agent/references/session-format</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pi-agent/references/sessions</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pi-agent/references/settings</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pi-agent/references/shell-aliases</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pi-agent/references/skills</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pi-agent/references/terminal-setup</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pi-agent/references/termux</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pi-agent/references/themes</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pi-agent/references/tmux</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pi-agent/references/tui</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pi-agent/references/usage</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pi-agent/references/windows</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/polars/SKILL</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/polars/references/best_practices</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/polars/references/core_concepts</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/polars/references/io_guide</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/polars/references/operations</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/polars/references/pandas_migration</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/polars/references/transformations</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/polars-bio/SKILL</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/polars-bio/references/bioframe_migration</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/polars-bio/references/configuration</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/polars-bio/references/file_io</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/polars-bio/references/interval_operations</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/polars-bio/references/pileup_operations</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/polars-bio/references/sql_processing</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pptx/SKILL</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pptx/editing</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pptx/pptxgenjs</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pptx-posters/SKILL</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pptx-posters/assets/poster_html_template</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pptx-posters/assets/poster_quality_checklist</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pptx-posters/references/poster_content_guide</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pptx-posters/references/poster_design_principles</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pptx-posters/references/poster_layout_design</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/primekg/SKILL</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/protocolsio-integration/SKILL</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/protocolsio-integration/references/additional_features</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/protocolsio-integration/references/authentication</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/protocolsio-integration/references/discussions</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/protocolsio-integration/references/file_manager</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/protocolsio-integration/references/protocols_api</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/protocolsio-integration/references/workspaces</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pufferlib/SKILL</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pufferlib/references/environments</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pufferlib/references/integration</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pufferlib/references/policies</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pufferlib/references/training</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pufferlib/references/vectorization</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pydeseq2/SKILL</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pydeseq2/references/api_reference</loc>
    <lastmod>2026-06-13T06:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pydeseq2/references/workflow_guide</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pydicom/SKILL</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pydicom/references/common_tags</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pydicom/references/transfer_syntaxes</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pyhealth/SKILL</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pyhealth/references/datasets</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pyhealth/references/examples</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pyhealth/references/installation</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pyhealth/references/medcode</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pyhealth/references/models</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pyhealth/references/tasks</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pylabrobot/SKILL</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pylabrobot/references/analytical-equipment</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pylabrobot/references/hardware-backends</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pylabrobot/references/liquid-handling</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pylabrobot/references/material-handling</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pylabrobot/references/resources</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pylabrobot/references/visualization</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pymatgen/SKILL</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pymatgen/references/analysis_modules</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pymatgen/references/core_classes</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pymatgen/references/io_formats</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pymatgen/references/materials_project_api</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pymatgen/references/transformations_workflows</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pymc/SKILL</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pymc/references/distributions</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pymc/references/sampling_inference</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pymc/references/workflows</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pymoo/SKILL</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pymoo/references/algorithms</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pymoo/references/constraints_mcdm</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pymoo/references/operators</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pymoo/references/parallelization</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pymoo/references/problems</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pymoo/references/visualization</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pyopenms/SKILL</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pyopenms/references/data_structures</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pyopenms/references/feature_detection</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pyopenms/references/file_io</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pyopenms/references/identification</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pyopenms/references/metabolomics</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pyopenms/references/signal_processing</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pysam/SKILL</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pysam/references/alignment_files</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pysam/references/common_workflows</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pysam/references/sequence_files</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pysam/references/variant_files</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pytdc/SKILL</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pytdc/references/datasets</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pytdc/references/oracles</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pytdc/references/utilities</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pytorch-lightning/SKILL</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pytorch-lightning/references/best_practices</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pytorch-lightning/references/callbacks</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pytorch-lightning/references/data_module</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pytorch-lightning/references/distributed_training</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pytorch-lightning/references/lightning_module</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pytorch-lightning/references/logging</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pytorch-lightning/references/trainer</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pyzotero/SKILL</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pyzotero/references/authentication</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pyzotero/references/cli</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pyzotero/references/collections</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pyzotero/references/error-handling</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pyzotero/references/exports</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pyzotero/references/files-attachments</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pyzotero/references/full-text</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pyzotero/references/mcp</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pyzotero/references/pagination</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pyzotero/references/read-api</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pyzotero/references/saved-searches</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pyzotero/references/search-params</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pyzotero/references/tags</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/pyzotero/references/write-api</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/qiskit/SKILL</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/qiskit/references/algorithms</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/qiskit/references/backends</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/qiskit/references/circuits</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/qiskit/references/patterns</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/qiskit/references/primitives</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/qiskit/references/setup</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/qiskit/references/transpilation</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/qiskit/references/visualization</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/qutip/SKILL</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/qutip/references/advanced</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/qutip/references/analysis</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/qutip/references/core_concepts</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/qutip/references/time_evolution</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/qutip/references/visualization</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/rdkit/SKILL</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/rdkit/references/api_reference</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/rdkit/references/descriptors_reference</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/rdkit/references/smarts_patterns</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/research-grants/SKILL</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/research-grants/assets/budget_justification_template</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/research-grants/assets/nih_specific_aims_template</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/research-grants/assets/nsf_project_summary_template</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/research-grants/references/README</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/research-grants/references/broader_impacts</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/research-grants/references/darpa_guidelines</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/research-grants/references/doe_guidelines</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/research-grants/references/nih_guidelines</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/research-grants/references/nsf_guidelines</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/research-grants/references/nstc_guidelines</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/research-grants/references/specific_aims_guide</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/research-lookup/README</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/research-lookup/SKILL</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/rowan/SKILL</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/scanpy/SKILL</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/scanpy/references/api_reference</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/scanpy/references/plotting_guide</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/scanpy/references/r_interop</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/scanpy/references/standard_workflow</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/scholar-evaluation/SKILL</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/scholar-evaluation/references/evaluation_framework</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/scientific-brainstorming/SKILL</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/scientific-brainstorming/references/brainstorming_methods</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/scientific-critical-thinking/SKILL</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/scientific-critical-thinking/references/common_biases</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/scientific-critical-thinking/references/evidence_hierarchy</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/scientific-critical-thinking/references/experimental_design</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/scientific-critical-thinking/references/logical_fallacies</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/scientific-critical-thinking/references/scientific_method</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/scientific-critical-thinking/references/statistical_pitfalls</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/scientific-schematics/SKILL</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/scientific-schematics/references/QUICK_REFERENCE</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/scientific-schematics/references/README</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/scientific-schematics/references/best_practices</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/scientific-slides/SKILL</loc>
    <lastmod>2026-06-13T06:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/scientific-slides/assets/powerpoint_design_guide</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/scientific-slides/assets/timing_guidelines</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/scientific-slides/references/beamer_guide</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/scientific-slides/references/data_visualization_slides</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/scientific-slides/references/presentation_structure</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/scientific-slides/references/slide_design_principles</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/scientific-slides/references/talk_types_guide</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/scientific-slides/references/visual_review_workflow</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/scientific-visualization/SKILL</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/scientific-visualization/references/color_palettes</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/scientific-visualization/references/journal_requirements</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/scientific-visualization/references/matplotlib_examples</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/scientific-visualization/references/publication_guidelines</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/scientific-writing/SKILL</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/scientific-writing/assets/REPORT_FORMATTING_GUIDE</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/scientific-writing/references/citation_styles</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/scientific-writing/references/figures_tables</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/scientific-writing/references/imrad_structure</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/scientific-writing/references/professional_report_formatting</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/scientific-writing/references/reporting_guidelines</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/scientific-writing/references/writing_principles</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/scikit-bio/SKILL</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/scikit-bio/references/api_reference</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/scikit-learn/SKILL</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/scikit-learn/references/model_evaluation</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/scikit-learn/references/pipelines_and_composition</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/scikit-learn/references/preprocessing</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/scikit-learn/references/quick_reference</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/scikit-learn/references/supervised_learning</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/scikit-learn/references/unsupervised_learning</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/scikit-survival/SKILL</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/scikit-survival/references/competing-risks</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/scikit-survival/references/cox-models</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/scikit-survival/references/data-handling</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/scikit-survival/references/ensemble-models</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/scikit-survival/references/evaluation-metrics</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/scikit-survival/references/svm-models</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/scvelo/SKILL</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/scvelo/references/velocity_models</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/scvi-tools/SKILL</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/scvi-tools/references/differential-expression</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/scvi-tools/references/models-atac-seq</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/scvi-tools/references/models-multimodal</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/scvi-tools/references/models-scrna-seq</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/scvi-tools/references/models-spatial</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/scvi-tools/references/models-specialized</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/scvi-tools/references/theoretical-foundations</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/scvi-tools/references/workflows</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/seaborn/SKILL</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/seaborn/references/examples</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/seaborn/references/function_reference</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/seaborn/references/objects_interface</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/shap/SKILL</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/shap/references/explainers</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/shap/references/plots</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/shap/references/theory</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/shap/references/workflows</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/simpy/SKILL</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/simpy/references/events</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/simpy/references/monitoring</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/simpy/references/process-interaction</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/simpy/references/real-time</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/simpy/references/resources</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/stable-baselines3/SKILL</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/stable-baselines3/references/algorithms</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/stable-baselines3/references/callbacks</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/stable-baselines3/references/custom_environments</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/stable-baselines3/references/vectorized_envs</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/statistical-analysis/SKILL</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/statistical-analysis/references/assumptions_and_diagnostics</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/statistical-analysis/references/bayesian_statistics</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/statistical-analysis/references/effect_sizes_and_power</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/statistical-analysis/references/reporting_standards</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/statistical-analysis/references/test_selection_guide</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/statistical-power/SKILL</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/statistical-power/references/closed_form_recipes</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/statistical-power/references/effect_sizes</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/statistical-power/references/simulation_based_power</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/statsmodels/SKILL</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/statsmodels/references/discrete_choice</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/statsmodels/references/glm</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/statsmodels/references/linear_models</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/statsmodels/references/stats_diagnostics</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/statsmodels/references/time_series</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/sympy/SKILL</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/sympy/references/advanced-topics</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/sympy/references/code-generation-printing</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/sympy/references/core-capabilities</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/sympy/references/matrices-linear-algebra</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/sympy/references/physics-mechanics</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/tiledbvcf/SKILL</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/timesfm-forecasting/SKILL</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/timesfm-forecasting/examples/global-temperature/README</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/timesfm-forecasting/examples/global-temperature/output/interactive_forecast</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/timesfm-forecasting/references/api_reference</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/timesfm-forecasting/references/data_preparation</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/timesfm-forecasting/references/system_requirements</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/torch-geometric/SKILL</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/torch-geometric/references/custom_datasets</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/torch-geometric/references/explainability</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/torch-geometric/references/heterogeneous</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/torch-geometric/references/link_prediction</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/torch-geometric/references/message_passing</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/torch-geometric/references/scaling</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/torchdrug/SKILL</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/torchdrug/references/core_concepts</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/torchdrug/references/datasets</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/torchdrug/references/knowledge_graphs</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/torchdrug/references/models_architectures</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/torchdrug/references/molecular_generation</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/torchdrug/references/molecular_property_prediction</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/torchdrug/references/protein_modeling</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/torchdrug/references/retrosynthesis</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/transformers/SKILL</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/transformers/references/generation</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/transformers/references/models</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/transformers/references/pipelines</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/transformers/references/tokenizers</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/transformers/references/training</loc>
    <lastmod>2026-06-13T06:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/treatment-plans/SKILL</loc>
    <lastmod>2026-06-13T06:17:25+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/treatment-plans/assets/STYLING_QUICK_REFERENCE</loc>
    <lastmod>2026-06-13T06:17:25+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/treatment-plans/assets/quality_checklist</loc>
    <lastmod>2026-06-13T06:17:25+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/treatment-plans/references/README</loc>
    <lastmod>2026-06-13T06:17:25+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/treatment-plans/references/goal_setting_frameworks</loc>
    <lastmod>2026-06-13T06:17:25+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/treatment-plans/references/intervention_guidelines</loc>
    <lastmod>2026-06-13T06:17:25+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/treatment-plans/references/regulatory_compliance</loc>
    <lastmod>2026-06-13T06:17:25+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/treatment-plans/references/specialty_specific_guidelines</loc>
    <lastmod>2026-06-13T06:17:25+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/treatment-plans/references/treatment_plan_standards</loc>
    <lastmod>2026-06-13T06:17:25+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/umap-learn/SKILL</loc>
    <lastmod>2026-06-13T06:17:25+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/umap-learn/references/api_reference</loc>
    <lastmod>2026-06-13T06:17:25+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/usfiscaldata/SKILL</loc>
    <lastmod>2026-06-13T06:17:25+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/usfiscaldata/references/api-basics</loc>
    <lastmod>2026-06-13T06:17:25+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/usfiscaldata/references/datasets-debt</loc>
    <lastmod>2026-06-13T06:17:25+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/usfiscaldata/references/datasets-fiscal</loc>
    <lastmod>2026-06-13T06:17:25+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/usfiscaldata/references/datasets-interest-rates</loc>
    <lastmod>2026-06-13T06:17:25+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/usfiscaldata/references/datasets-securities</loc>
    <lastmod>2026-06-13T06:17:25+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/usfiscaldata/references/examples</loc>
    <lastmod>2026-06-13T06:17:25+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/usfiscaldata/references/parameters</loc>
    <lastmod>2026-06-13T06:17:25+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/usfiscaldata/references/response-format</loc>
    <lastmod>2026-06-13T06:17:25+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/vaex/SKILL</loc>
    <lastmod>2026-06-13T06:17:25+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/vaex/references/core_dataframes</loc>
    <lastmod>2026-06-13T06:17:25+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/vaex/references/data_processing</loc>
    <lastmod>2026-06-13T06:17:25+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/vaex/references/io_operations</loc>
    <lastmod>2026-06-13T06:17:25+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/vaex/references/machine_learning</loc>
    <lastmod>2026-06-13T06:17:25+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/vaex/references/performance</loc>
    <lastmod>2026-06-13T06:17:25+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/vaex/references/visualization</loc>
    <lastmod>2026-06-13T06:17:25+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/venue-templates/SKILL</loc>
    <lastmod>2026-06-13T06:17:25+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/venue-templates/assets/examples/cell_summary_example</loc>
    <lastmod>2026-06-13T06:17:25+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/venue-templates/assets/examples/medical_structured_abstract</loc>
    <lastmod>2026-06-13T06:17:25+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/venue-templates/assets/examples/nature_abstract_examples</loc>
    <lastmod>2026-06-13T06:17:25+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/venue-templates/assets/examples/neurips_introduction_example</loc>
    <lastmod>2026-06-13T06:17:25+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/venue-templates/references/cell_press_style</loc>
    <lastmod>2026-06-13T06:17:25+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/venue-templates/references/conferences_formatting</loc>
    <lastmod>2026-06-13T06:17:25+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/venue-templates/references/cs_conference_style</loc>
    <lastmod>2026-06-13T06:17:25+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/venue-templates/references/grants_requirements</loc>
    <lastmod>2026-06-13T06:17:25+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/venue-templates/references/journals_formatting</loc>
    <lastmod>2026-06-13T06:17:25+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/venue-templates/references/medical_journal_styles</loc>
    <lastmod>2026-06-13T06:17:25+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/venue-templates/references/ml_conference_style</loc>
    <lastmod>2026-06-13T06:17:25+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/venue-templates/references/nature_science_style</loc>
    <lastmod>2026-06-13T06:17:25+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/venue-templates/references/posters_guidelines</loc>
    <lastmod>2026-06-13T06:17:25+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/venue-templates/references/reviewer_expectations</loc>
    <lastmod>2026-06-13T06:17:25+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/venue-templates/references/venue_writing_styles</loc>
    <lastmod>2026-06-13T06:17:25+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/what-if-oracle/SKILL</loc>
    <lastmod>2026-06-13T06:17:25+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/what-if-oracle/references/scenario-templates</loc>
    <lastmod>2026-06-13T06:17:25+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/xlsx/SKILL</loc>
    <lastmod>2026-06-13T06:17:25+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/zarr-python/SKILL</loc>
    <lastmod>2026-06-13T06:17:25+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/zarr-python/references/api_reference</loc>
    <lastmod>2026-06-13T06:17:25+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/claude-scientific-skills/versions/2.52.0/pages/skills/zarr-python/references/v3_migration</loc>
    <lastmod>2026-06-13T06:17:25+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/claude-sdk-python/qa/agentic-chat</loc>
    <lastmod>2026-06-13T06:17:27+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/claude-sdk-python/qa/auth</loc>
    <lastmod>2026-06-13T06:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/claude-sdk-python/qa/byoc-hashbrown</loc>
    <lastmod>2026-06-13T06:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/claude-sdk-python/qa/byoc-json-render</loc>
    <lastmod>2026-06-13T06:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/claude-sdk-python/qa/chat-customization-css</loc>
    <lastmod>2026-06-13T06:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/claude-sdk-python/qa/chat-slots</loc>
    <lastmod>2026-06-13T06:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/claude-sdk-python/qa/cli-start</loc>
    <lastmod>2026-06-13T06:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/claude-sdk-python/qa/frontend-tools-async</loc>
    <lastmod>2026-06-13T06:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/claude-sdk-python/qa/frontend-tools</loc>
    <lastmod>2026-06-13T06:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/claude-sdk-python/qa/gen-ui-agent</loc>
    <lastmod>2026-06-13T06:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/claude-sdk-python/qa/gen-ui-tool-based</loc>
    <lastmod>2026-06-13T06:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/claude-sdk-python/qa/headless-complete</loc>
    <lastmod>2026-06-13T06:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/claude-sdk-python/qa/headless-simple</loc>
    <lastmod>2026-06-13T06:17:29+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/claude-sdk-python/qa/hitl-in-app</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/claude-sdk-python/qa/hitl-in-chat</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/claude-sdk-python/qa/multimodal</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/claude-sdk-python/qa/open-gen-ui-advanced</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/claude-sdk-python/qa/open-gen-ui</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/claude-sdk-python/qa/prebuilt-popup</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/claude-sdk-python/qa/prebuilt-sidebar</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/claude-sdk-python/qa/readonly-state-agent-context</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/claude-sdk-python/qa/shared-state-read-write</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/claude-sdk-python/qa/shared-state-read</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/claude-sdk-python/qa/shared-state-streaming</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/claude-sdk-python/qa/shared-state-write</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/claude-sdk-python/qa/subagents</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/claude-sdk-python/qa/tool-rendering-custom-catchall</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/claude-sdk-python/qa/tool-rendering-default-catchall</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/claude-sdk-python/qa/tool-rendering</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/claude-sdk-python/qa/voice</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/claude-sdk-typescript/PARITY_NOTES</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/claude-sdk-typescript/public/demo-audio/README</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/claude-sdk-typescript/public/demo-files/README</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/claude-sdk-typescript/qa/agent-config</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/claude-sdk-typescript/qa/agentic-chat</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/claude-sdk-typescript/qa/auth</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/claude-sdk-typescript/qa/byoc-hashbrown</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/claude-sdk-typescript/qa/byoc-json-render</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/claude-sdk-typescript/qa/chat-customization-css</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/claude-sdk-typescript/qa/chat-slots</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/claude-sdk-typescript/qa/declarative-gen-ui</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/claude-sdk-typescript/qa/frontend-tools-async</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/claude-sdk-typescript/qa/frontend-tools</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/claude-sdk-typescript/qa/gen-ui-agent</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/claude-sdk-typescript/qa/gen-ui-tool-based</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/claude-sdk-typescript/qa/headless-simple</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/claude-sdk-typescript/qa/hitl-in-app</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/claude-sdk-typescript/qa/hitl-in-chat</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/claude-sdk-typescript/qa/mcp-apps</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/claude-sdk-typescript/qa/multimodal</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/claude-sdk-typescript/qa/open-gen-ui-advanced</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/claude-sdk-typescript/qa/open-gen-ui</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/claude-sdk-typescript/qa/prebuilt-popup</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/claude-sdk-typescript/qa/prebuilt-sidebar</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/claude-sdk-typescript/qa/readonly-state-agent-context</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/claude-sdk-typescript/qa/shared-state-read-write</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/claude-sdk-typescript/qa/shared-state-read</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/claude-sdk-typescript/qa/shared-state-streaming</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/claude-sdk-typescript/qa/shared-state-write</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/claude-sdk-typescript/qa/subagents</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/claude-sdk-typescript/qa/tool-rendering</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/claude-sdk-typescript/qa/voice</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/crewai-crews/PARITY_NOTES</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/crewai-crews/public/demo-audio/README</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/crewai-crews/public/demo-files/README</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/crewai-crews/qa/a2ui-fixed-schema</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/crewai-crews/qa/agent-config</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/crewai-crews/qa/agentic-chat-reasoning</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/crewai-crews/qa/agentic-chat</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/crewai-crews/qa/auth</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/crewai-crews/qa/beautiful-chat</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/crewai-crews/qa/byoc-hashbrown</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/crewai-crews/qa/byoc-json-render</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/crewai-crews/qa/chat-customization-css</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/crewai-crews/qa/chat-slots</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/crewai-crews/qa/declarative-gen-ui</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/crewai-crews/qa/frontend-tools-async</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/crewai-crews/qa/frontend-tools</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/crewai-crews/qa/gen-ui-agent</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/crewai-crews/qa/gen-ui-tool-based</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/crewai-crews/qa/headless-complete</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/crewai-crews/qa/headless-simple</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/crewai-crews/qa/hitl-in-app</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/crewai-crews/qa/hitl-in-chat</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/crewai-crews/qa/multimodal</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/crewai-crews/qa/open-gen-ui-advanced</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/crewai-crews/qa/open-gen-ui</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/crewai-crews/qa/prebuilt-popup</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/crewai-crews/qa/prebuilt-sidebar</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/crewai-crews/qa/readonly-state-agent-context</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/crewai-crews/qa/reasoning-default-render</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/crewai-crews/qa/shared-state-read-write</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/crewai-crews/qa/shared-state-read</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/crewai-crews/qa/shared-state-streaming</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/crewai-crews/qa/shared-state-write</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/crewai-crews/qa/subagents</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/crewai-crews/qa/tool-rendering-custom-catchall</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/crewai-crews/qa/tool-rendering-default-catchall</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/crewai-crews/qa/tool-rendering-reasoning-chain</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/crewai-crews/qa/tool-rendering</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/crewai-crews/qa/voice</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/google-adk/docs/setup/agent-config-setup</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/google-adk/docs/setup/agent-context-setup</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/google-adk/docs/setup/agent-setup</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/google-adk/docs/setup/frontend-tools-setup</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/google-adk/docs/setup/human-in-the-loop-setup</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/google-adk/docs/setup/programmatic-control-setup</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/google-adk/docs/setup/shared-state-setup</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/google-adk/docs/setup/state-streaming-setup</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/google-adk/docs/setup/subagents-setup</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/google-adk/qa/a2ui-fixed-schema</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/google-adk/qa/agent-config</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/google-adk/qa/agentic-chat</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/google-adk/qa/auth</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/google-adk/qa/beautiful-chat</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/google-adk/qa/chat-slots</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/google-adk/qa/declarative-gen-ui</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/google-adk/qa/declarative-hashbrown</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/google-adk/qa/declarative-json-render</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/google-adk/qa/frontend-tools-async</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/google-adk/qa/frontend-tools</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/google-adk/qa/gen-ui-agent</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/google-adk/qa/gen-ui-tool-based</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/google-adk/qa/headless-complete</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/google-adk/qa/headless-simple</loc>
    <lastmod>2026-06-13T06:17:30+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/google-adk/qa/hitl-in-app</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/google-adk/qa/hitl-in-chat</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/google-adk/qa/mcp-apps</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/google-adk/qa/multimodal</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/google-adk/qa/open-gen-ui-advanced</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/google-adk/qa/open-gen-ui</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/google-adk/qa/prebuilt-popup</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/google-adk/qa/readonly-state-agent-context</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/google-adk/qa/reasoning-default</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/google-adk/qa/shared-state-read-write</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/google-adk/qa/shared-state-read</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/google-adk/qa/shared-state-streaming</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/google-adk/qa/shared-state-write</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/google-adk/qa/subagents</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/google-adk/qa/tool-rendering-custom-catchall</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/google-adk/qa/tool-rendering-default-catchall</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/google-adk/qa/tool-rendering-reasoning-chain</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/google-adk/qa/tool-rendering</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/google-adk/qa/voice</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-fastapi/public/demo-audio/README</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-fastapi/public/demo-files/README</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-fastapi/qa/agentic-chat</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-fastapi/qa/gen-ui-agent</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-fastapi/qa/gen-ui-tool-based</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-fastapi/qa/hitl-in-chat</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-fastapi/qa/shared-state-read-write</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-fastapi/qa/shared-state-read</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-fastapi/qa/shared-state-streaming</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-fastapi/qa/shared-state-write</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-fastapi/qa/subagents</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-fastapi/qa/tool-rendering</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-python/docs/setup/agent-config-setup</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-python/docs/setup/agent-context-setup</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-python/docs/setup/agent-setup</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-python/docs/setup/copilot-middleware</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-python/docs/setup/frontend-tools-setup</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-python/docs/setup/human-in-the-loop-setup</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-python/docs/setup/programmatic-control-setup</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-python/docs/setup/shared-state-setup</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-python/docs/setup/state-streaming-setup</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-python/docs/setup/subagents-setup</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-python/public/demo-audio/README</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-python/public/demo-files/README</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-python/qa/a2ui-fixed-schema</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-python/qa/agent-config</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-python/qa/agentic-chat</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-python/qa/auth</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-python/qa/beautiful-chat</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-python/qa/chat-customization-css</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-python/qa/chat-slots</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-python/qa/cli-start</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-python/qa/declarative-gen-ui</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-python/qa/declarative-hashbrown</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-python/qa/declarative-json-render</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-python/qa/frontend-tools-async</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-python/qa/frontend-tools</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-python/qa/gen-ui-agent</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-python/qa/gen-ui-interrupt</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-python/qa/gen-ui-tool-based</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-python/qa/headless-complete</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-python/qa/headless-simple</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-python/qa/hitl-in-app</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-python/qa/hitl-in-chat</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-python/qa/interrupt-headless</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-python/qa/mcp-apps</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-python/qa/multimodal</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-python/qa/open-gen-ui-advanced</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-python/qa/open-gen-ui</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-python/qa/prebuilt-popup</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-python/qa/prebuilt-sidebar</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-python/qa/readonly-state-agent-context</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-python/qa/reasoning-default</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-python/qa/shared-state-read-write</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-python/qa/shared-state-read</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-python/qa/shared-state-streaming</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-python/qa/subagents</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-python/qa/threadid-frontend-tool-roundtrip</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-python/qa/tool-rendering-custom-catchall</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-python/qa/tool-rendering-default-catchall</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-python/qa/tool-rendering-reasoning-chain</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-python/qa/tool-rendering</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-python/qa/voice</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-typescript/docs/setup/agent-config-setup</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-typescript/docs/setup/agent-context-setup</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-typescript/docs/setup/agent-setup</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-typescript/docs/setup/frontend-tools-setup</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-typescript/docs/setup/human-in-the-loop-setup</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-typescript/docs/setup/programmatic-control-setup</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-typescript/docs/setup/shared-state-setup</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-typescript/docs/setup/state-streaming-setup</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-typescript/docs/setup/subagents-setup</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-typescript/public/demo-audio/README</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-typescript/public/demo-files/README</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-typescript/qa/agentic-chat</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-typescript/qa/gen-ui-agent</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-typescript/qa/gen-ui-tool-based</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-typescript/qa/hitl-in-chat</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-typescript/qa/shared-state-read-write</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-typescript/qa/shared-state-read</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-typescript/qa/shared-state-streaming</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-typescript/qa/shared-state-write</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-typescript/qa/subagents</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langgraph-typescript/qa/tool-rendering</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langroid/PARITY_NOTES</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langroid/public/demo-audio/README</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langroid/public/demo-files/README</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langroid/qa/agent-config</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langroid/qa/agentic-chat-reasoning</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langroid/qa/agentic-chat</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langroid/qa/auth</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langroid/qa/chat-customization-css</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langroid/qa/chat-slots</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langroid/qa/declarative-gen-ui</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langroid/qa/frontend-tools-async</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langroid/qa/frontend-tools</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langroid/qa/gen-ui-agent</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langroid/qa/gen-ui-tool-based</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langroid/qa/headless-complete</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langroid/qa/headless-simple</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langroid/qa/hitl-in-app</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langroid/qa/hitl-in-chat</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langroid/qa/prebuilt-popup</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langroid/qa/prebuilt-sidebar</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langroid/qa/readonly-state-agent-context</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langroid/qa/reasoning-default-render</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langroid/qa/shared-state-read-write</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langroid/qa/shared-state-read</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langroid/qa/shared-state-streaming</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langroid/qa/shared-state-write</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langroid/qa/subagents</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langroid/qa/tool-rendering-custom-catchall</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langroid/qa/tool-rendering-default-catchall</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/langroid/qa/tool-rendering</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/llamaindex/PARITY_NOTES</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/llamaindex/public/demo-audio/README</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/llamaindex/qa/a2ui-fixed-schema</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/llamaindex/qa/agent-config</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/llamaindex/qa/agentic-chat</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/llamaindex/qa/auth</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/llamaindex/qa/byoc-hashbrown</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/llamaindex/qa/byoc-json-render</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/llamaindex/qa/chat-customization-css</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/llamaindex/qa/chat-slots</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/llamaindex/qa/declarative-gen-ui</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/llamaindex/qa/frontend-tools-async</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/llamaindex/qa/frontend-tools</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/llamaindex/qa/gen-ui-agent</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/llamaindex/qa/gen-ui-tool-based</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/llamaindex/qa/headless-complete</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/llamaindex/qa/headless-simple</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/llamaindex/qa/hitl-in-app</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/llamaindex/qa/hitl-in-chat</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/llamaindex/qa/hitl</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/llamaindex/qa/mcp-apps</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/llamaindex/qa/multimodal</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/llamaindex/qa/open-gen-ui-advanced</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/llamaindex/qa/open-gen-ui</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/llamaindex/qa/prebuilt-popup</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/llamaindex/qa/prebuilt-sidebar</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/llamaindex/qa/readonly-state-agent-context</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/llamaindex/qa/reasoning-custom</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/llamaindex/qa/reasoning-default</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/llamaindex/qa/shared-state-read-write</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/llamaindex/qa/shared-state-read</loc>
    <lastmod>2026-06-13T06:17:31+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/llamaindex/qa/shared-state-streaming</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/llamaindex/qa/shared-state-write</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/llamaindex/qa/subagents</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/llamaindex/qa/tool-rendering-custom-catchall</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/llamaindex/qa/tool-rendering-default-catchall</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/llamaindex/qa/tool-rendering-reasoning-chain</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/llamaindex/qa/tool-rendering</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/llamaindex/qa/voice</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/mastra/PARITY_NOTES</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/mastra/public/demo-audio/README</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/mastra/qa/a2ui-fixed-schema</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/mastra/qa/agent-config</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/mastra/qa/agentic-chat-reasoning</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/mastra/qa/agentic-chat</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/mastra/qa/auth</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/mastra/qa/chat-customization-css</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/mastra/qa/chat-slots</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/mastra/qa/declarative-gen-ui</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/mastra/qa/frontend-tools-async</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/mastra/qa/frontend-tools</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/mastra/qa/gen-ui-agent</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/mastra/qa/gen-ui-tool-based</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/mastra/qa/headless-complete</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/mastra/qa/headless-simple</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/mastra/qa/hitl-in-app</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/mastra/qa/hitl-in-chat</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/mastra/qa/hitl</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/mastra/qa/prebuilt-popup</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/mastra/qa/prebuilt-sidebar</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/mastra/qa/readonly-state-agent-context</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/mastra/qa/reasoning-default-render</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/mastra/qa/shared-state-read-write</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/mastra/qa/shared-state-read</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/mastra/qa/shared-state-streaming</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/mastra/qa/shared-state-write</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/mastra/qa/subagents</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/mastra/qa/tool-rendering-custom-catchall</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/mastra/qa/tool-rendering-default-catchall</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/mastra/qa/tool-rendering</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/ms-agent-dotnet/public/demo-files/README</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/ms-agent-dotnet/qa/agentic-chat</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/ms-agent-dotnet/qa/gen-ui-agent</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/ms-agent-dotnet/qa/gen-ui-tool-based</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/ms-agent-dotnet/qa/hitl-in-chat</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/ms-agent-dotnet/qa/shared-state-read-write</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/ms-agent-dotnet/qa/shared-state-read</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/ms-agent-dotnet/qa/shared-state-streaming</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/ms-agent-dotnet/qa/shared-state-write</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/ms-agent-dotnet/qa/subagents</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/ms-agent-dotnet/qa/tool-rendering</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/ms-agent-python/public/demo-files/README</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/ms-agent-python/qa/agentic-chat</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/ms-agent-python/qa/gen-ui-agent</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/ms-agent-python/qa/gen-ui-tool-based</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/ms-agent-python/qa/hitl-in-chat</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/ms-agent-python/qa/shared-state-read-write</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/ms-agent-python/qa/shared-state-read</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/ms-agent-python/qa/shared-state-streaming</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/ms-agent-python/qa/shared-state-write</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/ms-agent-python/qa/subagents</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/ms-agent-python/qa/tool-rendering</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/pydantic-ai/PARITY_NOTES</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/pydantic-ai/public/demo-audio/README</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/pydantic-ai/public/demo-files/README</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/pydantic-ai/qa/a2ui-fixed-schema</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/pydantic-ai/qa/agent-config</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/pydantic-ai/qa/agentic-chat</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/pydantic-ai/qa/auth</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/pydantic-ai/qa/beautiful-chat</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/pydantic-ai/qa/byoc-hashbrown</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/pydantic-ai/qa/byoc-json-render</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/pydantic-ai/qa/chat-customization-css</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/pydantic-ai/qa/chat-slots</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/pydantic-ai/qa/declarative-gen-ui</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/pydantic-ai/qa/frontend-tools-async</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/pydantic-ai/qa/frontend-tools</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/pydantic-ai/qa/gen-ui-agent</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/pydantic-ai/qa/gen-ui-tool-based</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/pydantic-ai/qa/headless-complete</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/pydantic-ai/qa/headless-simple</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/pydantic-ai/qa/hitl-in-app</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/pydantic-ai/qa/hitl-in-chat</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/pydantic-ai/qa/multimodal</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/pydantic-ai/qa/open-gen-ui-advanced</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/pydantic-ai/qa/open-gen-ui</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/pydantic-ai/qa/prebuilt-popup</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/pydantic-ai/qa/prebuilt-sidebar</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/pydantic-ai/qa/readonly-state-agent-context</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/pydantic-ai/qa/shared-state-read-write</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/pydantic-ai/qa/shared-state-read</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/pydantic-ai/qa/shared-state-streaming</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/pydantic-ai/qa/shared-state-write</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/pydantic-ai/qa/subagents</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/pydantic-ai/qa/tool-rendering-custom-catchall</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/pydantic-ai/qa/tool-rendering-default-catchall</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/pydantic-ai/qa/tool-rendering</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/pydantic-ai/qa/voice</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/spring-ai/PARITY_NOTES</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/spring-ai/public/demo-audio/README</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/spring-ai/public/demo-files/README</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/spring-ai/qa/a2ui-fixed-schema</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/spring-ai/qa/agent-config</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/spring-ai/qa/agentic-chat-reasoning</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/spring-ai/qa/agentic-chat</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/spring-ai/qa/auth</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/spring-ai/qa/beautiful-chat</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/spring-ai/qa/chat-customization-css</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/spring-ai/qa/chat-slots</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/spring-ai/qa/declarative-gen-ui</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/spring-ai/qa/frontend-tools-async</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/spring-ai/qa/frontend-tools</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/spring-ai/qa/gen-ui-agent</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/spring-ai/qa/gen-ui-tool-based</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/spring-ai/qa/headless-complete</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/spring-ai/qa/headless-simple</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/spring-ai/qa/hitl-in-app</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/spring-ai/qa/hitl-in-chat</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/spring-ai/qa/mcp-apps</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/spring-ai/qa/multimodal</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/spring-ai/qa/open-gen-ui-advanced</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/spring-ai/qa/open-gen-ui</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/spring-ai/qa/prebuilt-popup</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/spring-ai/qa/prebuilt-sidebar</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/spring-ai/qa/readonly-state-agent-context</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/spring-ai/qa/reasoning-default-render</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/spring-ai/qa/shared-state-read-write</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/spring-ai/qa/shared-state-read</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/spring-ai/qa/shared-state-streaming</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/spring-ai/qa/shared-state-write</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/spring-ai/qa/subagents</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/spring-ai/qa/tool-rendering-custom-catchall</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/spring-ai/qa/tool-rendering-default-catchall</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/spring-ai/qa/tool-rendering-reasoning-chain</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/spring-ai/qa/tool-rendering</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/spring-ai/qa/voice</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/strands/PARITY_NOTES</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/strands/public/demo-audio/README</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/strands/public/demo-files/README</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/strands/qa/a2ui-fixed-schema</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/strands/qa/agent-config</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/strands/qa/agentic-chat-reasoning</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/strands/qa/agentic-chat</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/strands/qa/auth</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/strands/qa/byoc-hashbrown</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/strands/qa/byoc-json-render</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/strands/qa/chat-customization-css</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/strands/qa/chat-slots</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/strands/qa/declarative-gen-ui</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/strands/qa/frontend-tools-async</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/strands/qa/frontend-tools</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/strands/qa/gen-ui-agent</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/strands/qa/gen-ui-tool-based</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/strands/qa/headless-complete</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/strands/qa/headless-simple</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/strands/qa/hitl-in-app</loc>
    <lastmod>2026-06-13T06:17:32+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/strands/qa/hitl-in-chat</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/strands/qa/multimodal</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/strands/qa/open-gen-ui-advanced</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/strands/qa/open-gen-ui</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/strands/qa/prebuilt-popup</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/strands/qa/prebuilt-sidebar</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/strands/qa/readonly-state-agent-context</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/strands/qa/reasoning-default-render</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/strands/qa/shared-state-read-write</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/strands/qa/shared-state-read</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/strands/qa/shared-state-streaming</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/strands/qa/shared-state-write</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/strands/qa/subagents</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/strands/qa/tool-rendering-custom-catchall</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/strands/qa/tool-rendering-default-catchall</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/strands/qa/tool-rendering-reasoning-chain</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/strands/qa/tool-rendering</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/integrations/strands/qa/voice</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell/public/designs/front-door-terminal-light</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell/public/designs/front-door-v1</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell/public/designs/front-door-v2</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell/public/designs/index</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell/public/designs/model-c-v2</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell/public/designs/model-c-variations</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell/public/designs/model-c</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell/public/designs/stack-v2</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell/public/designs/stack</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/agentic-protocols</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/concepts/agents</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/concepts/architecture</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/concepts/capabilities</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/concepts/events</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/concepts/generative-ui-specs</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/concepts/messages</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/concepts/middleware</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/concepts/reasoning</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/concepts/serialization</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/concepts/state</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/concepts/tools</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/development/contributing</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/development/roadmap</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/development/updates</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/drafts/generative-ui</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/drafts/interrupts</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/drafts/meta-events</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/drafts/multimodal-messages</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/drafts/overview</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/integrations</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/introduction</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/quickstart/applications</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/quickstart/clients</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/quickstart/introduction</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/quickstart/middleware</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/quickstart/server</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/dart/client/client</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/dart/client/overview</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/dart/core/events</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/dart/core/overview</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/dart/core/types</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/dart/encoder/overview</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/dart/overview</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/go/client/overview</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/go/client/sse-client</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/go/core/events</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/go/core/overview</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/go/core/types</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/go/encoding/overview</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/go/errors/overview</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/go/overview</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/java/client/abstract-agent</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/java/client/http-agent</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/java/client/overview</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/java/client/subscriber</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/java/core/events</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/java/core/overview</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/java/core/stream</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/java/core/subscription</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/java/core/types</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/java/overview</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/java/server/overview</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/java/server/spring</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/js/client/abstract-agent</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/js/client/compaction</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/js/client/http-agent</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/js/client/middleware</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/js/client/overview</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/js/client/subscriber</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/js/core/events</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/js/core/multimodal-inputs</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/js/core/overview</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/js/core/types</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/kotlin/client/abstract-agent</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/kotlin/client/agui-agent</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/kotlin/client/http-agent</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/kotlin/client/overview</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/kotlin/client/stateful-agui-agent</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/kotlin/core/events</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/kotlin/core/overview</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/kotlin/core/types</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/kotlin/overview</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/kotlin/tools/overview</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/kotlin/tools/tool-executor</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/kotlin/tools/tool-registry</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/python/core/events</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/python/core/multimodal-inputs</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/python/core/overview</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/python/core/types</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/python/encoder/overview</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/ruby/core/events</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/ruby/core/overview</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/ruby/core/types</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/ruby/encoder/overview</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/ruby/overview</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/rust/client/agent-trait</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/rust/client/http-agent</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/rust/client/overview</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/rust/client/subscriber</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/rust/core/events</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/rust/core/overview</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/rust/core/types</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/sdk/rust/overview</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/tutorials/cursor</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/ag-ui/tutorials/debugging</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/%28other%29/contributing/code-contributions/index</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/%28other%29/contributing/code-contributions/package-linking</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/%28other%29/contributing/docs-contributions</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/%28other%29/telemetry/index</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/agent-config</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/agent-spec/human-in-the-loop</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/agent-spec/index</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/agent-spec/langgraph</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/agent-spec/quickstart</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/agent-spec/wayflow</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/agentic-chat-ui</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/agentic-protocols/a2a</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/agentic-protocols/ag-ui-middleware</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/agentic-protocols/ag-ui</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/agentic-protocols/index</loc>
    <lastmod>2026-06-13T06:17:33+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/agentic-protocols/mcp</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/auth</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/backend/ag-ui</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/backend/agent-runner</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/backend/copilot-runtime</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/backend/custom-agent</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/backend/runtime-endpoints</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/backend/self-managed-agents</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/build-with-agents</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/built-in-agent</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/concepts/architecture</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/concepts/generative-ui-overview</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/concepts/oss-vs-enterprise</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/concepts/which-hook</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/cookbook/daytona</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/cookbook/index</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/custom-look-and-feel/css</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/custom-look-and-feel/headless-ui</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/custom-look-and-feel/reasoning-messages</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/custom-look-and-feel/slots</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/deepagents/index</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/deploy/agentcore</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/examples</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/faq</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/frontend-tools</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/generative-ui/a2ui/dynamic-schema</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/generative-ui/a2ui/fixed-schema</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/generative-ui/a2ui/index</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/generative-ui/display</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/generative-ui/hashbrown</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/generative-ui/index</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/generative-ui/interactive</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/generative-ui/json-render</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/generative-ui/mcp-apps</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/generative-ui/open-generative-ui</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/generative-ui/open-json-ui</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/generative-ui/reasoning</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/generative-ui/state-rendering</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/generative-ui/tool-based</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/generative-ui/tool-rendering</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/headless</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/human-in-the-loop/headless</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/human-in-the-loop/index</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/human-in-the-loop/useInterrupt</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/inspector</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/a2a/generative-ui/declarative-a2ui</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/a2a/quickstart</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/adk/frontend-tools</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/adk/generative-ui/state-rendering</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/adk/generative-ui/tool-rendering</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/adk/human-in-the-loop</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/adk/quickstart</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/adk/shared-state/in-app-agent-read</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/adk/shared-state/in-app-agent-write</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/adk/shared-state/index</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/adk/shared-state/predictive-state-updates</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/adk/shared-state/workflow-execution</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/%28other%29/contributing/code-contributions/index</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/%28other%29/contributing/code-contributions/package-linking</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/%28other%29/contributing/docs-contributions</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/%28other%29/telemetry/index</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/ag-ui</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/auth</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/build-with-agents</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/copilot-runtime</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/custom-look-and-feel/headless-ui</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/custom-look-and-feel/slots</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/frontend-tools</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/generative-ui/a2ui</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/generative-ui/mcp-apps</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/generative-ui/state-rendering</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/generative-ui/tool-rendering</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/generative-ui/your-components/display-only</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/generative-ui/your-components/interactive</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/human-in-the-loop</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/index</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/inspector</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/prebuilt-components</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/premium/headless-ui</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/premium/observability</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/premium/overview</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/premium/self-hosting</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/programmatic-control</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/quickstart</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/readables</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/shared-state/index</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/shared-state/read</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/shared-state/write</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/threads</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/troubleshooting/common-issues</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/troubleshooting/error-debugging</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/troubleshooting/migrate-to-1.10.X</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/troubleshooting/migrate-to-1.8.2</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/ag2/troubleshooting/migrate-to-v2</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/agent-spec/generative-ui/tool-rendering</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/agent-spec/human-in-the-loop</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/agent-spec/langgraph</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/agent-spec/quickstart</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/agent-spec/shared-state/index</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/agent-spec/wayflow</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/agno/%28other%29/contributing/code-contributions/index</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/agno/%28other%29/contributing/code-contributions/package-linking</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/agno/%28other%29/contributing/docs-contributions</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/agno/%28other%29/telemetry/index</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/agno/ag-ui</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/agno/build-with-agents</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/agno/copilot-runtime</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/agno/custom-look-and-feel/headless-ui</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/agno/custom-look-and-feel/slots</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/agno/frontend-tools</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/agno/generative-ui/a2ui</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/agno/generative-ui/mcp-apps</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/agno/generative-ui/tool-rendering</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/agno/generative-ui/your-components/display-only</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/agno/generative-ui/your-components/interactive</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/agno/human-in-the-loop</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/agno/index</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/agno/inspector</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/agno/prebuilt-components</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/agno/premium/headless-ui</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/agno/premium/observability</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/agno/premium/overview</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/agno/premium/self-hosting</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/agno/programmatic-control</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/agno/quickstart</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/agno/threads</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/agno/troubleshooting/common-issues</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/agno/troubleshooting/error-debugging</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/agno/troubleshooting/migrate-to-1.10.X</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/agno/troubleshooting/migrate-to-1.8.2</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/agno/troubleshooting/migrate-to-v2</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/aws-strands/%28other%29/contributing/code-contributions/index</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/aws-strands/%28other%29/contributing/code-contributions/package-linking</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/aws-strands/%28other%29/contributing/docs-contributions</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/aws-strands/%28other%29/telemetry/index</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/aws-strands/ag-ui</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/aws-strands/build-with-agents</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/aws-strands/copilot-runtime</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/aws-strands/custom-look-and-feel/headless-ui</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/aws-strands/custom-look-and-feel/slots</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/aws-strands/deploy-agentcore</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/aws-strands/frontend-tools</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/aws-strands/generative-ui/a2ui</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/aws-strands/generative-ui/mcp-apps</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/aws-strands/generative-ui/state-rendering</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/aws-strands/generative-ui/tool-rendering</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/aws-strands/generative-ui/your-components/display-only</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/aws-strands/generative-ui/your-components/interactive</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/aws-strands/index</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/aws-strands/inspector</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/aws-strands/prebuilt-components</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/aws-strands/premium/headless-ui</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/aws-strands/premium/observability</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/aws-strands/premium/overview</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/aws-strands/premium/self-hosting</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/aws-strands/programmatic-control</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/aws-strands/quickstart</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/aws-strands/shared-state/in-app-agent-read</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/aws-strands/shared-state/in-app-agent-write</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/aws-strands/threads</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/aws-strands/troubleshooting/common-issues</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/aws-strands/troubleshooting/error-debugging</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/aws-strands/troubleshooting/migrate-to-1.10.X</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/aws-strands/troubleshooting/migrate-to-1.8.2</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/aws-strands/troubleshooting/migrate-to-v2</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/advanced-configuration</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/ag-ui</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/agent-app-context</loc>
    <lastmod>2026-06-13T06:17:34+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/build-with-agents</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/copilot-runtime</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/custom-agent</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/custom-look-and-feel/headless-ui</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/custom-look-and-feel/slots</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/frontend-tools</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/generative-ui/a2ui</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/generative-ui/mcp-apps</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/generative-ui/tool-rendering</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/generative-ui/your-components/display-only</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/generative-ui/your-components/interactive</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/index</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/inspector</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/mcp-servers</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/model-selection</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/prebuilt-components</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/premium/headless-ui</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/premium/observability</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/premium/overview</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/premium/self-hosting</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/programmatic-control</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/quickstart</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/server-tools</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/shared-state</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/telemetry</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/threads</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/troubleshooting/common-issues</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/troubleshooting/error-debugging</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/troubleshooting/migrate-to-1.10.X</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/troubleshooting/migrate-to-1.8.2</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/troubleshooting/migrate-to-v2</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/tutorials/ai-powered-textarea/next-steps</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/tutorials/ai-powered-textarea/overview</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/tutorials/ai-powered-textarea/step-1-checkout-repo</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/tutorials/ai-powered-textarea/step-2-setup-copilotkit</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/tutorials/ai-powered-textarea/step-3-copilot-textarea</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/tutorials/ai-powered-textarea/step-4-copilot-readable-state</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/tutorials/ai-todo-app/next-steps</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/tutorials/ai-todo-app/overview</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/tutorials/ai-todo-app/step-1-checkout-repo</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/tutorials/ai-todo-app/step-2-setup-copilotkit</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/tutorials/ai-todo-app/step-3-copilot-readable-state</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/built-in-agent/tutorials/ai-todo-app/step-4-frontend-tools</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/%28other%29/contributing/code-contributions/index</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/%28other%29/contributing/code-contributions/package-linking</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/%28other%29/contributing/docs-contributions</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/%28other%29/telemetry/index</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/advanced/disabling-state-streaming</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/advanced/emit-messages</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/advanced/exit-agent</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/ag-ui</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/build-with-agents</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/copilot-runtime</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/custom-look-and-feel/headless-ui</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/custom-look-and-feel/slots</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/frontend-tools</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/generative-ui/a2ui</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/generative-ui/mcp-apps</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/generative-ui/state-rendering</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/generative-ui/tool-rendering</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/generative-ui/your-components/display-only</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/generative-ui/your-components/interactive</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/human-in-the-loop/flow</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/human-in-the-loop/index</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/index</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/inspector</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/multi-agent-flows</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/persistence/loading-agent-state</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/persistence/loading-message-history</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/persistence/message-persistence</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/prebuilt-components</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/premium/headless-ui</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/premium/observability</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/premium/overview</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/premium/self-hosting</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/programmatic-control</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/quickstart</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/shared-state/in-app-agent-read</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/shared-state/in-app-agent-write</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/shared-state/index</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/shared-state/predictive-state-updates</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/threads</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/troubleshooting/common-issues</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/troubleshooting/error-debugging</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/troubleshooting/migrate-to-1.10.X</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/troubleshooting/migrate-to-1.8.2</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/crewai-flows/troubleshooting/migrate-to-v2</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/deepagents/frontend-tools</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/deepagents/generative-ui/a2ui/advanced</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/deepagents/generative-ui/a2ui/dynamic-schema</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/deepagents/generative-ui/a2ui/fixed-schema</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/deepagents/generative-ui/a2ui/index</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/deepagents/generative-ui/a2ui/styling</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/deepagents/generative-ui/mcp-apps</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/deepagents/generative-ui/state-rendering</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/deepagents/generative-ui/tool-rendering</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/deepagents/generative-ui/your-components/interrupt-based</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/deepagents/human-in-the-loop/interrupt-flow</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/deepagents/index</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/deepagents/quickstart</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/deepagents/shared-state/in-app-agent-read</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/deepagents/shared-state/in-app-agent-write</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/deepagents/shared-state/predictive-state-updates</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/deepagents/shared-state/state-inputs-outputs</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/deepagents/shared-state/workflow-execution</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/%28other%29/contributing/code-contributions/index</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/%28other%29/contributing/code-contributions/package-linking</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/%28other%29/contributing/docs-contributions</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/%28other%29/telemetry/index</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/advanced/disabling-state-streaming</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/advanced/emit-messages</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/advanced/exit-agent</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/advanced/persistence/loading-agent-state</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/advanced/persistence/loading-message-history</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/advanced/persistence/message-persistence</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/ag-ui</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/agent-app-context</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/auth</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/build-with-agents</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/coagent-troubleshooting/common-coagent-issues</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/coagent-troubleshooting/error-debugging</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/coagent-troubleshooting/migrate-from-v0.2-to-v0.3</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/configurable</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/copilot-runtime</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/custom-look-and-feel/headless-ui</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/custom-look-and-feel/slots</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/deep-agents</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/deploy-agentcore</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/frontend-tools</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/generative-ui/a2ui/advanced</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/generative-ui/a2ui/dynamic-schema</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/generative-ui/a2ui/fixed-schema</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/generative-ui/a2ui/index</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/generative-ui/a2ui/styling</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/generative-ui/mcp-apps</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/generative-ui/state-rendering</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/generative-ui/tool-rendering</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/generative-ui/your-components/display-only</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/generative-ui/your-components/interactive</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/generative-ui/your-components/interrupt-based</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/human-in-the-loop/interrupt-flow</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/index</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/inspector</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/multi-agent-flows</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/prebuilt-components</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/premium/headless-ui</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/premium/observability</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/premium/overview</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/premium/self-hosting</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/programmatic-control</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/quickstart</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/shared-state/in-app-agent-read</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/shared-state/in-app-agent-write</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/shared-state/predictive-state-updates</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/shared-state/state-inputs-outputs</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/shared-state/workflow-execution</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/subgraphs</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/threads</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/troubleshooting/common-issues</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/troubleshooting/migrate-to-1.10.X</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/troubleshooting/migrate-to-1.8.2</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/troubleshooting/migrate-to-agui</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/troubleshooting/migrate-to-v2</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/tutorials/agent-native-app/index</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/tutorials/agent-native-app/next-steps</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/tutorials/agent-native-app/step-1-checkout-repo</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/tutorials/agent-native-app/step-2-start-the-agent</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/tutorials/agent-native-app/step-3-setup-copilotkit</loc>
    <lastmod>2026-06-13T06:17:35+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/tutorials/agent-native-app/step-4-agentic-chat-ui</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/tutorials/agent-native-app/step-5-human-in-the-loop</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/tutorials/agent-native-app/step-6-shared-state</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/tutorials/agent-native-app/step-7-generative-ui</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/tutorials/agent-native-app/step-8-progressive-state-updates</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/tutorials/ai-travel-app/index</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/tutorials/ai-travel-app/next-steps</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/tutorials/ai-travel-app/step-1-checkout-repo</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/tutorials/ai-travel-app/step-2-langgraph-agent</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/tutorials/ai-travel-app/step-3-setup-copilotkit</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/tutorials/ai-travel-app/step-4-integrate-the-agent</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/tutorials/ai-travel-app/step-5-stream-progress</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/tutorials/ai-travel-app/step-6-human-in-the-loop</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/langgraph/videos/research-canvas</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/%28other%29/contributing/code-contributions/index</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/%28other%29/contributing/code-contributions/package-linking</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/%28other%29/contributing/docs-contributions</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/%28other%29/telemetry/index</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/ag-ui</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/build-with-agents</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/copilot-runtime</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/custom-look-and-feel/headless-ui</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/custom-look-and-feel/slots</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/frontend-tools</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/generative-ui/a2ui</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/generative-ui/mcp-apps</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/generative-ui/state-rendering</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/generative-ui/tool-rendering</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/generative-ui/your-components/display-only</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/generative-ui/your-components/interactive</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/human-in-the-loop</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/index</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/inspector</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/multi-agent-flows</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/prebuilt-components</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/premium/headless-ui</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/premium/observability</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/premium/overview</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/premium/self-hosting</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/programmatic-control</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/quickstart</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/shared-state/in-app-agent-read</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/shared-state/in-app-agent-write</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/shared-state/index</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/shared-state/predictive-state-updates</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/shared-state/state-inputs-outputs</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/shared-state/workflow-execution</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/threads</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/troubleshooting/common-issues</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/troubleshooting/error-debugging</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/troubleshooting/migrate-to-1.10.X</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/troubleshooting/migrate-to-1.8.2</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/llamaindex/troubleshooting/migrate-to-v2</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/%28other%29/contributing/code-contributions/index</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/%28other%29/contributing/code-contributions/package-linking</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/%28other%29/contributing/docs-contributions</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/%28other%29/telemetry/index</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/ag-ui</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/agent-app-context</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/build-with-agents</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/copilot-runtime</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/custom-look-and-feel/headless-ui</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/custom-look-and-feel/slots</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/frontend-tools</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/generative-ui/a2ui</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/generative-ui/mcp-apps</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/generative-ui/state-rendering</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/generative-ui/tool-rendering</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/generative-ui/your-components/display-only</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/generative-ui/your-components/interactive</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/human-in-the-loop/index</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/human-in-the-loop/interrupt-flow</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/human-in-the-loop/tool-based</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/index</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/inspector</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/prebuilt-components</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/premium/headless-ui</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/premium/observability</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/premium/overview</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/premium/self-hosting</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/programmatic-control</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/quickstart</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/shared-state/in-app-agent-read</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/shared-state/in-app-agent-write</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/shared-state/index</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/threads</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/troubleshooting/common-issues</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/troubleshooting/error-debugging</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/troubleshooting/migrate-to-1.10.X</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/troubleshooting/migrate-to-1.8.2</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/mastra/troubleshooting/migrate-to-v2</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/%28other%29/contributing/code-contributions/index</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/%28other%29/contributing/code-contributions/package-linking</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/%28other%29/contributing/docs-contributions</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/%28other%29/telemetry/index</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/ag-ui</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/agent-app-context</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/auth</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/build-with-agents</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/copilot-runtime</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/custom-look-and-feel/headless-ui</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/custom-look-and-feel/slots</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/frontend-tools</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/generative-ui/a2ui</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/generative-ui/mcp-apps</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/generative-ui/state-rendering</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/generative-ui/tool-rendering</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/generative-ui/your-components/display-only</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/generative-ui/your-components/interactive</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/human-in-the-loop</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/index</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/inspector</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/prebuilt-components</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/premium/headless-ui</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/premium/observability</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/premium/overview</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/premium/self-hosting</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/programmatic-control</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/quickstart</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/shared-state/in-app-agent-read</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/shared-state/in-app-agent-write</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/shared-state/predictive-state-updates</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/threads</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/troubleshooting/common-issues</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/microsoft-agent-framework/troubleshooting/migrate-to-v2</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/ag-ui</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/build-with-agents</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/copilot-runtime</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/custom-look-and-feel/headless-ui</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/custom-look-and-feel/slots</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/frontend-tools</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/generative-ui/a2ui</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/generative-ui/mcp-apps</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/generative-ui/state-rendering</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/generative-ui/tool-rendering</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/generative-ui/your-components/display-only</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/generative-ui/your-components/interactive</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/human-in-the-loop/agent</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/human-in-the-loop/index</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/human-in-the-loop</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/index</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/inspector</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/multi-agent-flows</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/prebuilt-components</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/premium/headless-ui</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/premium/observability</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/premium/overview</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/premium/self-hosting</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/programmatic-control</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/quickstart/pydantic-ai</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/quickstart</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/shared-state/in-app-agent-read</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/shared-state/in-app-agent-write</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/shared-state/index</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/shared-state/predictive-state-updates</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/threads</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/troubleshooting/common-issues</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/troubleshooting/error-debugging</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/troubleshooting/migrate-to-1.10.X</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/troubleshooting/migrate-to-1.8.2</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/integrations/pydantic-ai/troubleshooting/migrate-to-v2</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/microsoft-teams</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/migrate/1.10.X</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/migrate/1.8.2</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/migrate/v2</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/multi-agent/subagents</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/multimodal-attachments</loc>
    <lastmod>2026-06-13T06:17:36+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/prebuilt-components/chat-controls</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/prebuilt-components/chat</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/prebuilt-components/index</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/prebuilt-components/popup</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/prebuilt-components/sidebar</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/premium/headless-ui</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/premium/intelligence-platform</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/premium/observability</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/premium/overview</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/premium/self-hosting</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/premium/threads-explained</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/programmatic-control</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/quickstart</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/react-native</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/reference/v2/hooks/useCapabilities</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/runtime-server-adapter</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/shared-state/agent-readonly</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/shared-state/rendering-in-app</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/shared-state/streaming</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/shared-state</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/slack</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/threads</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/troubleshooting/common-issues</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/troubleshooting/debug-mode</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/troubleshooting/error-debugging</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/troubleshooting/error-reference</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/troubleshooting/event-inspector</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/troubleshooting/hook-explorer</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/troubleshooting/inspector-dev-console</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/troubleshooting/observability-connectors</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/tutorials/ai-powered-textarea/next-steps</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/tutorials/ai-powered-textarea/overview</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/tutorials/ai-powered-textarea/step-1-checkout-repo</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/tutorials/ai-powered-textarea/step-2-setup-copilotkit</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/tutorials/ai-powered-textarea/step-3-copilot-textarea</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/tutorials/ai-powered-textarea/step-4-copilot-readable-state</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/tutorials/ai-todo-app/next-steps</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/tutorials/ai-todo-app/overview</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/tutorials/ai-todo-app/step-1-checkout-repo</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/tutorials/ai-todo-app/step-2-setup-copilotkit</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/tutorials/ai-todo-app/step-3-copilot-readable-state</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/tutorials/ai-todo-app/step-4-frontend-tools</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/tutorials/multi-conversation-chat</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/voice</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/vs-code-extension</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/whats-new/a2a-mcp-handshake</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/whats-new/a2ui-launch</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/whats-new/generative-ui-spec-support</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/whats-new/index</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/whats-new/langgraph-deep-agents</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/whats-new/mcp-apps-support</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/docs/whats-new/v1-50</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/framework-overviews/ag2/after-features</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/framework-overviews/agent-spec/after-features</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/framework-overviews/ms-agent-dotnet/after-features</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/bot/classes/Thread</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/bot/components/Actions</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/bot/components/Button</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/bot/components/Context</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/bot/components/Divider</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/bot/components/Fields</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/bot/components/Header</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/bot/components/Image</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/bot/components/Input</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/bot/components/Markdown</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/bot/components/Message</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/bot/components/Section</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/bot/components/Select</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/bot/components/Table</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/bot/functions/bind</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/bot/functions/createBot</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/bot/functions/defineBotCommand</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/bot/functions/defineBotTool</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/bot/functions/renderToIR</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/bot/index</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/bot/slack/SanitizingHttpAgent</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/bot/slack/defaultSlackContext</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/bot/slack/defaultSlackTools</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/bot/slack/index</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/bot/slack/markdownToMrkdwn</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/bot/slack/renderBlockKit</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/bot/types/ActionStore</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/bot/types/BotNode</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/bot/types/InteractionContext</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/components/CopilotChat</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/components/CopilotChatAssistantMessage</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/components/CopilotChatInput</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/components/CopilotChatMessageView</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/components/CopilotChatUserMessage</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/components/CopilotChatView</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/components/CopilotKit</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/components/CopilotPopup</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/components/CopilotSidebar</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/core/classes/CopilotKitCore</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/core/classes/ProxiedCopilotRuntimeAgent</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/core/enums/CopilotKitCoreErrorCode</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/core/enums/CopilotKitCoreRuntimeConnectionStatus</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/core/enums/ToolCallStatus</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/core/index</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/core/types/CopilotKitCoreConfig</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/core/types/CopilotKitCoreSubscriber</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/core/types/FrontendTool</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/core/types/ProxiedCopilotRuntimeAgentConfig</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/core/types/Suggestion</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/core/types/SuggestionsConfig</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/hooks/useAgent</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/hooks/useAgentContext</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/hooks/useCapabilities</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/hooks/useComponent</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/hooks/useConfigureSuggestions</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/hooks/useCopilotChatConfiguration</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/hooks/useCopilotKit</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/hooks/useDefaultRenderTool</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/hooks/useFrontendTool</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/hooks/useHumanInTheLoop</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/hooks/useInterrupt</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/hooks/useRenderTool</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/hooks/useRenderToolCall</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/hooks/useSuggestions</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/hooks/useThreads</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/index</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/v1/classes/CopilotRuntime</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/v1/classes/CopilotTask</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/v1/classes/llm-adapters/AnthropicAdapter</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/v1/classes/llm-adapters/GoogleGenerativeAIAdapter</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/v1/classes/llm-adapters/GroqAdapter</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/v1/classes/llm-adapters/LangChainAdapter</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/v1/classes/llm-adapters/OpenAIAdapter</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/v1/classes/llm-adapters/OpenAIAssistantAdapter</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/v1/components/CopilotKit</loc>
    <lastmod>2026-06-13T06:17:37+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/v1/components/CopilotTextarea</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/v1/components/chat/CopilotChat</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/v1/components/chat/CopilotPopup</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/v1/components/chat/CopilotSidebar</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/v1/components/chat/index</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/v1/hooks/useAgent</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/v1/hooks/useCoAgent</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/v1/hooks/useCoAgentStateRender</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/v1/hooks/useCopilotAction</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/v1/hooks/useCopilotAdditionalInstructions</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/v1/hooks/useCopilotChat</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/v1/hooks/useCopilotChatHeadless_c</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/v1/hooks/useCopilotChatSuggestions</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/v1/hooks/useCopilotReadable</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/v1/hooks/useDefaultTool</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/v1/hooks/useFrontendTool</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/v1/hooks/useHumanInTheLoop</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/v1/hooks/useLangGraphInterrupt</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/v1/hooks/useRenderToolCall</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/v1/index</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/v1/sdk/js/LangGraph</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/v1/sdk/python/CrewAI</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/v1/sdk/python/CrewAIAgent</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/v1/sdk/python/LangGraph</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/v1/sdk/python/LangGraphAgent</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/reference/v1/sdk/python/RemoteEndpoints</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/cloud/cloud-copilotkit-provider</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/coagents/cloud-configure-copilotkit-provider</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/coagents/run-and-connect-agent</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/coagents/self-host-configure-copilotkit-provider</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/component-examples</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/copilot-cloud-configure-copilotkit-provider</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/copilot-cloud-configure-remote-endpoint-langgraph</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/copilot-cloud-configure-remote-endpoint</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/copilot-runtime</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/copilot-ui</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/crew-quickstart</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/find-your-copilot-runtime</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/headless-ui</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/install-python-sdk-crew</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/install-python-sdk</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/install-sdk</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/integrations/adk/run-and-connect</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/integrations/agent-spec/run-and-connect</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/integrations/agentcore/index</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/integrations/agno/run-and-connect</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/integrations/aws-strands/run-and-connect</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/integrations/deepagents/frontend-tools</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/integrations/deepagents/run-and-connect</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/integrations/langgraph/frontend-tools</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/integrations/langgraph/run-and-connect</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/integrations/llamaindex/run-and-connect</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/integrations/mastra/run-and-connect</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/integrations/microsoft-agent-framework/run-and-connect</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/integrations/pydantic-ai/run-and-connect</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/landing-code-showcase</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/langgraph-platform-deployment-tabs</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/llm-adapters</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/self-hosting-copilot-runtime-configure-copilotkit-provider</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/self-hosting-copilot-runtime-create-endpoint</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/self-hosting-copilot-runtime-langgraph-endpoint</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/self-hosting-copilot-runtime-starter</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/self-hosting-remote-endpoints</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/shared/app-control/frontend-tools</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/shared/backend/ag-ui</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/shared/backend/custom-agent</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/shared/basics/headless-ui</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/shared/basics/prebuilt-components</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/shared/basics/programmatic-control</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/shared/basics/slots</loc>
    <lastmod>2026-06-13T06:17:38+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/shared/coding-agents</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/shared/contributing/code-contributions/development</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/shared/contributing/code-contributions/package-linking</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/shared/contributing/docs-contributions</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/shared/generative-ui/a2ui</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/shared/generative-ui/display-only</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/shared/generative-ui/interactive</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/shared/generative-ui/mcp-apps</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/shared/generative-ui/tool-rendering</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/shared/generative-ui-specs-overview</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/shared/guides/build-with-agents</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/shared/guides/copilot-suggestions</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/shared/guides/custom-look-and-feel/bring-your-own-components</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/shared/guides/custom-look-and-feel/built-in-ui-components</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/shared/guides/custom-look-and-feel/customize-built-in-ui-components</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/shared/guides/custom-look-and-feel/headless-ui</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/shared/guides/custom-look-and-feel/markdown-rendering</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/shared/guides/custom-look-and-feel/reasoning-messages</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/shared/guides/default-tool-rendering</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/shared/guides/mcp-server-setup</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/shared/premium/headless-ui</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/shared/premium/inspector</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/shared/premium/observability</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/shared/premium/overview</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/shared/premium/self-hosting</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/shared/reference/copilotkit-component</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/shared/telemetry/anonymous</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/shared/threads/threads</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/shared/troubleshooting/common-issues</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/shared/troubleshooting/debug-mode</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/shared/troubleshooting/error-debugging</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/shared/troubleshooting/migrate-to-1.10.X</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/shared/troubleshooting/migrate-to-1.8.2</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/shared/troubleshooting/migrate-to-v2</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/shared/troubleshooting/observability-connectors</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/use-agent</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/showcase/shell-docs/src/content/snippets/use-client-callout</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/a2ui-renderer/SKILL</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/copilotkit-agui/SKILL</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/copilotkit-agui/references/building-agents</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/copilotkit-agui/references/client-sdk</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/copilotkit-agui/references/event-flow-diagrams</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/copilotkit-agui/references/protocol-spec</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/copilotkit-agui/sources</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/copilotkit-contribute/SKILL</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/copilotkit-contribute/references/contribution-guide</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/copilotkit-contribute/references/pr-guidelines</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/copilotkit-contribute/references/repo-structure</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/copilotkit-contribute/references/testing-guide</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/copilotkit-contribute/sources</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/copilotkit-debug/SKILL</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/copilotkit-debug/references/agent-debugging</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/copilotkit-debug/references/error-patterns</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/copilotkit-debug/references/quick-workflows</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/copilotkit-debug/references/runtime-debugging</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/copilotkit-debug/sources</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/copilotkit-develop/SKILL</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/copilotkit-develop/references/api-surface</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/copilotkit-develop/references/chat-customization</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/copilotkit-develop/references/runtime-api</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/copilotkit-develop/sources</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/copilotkit-integrations/SKILL</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/copilotkit-integrations/references/integrations/a2a</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/copilotkit-integrations/references/integrations/adk</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/copilotkit-integrations/references/integrations/agno</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/copilotkit-integrations/references/integrations/crewai</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/copilotkit-integrations/references/integrations/langgraph</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/copilotkit-integrations/references/integrations/llamaindex</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/copilotkit-integrations/references/integrations/mastra</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/copilotkit-integrations/references/integrations/ms-agent-framework</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/copilotkit-integrations/references/integrations/pydantic-ai</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/copilotkit-integrations/references/integrations/strands</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/copilotkit-integrations/sources</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/copilotkit-self-update/SKILL</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/copilotkit-setup/SKILL</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/copilotkit-setup/references/framework-detection</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/copilotkit-setup/references/runtime-architecture</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/copilotkit-setup/references/telemetry-setup</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/copilotkit-setup/sources</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/copilotkit-upgrade/SKILL</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/copilotkit-upgrade/references/breaking-changes</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/copilotkit-upgrade/references/deprecation-map</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/copilotkit-upgrade/references/v1-to-v2-migration</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/copilotkit-upgrade/sources</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/react-core/SKILL</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/react-core/references/agent-access</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/react-core/references/attachments</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/react-core/references/capabilities</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/react-core/references/chat-components</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/react-core/references/client-side-tools</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/react-core/references/custom-message-renderers</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/react-core/references/debug-mode</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/react-core/references/human-in-the-loop</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/react-core/references/provider-setup</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/react-core/references/rendering-activity-messages</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/react-core/references/rendering-tool-calls</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/react-core/references/suggestions</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/react-core/references/switching-agents-recipes</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/react-core/references/switching-agents</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/react-core/references/threads</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/runtime/SKILL</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/runtime/references/agent-runners-custom</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/runtime/references/agent-runners-in-memory</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/runtime/references/agent-runners-sqlite</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/runtime/references/agent-runners</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/runtime/references/built-in-agent-factory-modes</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/runtime/references/built-in-agent-helper-utilities</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/runtime/references/built-in-agent-model-identifiers</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/runtime/references/built-in-agent</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/runtime/references/intelligence-mode</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/runtime/references/middleware</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/runtime/references/server-side-tools</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/runtime/references/setup-endpoint</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/runtime/references/transcription</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/runtime/references/wiring-a2a</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/runtime/references/wiring-adk</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/runtime/references/wiring-ag2</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/runtime/references/wiring-agno</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/runtime/references/wiring-aws-strands</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/runtime/references/wiring-crewai-crews</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/runtime/references/wiring-crewai-flows</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/runtime/references/wiring-external-agents</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/runtime/references/wiring-langgraph</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/runtime/references/wiring-llamaindex</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/runtime/references/wiring-mastra</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/runtime/references/wiring-mcp-apps-middleware</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/runtime/references/wiring-ms-agent-framework</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/copilotkit/versions/1.60.1/pages/skills/runtime/references/wiring-pydantic-ai</loc>
    <lastmod>2026-06-13T06:17:39+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/pest/versions/4.7.3/pages/README</loc>
    <lastmod>2026-06-13T07:17:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/pest/versions/4.7.3/pages/RELEASE</loc>
    <lastmod>2026-06-13T07:17:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ink/versions/7.0.6/pages/readme</loc>
    <lastmod>2026-06-13T07:17:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ink/versions/7.0.6/pages/recipes/routing</loc>
    <lastmod>2026-06-13T07:17:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/.bazelci/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/.bcr/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/bazel/private/oss/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/ci/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/cmake/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/compatibility/smoke/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/compatibility/v3.25.0/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/conformance/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/csharp/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/csharp/keys/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/csharp/protos/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/docs/cmake_protobuf_generate</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/docs/cpp_build_systems</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/docs/csharp/proto2</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/docs/design/editions/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/docs/design/editions/cpp-apis-for-edition-zero</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/docs/design/editions/edition-evolution</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/docs/design/editions/edition-lifetimes</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/docs/design/editions/edition-naming</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/docs/design/editions/edition-zero-converged-semantics</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/docs/design/editions/edition-zero-feature-enum-field-closedness</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/docs/design/editions/edition-zero-features</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/docs/design/editions/edition-zero-json-handling</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/docs/design/editions/editions-feature-extension-layout</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/docs/design/editions/editions-feature-visibility</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/docs/design/editions/editions-life-of-a-featureset</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/docs/design/editions/group-migration-issues</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/docs/design/editions/java-lite-for-editions</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/docs/design/editions/legacy-syntax-editions</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/docs/design/editions/life-of-an-edition</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/docs/design/editions/minimum-required-edition</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/docs/design/editions/protobuf-design-options-attributes</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/docs/design/editions/protobuf-editions-design-features</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/docs/design/editions/protobuf-editions-for-schema-producers</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/docs/design/editions/stricter-schemas-with-editions</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/docs/design/editions/what-are-protobuf-editions</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/docs/design/prototiller/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/docs/design/prototiller/editions-tooling</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/docs/design/prototiller/prototiller-reqs-for-edition-zero</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/docs/design/prototiller/prototiller-reqs-for-editions</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/docs/field_presence</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/docs/implementing_proto3_presence</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/docs/jvm_aot</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/docs/options</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/spring-ai/versions/2.0.0/pages/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/docs/third_party</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/spring-ai/versions/2.0.0/pages/auto-configurations/models/spring-ai-autoconfigure-model-google-genai/MIGRATION_GUIDE</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/spring-ai/versions/2.0.0/pages/document-readers/spring-ai-jsoup-document-reader/%20README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/docs/upb/arena_fusion</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/spring-ai/versions/2.0.0/pages/memory-repositories/spring-ai-model-chat-memory-repository-jdbc/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/docs/upb/design</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/spring-ai/versions/2.0.0/pages/memory-repositories/spring-ai-model-chat-memory-repository-mongodb/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/docs/upb/style-guide</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/spring-ai/versions/2.0.0/pages/models/spring-ai-anthropic/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/docs/upb/vs-cpp-protos</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/spring-ai/versions/2.0.0/pages/models/spring-ai-bedrock/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/spring-ai/versions/2.0.0/pages/models/spring-ai-deepseek/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/docs/upb/wrapping-upb</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/spring-ai/versions/2.0.0/pages/models/spring-ai-elevenlabs/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/examples/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/examples/example_without_cc_toolchain/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/spring-ai/versions/2.0.0/pages/models/spring-ai-google-genai/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/hpb_generator/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/java/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/spring-ai/versions/2.0.0/pages/models/spring-ai-google-genai-embedding/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/java/lite</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/spring-ai/versions/2.0.0/pages/models/spring-ai-mistral-ai/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/java/protoc/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/spring-ai/versions/2.0.0/pages/models/spring-ai-ollama/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/lua/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/spring-ai/versions/2.0.0/pages/models/spring-ai-openai/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/objectivec/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/spring-ai/versions/2.0.0/pages/models/spring-ai-postgresml/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/php/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/spring-ai/versions/2.0.0/pages/models/spring-ai-stability-ai/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/php/REFCOUNTING</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/spring-ai/versions/2.0.0/pages/models/spring-ai-transformers/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/pkg/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/spring-ai/versions/2.0.0/pages/spring-ai-docs/src/main/asciidoc/mcp</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/python/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/spring-ai/versions/2.0.0/pages/spring-ai-docs/src/main/javadoc/overview</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/python/docs/google/protobuf/any_pb2</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/spring-ai/versions/2.0.0/pages/spring-ai-test/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/python/docs/google/protobuf/descriptor</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/python/docs/google/protobuf/descriptor_database</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/python/docs/google/protobuf/descriptor_pb2</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/spring-ai/versions/2.0.0/pages/spring-ai-tool-search-tool/src/main/resources/DEFAULT_SYSTEM_PROMPT_SUFFIX</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/python/docs/google/protobuf/descriptor_pool</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/spring-ai/versions/2.0.0/pages/spring-ai-tool-search-tool/src/main/resources/DEFAULT_SYSTEM_PROMPT_SUFFIX_LARGE</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/python/docs/google/protobuf/duration_pb2</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/python/docs/google/protobuf/empty_pb2</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/spring-ai/versions/2.0.0/pages/src/ecosystem-ci/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/python/docs/google/protobuf/field_mask_pb2</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/spring-ai/versions/2.0.0/pages/vector-stores/spring-ai-azure-store/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/python/docs/google/protobuf/internal/containers</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/python/docs/google/protobuf/json_format</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/spring-ai/versions/2.0.0/pages/vector-stores/spring-ai-cassandra-store/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/python/docs/google/protobuf/message</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/spring-ai/versions/2.0.0/pages/vector-stores/spring-ai-chroma-store/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/python/docs/google/protobuf/message_factory</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/python/docs/google/protobuf/proto_builder</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/spring-ai/versions/2.0.0/pages/vector-stores/spring-ai-coherence-store/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/python/docs/google/protobuf/reflection</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/spring-ai/versions/2.0.0/pages/vector-stores/spring-ai-couchbase-store/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/python/docs/google/protobuf/service</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/spring-ai/versions/2.0.0/pages/vector-stores/spring-ai-gemfire-store/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/python/docs/google/protobuf/service_reflection</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/spring-ai/versions/2.0.0/pages/vector-stores/spring-ai-mariadb-store/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/python/docs/google/protobuf/struct_pb2</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/python/docs/google/protobuf/symbol_database</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/spring-ai/versions/2.0.0/pages/vector-stores/spring-ai-milvus-store/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/python/docs/google/protobuf/text_encoding</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/python/docs/google/protobuf/text_format</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/spring-ai/versions/2.0.0/pages/vector-stores/spring-ai-neo4j-store/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/python/docs/google/protobuf/timestamp_pb2</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/spring-ai/versions/2.0.0/pages/vector-stores/spring-ai-oracle-store/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/python/docs/google/protobuf/type_pb2</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/spring-ai/versions/2.0.0/pages/vector-stores/spring-ai-pgvector-store/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/python/docs/google/protobuf/unknown_fields</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/spring-ai/versions/2.0.0/pages/vector-stores/spring-ai-pinecone-store/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/python/docs/google/protobuf/wrappers_pb2</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/spring-ai/versions/2.0.0/pages/vector-stores/spring-ai-qdrant-store/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/python/docs/google/protobuf</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/spring-ai/versions/2.0.0/pages/vector-stores/spring-ai-redis-semantic-cache/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/python/docs/index</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/python/protobuf_distutils/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/spring-ai/versions/2.0.0/pages/vector-stores/spring-ai-redis-store/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/ruby/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/spring-ai/versions/2.0.0/pages/vector-stores/spring-ai-weaviate-store/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/rust/release_crates/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/rust/release_crates/protobuf/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/rust/release_crates/protobuf_codegen/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/rust/release_crates/protobuf_example/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/rust/release_crates/protobuf_macros/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/rust/release_crates/protobuf_well_known_types/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/rust/upb/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/src/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/src/google/protobuf/compiler/kotlin/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/src/google/protobuf/util/python/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/third_party/utf8_range/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/upb/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/upb/io/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/upb/util/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/protocolbuffers-protobuf/versions/35.1/pages/upb_generator/common/README</loc>
    <lastmod>2026-06-13T07:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/.buildkite/performance-benchmarks/README</loc>
    <lastmod>2026-06-13T07:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/.buildkite/performance-benchmarks/performance-benchmarks-descriptions</loc>
    <lastmod>2026-06-13T07:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/README</loc>
    <lastmod>2026-06-13T07:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/RELEASE</loc>
    <lastmod>2026-06-13T07:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/csrc/quantization/machete/Readme</loc>
    <lastmod>2026-06-13T07:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/csrc/quantization/w8a8/cutlass/Epilogues</loc>
    <lastmod>2026-06-13T07:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/README</loc>
    <lastmod>2026-06-13T07:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/api/README</loc>
    <lastmod>2026-06-13T07:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/benchmarking/README</loc>
    <lastmod>2026-06-13T07:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/benchmarking/cli</loc>
    <lastmod>2026-06-13T07:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/benchmarking/dashboard</loc>
    <lastmod>2026-06-13T07:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/benchmarking/sweeps</loc>
    <lastmod>2026-06-13T07:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/cli/README</loc>
    <lastmod>2026-06-13T07:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/cli/chat</loc>
    <lastmod>2026-06-13T07:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/cli/complete</loc>
    <lastmod>2026-06-13T07:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/cli/json_tip.inc</loc>
    <lastmod>2026-06-13T07:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/cli/launch/render</loc>
    <lastmod>2026-06-13T07:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/cli/run-batch</loc>
    <lastmod>2026-06-13T07:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/cli/serve</loc>
    <lastmod>2026-06-13T07:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/community/contact_us</loc>
    <lastmod>2026-06-13T07:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/community/meetups</loc>
    <lastmod>2026-06-13T07:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/community/sponsors</loc>
    <lastmod>2026-06-13T07:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/configuration/README</loc>
    <lastmod>2026-06-13T07:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/configuration/conserving_memory</loc>
    <lastmod>2026-06-13T07:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/configuration/engine_args</loc>
    <lastmod>2026-06-13T07:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/configuration/env_vars</loc>
    <lastmod>2026-06-13T07:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/configuration/model_resolution</loc>
    <lastmod>2026-06-13T07:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/configuration/optimization</loc>
    <lastmod>2026-06-13T07:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/configuration/serve_args</loc>
    <lastmod>2026-06-13T07:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/contributing/README</loc>
    <lastmod>2026-06-13T07:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/contributing/ci/failures</loc>
    <lastmod>2026-06-13T07:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/contributing/ci/nightly_builds</loc>
    <lastmod>2026-06-13T07:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/contributing/ci/update_pytorch_version</loc>
    <lastmod>2026-06-13T07:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/contributing/deprecation_policy</loc>
    <lastmod>2026-06-13T07:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/contributing/dockerfile/dockerfile</loc>
    <lastmod>2026-06-13T07:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/contributing/editing-agent-instructions</loc>
    <lastmod>2026-06-13T07:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/contributing/incremental_build</loc>
    <lastmod>2026-06-13T07:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/contributing/model/README</loc>
    <lastmod>2026-06-13T07:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/contributing/model/basic</loc>
    <lastmod>2026-06-13T07:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/contributing/model/multimodal</loc>
    <lastmod>2026-06-13T07:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/contributing/model/registration</loc>
    <lastmod>2026-06-13T07:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/contributing/model/tests</loc>
    <lastmod>2026-06-13T07:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/contributing/model/transcription</loc>
    <lastmod>2026-06-13T07:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/contributing/profiling</loc>
    <lastmod>2026-06-13T07:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/contributing/vulnerability_management</loc>
    <lastmod>2026-06-13T07:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/deployment/docker</loc>
    <lastmod>2026-06-13T07:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/deployment/frameworks/anyscale</loc>
    <lastmod>2026-06-13T07:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/deployment/frameworks/anything-llm</loc>
    <lastmod>2026-06-13T07:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/deployment/frameworks/autogen</loc>
    <lastmod>2026-06-13T07:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/deployment/frameworks/bentoml</loc>
    <lastmod>2026-06-13T07:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/deployment/frameworks/cerebrium</loc>
    <lastmod>2026-06-13T07:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/deployment/frameworks/chatbox</loc>
    <lastmod>2026-06-13T07:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/deployment/frameworks/dify</loc>
    <lastmod>2026-06-13T07:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/deployment/frameworks/dstack</loc>
    <lastmod>2026-06-13T07:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/deployment/frameworks/haystack</loc>
    <lastmod>2026-06-13T07:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/deployment/frameworks/helm</loc>
    <lastmod>2026-06-13T07:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/deployment/frameworks/hf_inference_endpoints</loc>
    <lastmod>2026-06-13T07:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/deployment/frameworks/litellm</loc>
    <lastmod>2026-06-13T07:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/deployment/frameworks/lobe-chat</loc>
    <lastmod>2026-06-13T07:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/deployment/frameworks/lws</loc>
    <lastmod>2026-06-13T07:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/deployment/frameworks/modal</loc>
    <lastmod>2026-06-13T07:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/deployment/frameworks/open-webui</loc>
    <lastmod>2026-06-13T07:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/deployment/frameworks/retrieval_augmented_generation</loc>
    <lastmod>2026-06-13T07:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/deployment/frameworks/runpod</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/deployment/frameworks/skypilot</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/deployment/frameworks/streamlit</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/deployment/frameworks/triton</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/deployment/integrations/aibrix</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/deployment/integrations/dynamo</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/deployment/integrations/kaito</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/deployment/integrations/kserve</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/deployment/integrations/kthena</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/deployment/integrations/kubeai</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/deployment/integrations/kuberay</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/deployment/integrations/llamastack</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/deployment/integrations/llm-d</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/deployment/integrations/llmaz</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/deployment/integrations/production-stack</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/deployment/k8s</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/deployment/nginx</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/design/arch_overview</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/design/attention_backends</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/design/cuda_graphs</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/design/cuda_graphs_multimodal</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/design/custom_op</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/design/dbo</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/design/debug_vllm_compile</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/design/fused_moe_modular_kernel</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/design/fusions</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/design/huggingface_integration</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/design/hybrid_kv_cache_manager</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/design/io_processor_plugins</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/design/logits_processors</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/design/lora_resolver_plugins</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/design/metrics</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/design/mm_processing</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/design/model_runner_v2</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/design/moe_kernel_features</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/design/multiprocessing</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/design/nixl_kv_cache_lease</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/design/optimization_levels</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/design/p2p_nccl_connector</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/design/paged_attention</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/design/plugin_system</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/design/prefix_caching</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/design/torch_compile</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/design/torch_compile_multimodal</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/design/vllm_ir</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/examples/README</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/features/README</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/features/automatic_prefix_caching</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/features/batch_invariance</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/features/context_extension</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/features/custom_arguments</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/features/custom_logitsprocs</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/features/disagg_encoder</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/features/disagg_prefill</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/features/index_cache</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/features/interleaved_thinking</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/features/lora</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/features/mooncake_connector_usage</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/features/mooncake_store_connector_usage</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/features/moriio_connector_usage</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/features/multimodal_inputs</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/features/nixl_connector_compatibility</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/features/nixl_connector_usage</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/features/prompt_embeds</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/features/quantization/README</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/features/quantization/auto_awq</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/features/quantization/bnb</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/features/quantization/fp8_vit_attn</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/features/quantization/gguf</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/features/quantization/gptqmodel</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/features/quantization/inc</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/features/quantization/llm_compressor/README</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/features/quantization/llm_compressor/fp8</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/features/quantization/llm_compressor/int4</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/features/quantization/llm_compressor/int8_w4a8</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/features/quantization/llm_compressor/int8_w8a8</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/features/quantization/modelopt</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/features/quantization/online</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/features/quantization/quantized_kvcache</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/features/quantization/quark</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/.agents/skills/adding-ty-diagnostics/SKILL</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/features/quantization/torchao</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/.agents/skills/minimizing-ty-ecosystem-changes/SKILL</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/features/reasoning_outputs</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/.agents/skills/minimizing-ty-ecosystem-changes/references/advanced-minimization</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/.agents/skills/summarise-ecosystem-results/SKILL</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/features/sleep_mode</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/.agents/skills/summarise-ecosystem-results/assets/report-template</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/.agents/skills/summarise-ecosystem-results/references/subagent-handoff</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/features/speculative_decoding/README</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/.agents/skills/working-on-ty/SKILL</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/features/speculative_decoding/draft_model</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/BREAKING_CHANGES</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/features/speculative_decoding/eagle</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/features/speculative_decoding/extract_hidden_states</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/README</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/features/speculative_decoding/mlp</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/features/speculative_decoding/mtp</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/changelogs/0.1.x</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/features/speculative_decoding/n_gram</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/features/speculative_decoding/parallel_draft_model</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/features/speculative_decoding/speculators</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/features/speculative_decoding/suffix</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/features/structured_outputs</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/changelogs/0.10.x</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/changelogs/0.11.x</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/features/tool_calling</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/changelogs/0.12.x</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/getting_started/installation/README</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/getting_started/installation/cpu.apple.inc</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/changelogs/0.13.x</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/getting_started/installation/cpu.arm.inc</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/changelogs/0.14.x</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/getting_started/installation/cpu</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/changelogs/0.2.x</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/getting_started/installation/cpu.s390x.inc</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/getting_started/installation/cpu.x86.inc</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/changelogs/0.3.x</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/getting_started/installation/device.template</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/getting_started/installation/gpu.apple.inc</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/changelogs/0.4.x</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/getting_started/installation/gpu.cuda.inc</loc>
    <lastmod>2026-06-13T07:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/changelogs/0.5.x</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/getting_started/installation/gpu</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/changelogs/0.6.x</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/getting_started/installation/gpu.rocm.inc</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/changelogs/0.7.x</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/getting_started/installation/gpu.xpu.inc</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/changelogs/0.8.x</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/getting_started/installation/python_env_setup.inc</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/changelogs/0.9.x</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/getting_started/quickstart</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ruff_annotate_snippets/README</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/governance/collaboration</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ruff_benchmark/README</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/governance/committers</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ruff_benchmark/resources/README</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/governance/process</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ruff_linter/resources/mdtest/flake8-bandit/unsafe-markup-use</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ruff_linter/resources/mdtest/flake8-pytest-style/pytest-parametrize-names-wrong-type</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/mkdocs/overrides/main</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ruff_linter/resources/mdtest/pyflakes/string-dot-format-extra-positional-arguments</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/mkdocs/overrides/partials/toc-item</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ruff_linter/resources/mdtest/pylint/invalid-character-backspace</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/models/extensions/fastsafetensor</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/models/extensions/instanttensor</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ruff_linter/resources/mdtest/pylint/magic-value-comparison</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/models/extensions/runai_model_streamer</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ruff_linter/resources/mdtest/pylint/too-many-statements-in-try-clause</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ruff_linter/resources/mdtest/pyupgrade/f-string</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/models/extensions/tensorizer</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ruff_linter/resources/mdtest/ruff/fallible-context-manager</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/models/generative_models</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/models/hardware_supported_models/cpu</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ruff_linter/resources/mdtest/ruff/pytest-fixture-autouse</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/models/hardware_supported_models/xpu</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ruff_linter/resources/mdtest/suppression/ignore</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/models/pooling_models/README</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ruff_linter/resources/mdtest/test-rules/panicy-test-rule</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ruff_python_ast_integration_tests/README</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/models/pooling_models/classify</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ruff_python_formatter/README</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/models/pooling_models/embed</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ruff_python_parser/README</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ruff_python_trivia_integration_tests/README</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ruff_server/README</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/models/pooling_models/reward</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ruff_server/docs/MIGRATION</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/models/pooling_models/scoring</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ruff_server/docs/setup/HELIX</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ruff_server/docs/setup/KATE</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ruff_server/docs/setup/NEOVIM</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/models/pooling_models/specific_models</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ruff_server/docs/setup/VIM</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ruff_wasm/README</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/models/pooling_models/token_classify</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty/README</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/models/pooling_models/token_embed</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty/docs/cli</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/models/supported_models</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty/docs/configuration</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty/docs/environment</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/serving/context_parallel_deployment</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty/docs/rules</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/serving/data_parallel_deployment</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/serving/distributed_troubleshooting</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/serving/expert_parallel_deployment</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty/docs/tracing</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/serving/integrations/claude_code</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_completion_bench/README</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/serving/integrations/codex</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/serving/integrations/langchain</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/serving/integrations/llamaindex</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/serving/offline_inference</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/serving/online_serving/README</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/serving/online_serving/generative_scoring</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/serving/online_serving/openai_compatible_server</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/serving/online_serving/renderer</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/serving/online_serving/speech_to_text</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/serving/parallelism_scaling</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/training/async_rl</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/training/layerwise</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/training/rlhf</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/training/trl</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/training/weight_transfer/README</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/training/weight_transfer/base</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/training/weight_transfer/ipc</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/training/weight_transfer/nccl</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/usage/README</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/usage/faq</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/usage/metrics</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/usage/reproducibility</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/usage/troubleshooting</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/usage/usage_stats</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/docs/usage/v1_guide</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/examples/basic/offline_inference/README</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/examples/deployment/chart-helm/README</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/examples/disaggregated/disaggregated_encoder/README</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/examples/disaggregated/disaggregated_serving/README</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/examples/disaggregated/example_connector/README</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/examples/disaggregated/kv_load_failure_recovery_offline/README</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/examples/disaggregated/lmcache/README</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/examples/features/logging_configuration</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/examples/features/logits_processor/README</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/examples/features/openai_batch/README</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/examples/features/structured_outputs/README</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/examples/generate/multimodal/qwen2_5_omni/README</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/examples/observability/dashboards/README</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/examples/observability/dashboards/grafana/README</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/examples/observability/dashboards/perses/README</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/examples/observability/opentelemetry/README</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/examples/observability/prometheus_grafana/README</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/examples/pooling/embed/openai_embedding_long_text/README</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/rust/README</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/rust/src/chat/examples/README</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/rust/src/cmd/examples/README</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/rust/src/engine-core-client/examples/README</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/rust/src/llm/examples/README</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/rust/src/mock-engine/README</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/rust/src/server/examples/README</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/tools/ep_kernels/README</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/tools/profiler/nsys_profile_tools/README</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/vllm/distributed/kv_transfer/README</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/vllm/lora/ops/triton_ops/README_TUNING</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/vllm/model_executor/layers/quantization/utils/configs/README</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/vllm/versions/0.23.0/pages/vllm/v1/worker/gpu/README</loc>
    <lastmod>2026-06-13T07:17:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_completion_eval/README</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_completion_eval/truth/README</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/README</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/corpus/83_jupyter_notebook_ipython_magic</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/abstract</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/annotations/annotated</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/annotations/any</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/annotations/callable</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/annotations/deferred</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/annotations/generic_alias</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/annotations/int_float_complex</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/annotations/invalid</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/annotations/literal</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/annotations/literal_string</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/annotations/never</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/annotations/new_types</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/annotations/optional</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/annotations/self</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/annotations/starred</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/annotations/stdlib_typing_aliases</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/annotations/string</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/annotations/union</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/annotations/unsupported_special_forms</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/annotations/unsupported_special_types</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/annotations/unsupported_type_qualifiers</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/assignment/annotations</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/assignment/augmented</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/assignment/multi_target</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/assignment/unbound</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/assignment/walrus</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/async</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/attributes</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/bidirectional</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/binary/booleans</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/binary/classes</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/binary/custom</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/binary/instances</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/binary/integers</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/binary/tuples</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/binary/unions</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/boolean/short_circuit</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/boundness_declaredness/public</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/call/abstract_method</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/call/annotation</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/call/builtins</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/call/callable_instance</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/call/callables_as_descriptors</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/call/constructor</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/call/dunder</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/call/dunder_import</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/call/function</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/call/functools_partial</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/call/getattr_static</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/call/invalid_syntax</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/call/methods</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/call/never</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/call/new_class</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/call/open</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/call/overloads</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/call/replace</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/call/str_startswith</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/call/subclass_of</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/call/type</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/call/union</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/class/super</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/classes</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/comparison/byte_literals</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/comparison/enums</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/comparison/identity</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/comparison/instances/membership_test</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/comparison/instances/rich_comparison</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/comparison/integers</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/comparison/intersections</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/comparison/non_bool_returns</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/comparison/strings</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/comparison/tuples</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/comparison/unions</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/comparison/unsupported</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/comprehensions/basic</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/comprehensions/invalid_syntax</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/conditional/if_expression</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/conditional/if_statement</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/conditional/match</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/cycle</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/dataclasses/dataclass_transform</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/dataclasses/dataclasses</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/dataclasses/fields</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/dataclasses/post_init</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/declaration/error</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/decorators/total_ordering</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/decorators</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/del</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/deprecated</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/descriptor_protocol</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/diagnostics/attribute_assignment</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/diagnostics/error_context</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/diagnostics/invalid_argument_type</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/diagnostics/invalid_assignment_syntactic_variants</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/diagnostics/invalid_await</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/diagnostics/invalid_type_parameter_order</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/diagnostics/legacy_typevars</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/diagnostics/missing_argument</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/diagnostics/missing_argument_paramspec</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/diagnostics/missing_type_argument</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/diagnostics/no_matching_overload</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/diagnostics/same_names</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/diagnostics/semantic_syntax_errors</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/diagnostics/shadowing</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/diagnostics/single_matching_overload</loc>
    <lastmod>2026-06-13T07:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/diagnostics/special_form_attributes</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/diagnostics/too_many_positionals</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/diagnostics/union_call</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/diagnostics/unknown_argument</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/diagnostics/unpacking</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/diagnostics/unresolved_import</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/diagnostics/unresolved_reference</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/diagnostics/unsupported_base_dynamic_type</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/diagnostics/unsupported_bool_conversion</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/diagnostics/unused_awaitable</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/diagnostics/version_related_syntax_errors</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/directives/assert_never</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/directives/assert_type</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/directives/cast</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/directives/reveal_type</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/doc/README</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/doc/public_type_undeclared_symbols</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/enums</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/exception/basic</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/exception/control_flow</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/exception/except_star</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/exception/invalid_syntax</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/exhaustiveness_checking</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/expression/assert</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/expression/attribute</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/expression/boolean</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/expression/if</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/expression/lambda</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/expression/len</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/expression/yield_and_yield_from</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/external/README</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/external/attrs</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/external/numpy</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/external/pydantic</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/external/pytest</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/external/sqlalchemy</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/external/sqlmodel</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/external/strawberry</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/final</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/function/parameters</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/function/return_type</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/generics/builtins</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/generics/pep695/aliases</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/generics/pep695/callables</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/generics/pep695/classes</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/generics/pep695/concatenate</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/generics/pep695/functions</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/generics/pep695/paramspec</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/generics/pep695/variables</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/generics/pep695/variance</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/generics/scoping</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/ide_support/all_members</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/implicit_type_aliases</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/import/allowed_unresolved_imports</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/import/basic</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/import/builtins</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/import/case_sensitive</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/import/conditional</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/import/conflicts</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/import/conventions</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/import/cyclic</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/import/dunder_all</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/import/dunder_file_attribute</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/import/errors</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/import/invalid_syntax</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/import/legacy_namespace</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/import/module_getattr</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/import/namespace</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/import/nonstandard_conventions</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/import/partial_stub_packages</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/import/relative</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/import/replace_imports_with_any</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/import/site_packages_discovery</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/import/star</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/import/stub_packages</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/import/stubs</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/import/tracking</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/import/workspaces</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/instance_layout_conflict</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/intersection_types</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/invalid_syntax</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/known_constants</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/libraries/numpy</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/liskov</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/literal/boolean</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/literal/bytes</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/literal/collections/dictionary</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/literal/collections/generator_expressions</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/literal/collections/list</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/literal/collections/set</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/literal/collections/tuple</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/literal/complex</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/literal/ellipsis</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/literal/f_string</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/literal/float</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/literal/integer</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/literal/string</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/loops/async_for</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/loops/for</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/loops/iterators</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/loops/while_loop</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/mdtest_config</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/mdtest_custom_typeshed</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/metaclass</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/mro</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/named_tuple</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/narrow/aliased_conditions</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/narrow/assert</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/narrow/assignment</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/narrow/bool-call</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/narrow/boolean</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/narrow/callable</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/narrow/complex_target</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/narrow/conditionals/boolean</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/narrow/conditionals/elif_else</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/narrow/conditionals/eq</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/narrow/conditionals/in</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/narrow/conditionals/is</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/narrow/conditionals/is_not</loc>
    <lastmod>2026-06-13T07:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/narrow/conditionals/nested</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/narrow/conditionals/not</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/narrow/hasattr</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/narrow/isinstance</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/narrow/issubclass</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/narrow/len</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/narrow/match</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/narrow/post_if_statement</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/narrow/truthiness</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/narrow/type</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/narrow/type_guards</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/narrow/while</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/os_name</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/overloads</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/override</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/paramspec_subcall_error_location</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/pep613_type_aliases</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/pep695_type_aliases</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/promotion</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/properties</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/protocols</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/public_types</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/python_version</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/regression/1377_iteration_count_mismatch</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/regression/14334_diagnostics_in_wrong_file</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/regression/2236_tuple_is_disjoint</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/regression/2799_constraint_correlation</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/regression/3020_callable_type_of</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/regression/3208_recursive_protocol_signature</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/regression/3525_character_split_notebook</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/regression/3593_function_known_decorators_cycle</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/regression/derived_constraint_cycles</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/regression/paramspec_on_python39</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/scopes/annotate_global</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/scopes/builtin</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/scopes/class_implicit_attrs</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/scopes/eager</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/scopes/global-constants</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/scopes/global</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/scopes/moduletype_attrs</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/scopes/nonlocal</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/scopes/unbound</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/sentinels</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/shadowing/class</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/shadowing/function</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/shadowing/variable_declaration</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/statically_known_branches</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/struct_unpack</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/stubs/class</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/stubs/ellipsis</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/stubs/locals</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/subscript/alias</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/subscript/assignment_diagnostics</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/subscript/bytes</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/subscript/class</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/subscript/instance</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/subscript/lists</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/subscript/stepsize_zero</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/subscript/string</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/subscript/tuple</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/subscript/typevar</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/suppressions/no_type_check</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/suppressions/ty_ignore</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/suppressions/type_ignore</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/sys_platform</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/sys_version_info</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/t_strings</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/terminal_statements</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/ty_extensions</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/type_compendium/README</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/type_compendium/always_truthy_falsy</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/type_compendium/any</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/type_compendium/integer_literals</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/type_compendium/never</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/type_compendium/none</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/type_compendium/not_t</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/type_compendium/object</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/type_compendium/tuple</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/type_display/callable</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/type_form</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/type_of/basic</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/type_of/dynamic</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/type_of/generics</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/type_of/typing_dot_Type</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/type_properties/constraints</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/type_properties/implies_subtype_of</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/type_properties/is_assignable_to</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/type_properties/is_disjoint_from</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/type_properties/is_equivalent_to</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/type_properties/is_single_valued</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/type_properties/is_singleton</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/type_properties/is_subtype_of</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/type_properties/materialization</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/type_properties/satisfied_by_all_typevars</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/type_properties/str_repr</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/type_properties/truthiness</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/type_properties/tuples_containing_never</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/type_qualifiers/classvar</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/type_qualifiers/final</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/type_qualifiers/initvar</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/typed_dict</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/unary/custom</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/unary/integers</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/unary/invert_add_usub</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/unary/not</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/union_types</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/unpacking</loc>
    <lastmod>2026-06-13T07:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/unreachable</loc>
    <lastmod>2026-06-13T07:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/with/async</loc>
    <lastmod>2026-06-13T07:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_python_semantic/resources/mdtest/with/sync</loc>
    <lastmod>2026-06-13T07:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_test/README</loc>
    <lastmod>2026-06-13T07:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_vendored/README</loc>
    <lastmod>2026-06-13T07:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_vendored/ty_extensions/README</loc>
    <lastmod>2026-06-13T07:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/crates/ty_vendored/typeshed_patches/README</loc>
    <lastmod>2026-06-13T07:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/docs/.overrides/main</loc>
    <lastmod>2026-06-13T07:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/docs/configuration</loc>
    <lastmod>2026-06-13T07:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/docs/editors/features</loc>
    <lastmod>2026-06-13T07:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/docs/editors/index</loc>
    <lastmod>2026-06-13T07:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/docs/editors/migration</loc>
    <lastmod>2026-06-13T07:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/docs/editors/settings</loc>
    <lastmod>2026-06-13T07:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/docs/editors/setup</loc>
    <lastmod>2026-06-13T07:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/docs/faq</loc>
    <lastmod>2026-06-13T07:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/docs/formatter/black</loc>
    <lastmod>2026-06-13T07:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/docs/formatter</loc>
    <lastmod>2026-06-13T07:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/docs/installation</loc>
    <lastmod>2026-06-13T07:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/docs/integrations</loc>
    <lastmod>2026-06-13T07:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/docs/linter</loc>
    <lastmod>2026-06-13T07:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/docs/preview</loc>
    <lastmod>2026-06-13T07:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/docs/tutorial</loc>
    <lastmod>2026-06-13T07:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/docs/versioning</loc>
    <lastmod>2026-06-13T07:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/fuzz/README</loc>
    <lastmod>2026-06-13T07:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/playground/README</loc>
    <lastmod>2026-06-13T07:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/playground/api/README</loc>
    <lastmod>2026-06-13T07:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/python/py-fuzzer/README</loc>
    <lastmod>2026-06-13T07:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/python/ruff-ecosystem/README</loc>
    <lastmod>2026-06-13T07:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ruff/versions/0.15.17/pages/scripts/ty_benchmark/README</loc>
    <lastmod>2026-06-13T07:17:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/phoenix-live-view/versions/1.2.1/pages/README</loc>
    <lastmod>2026-06-13T08:17:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/phoenix-live-view/versions/1.2.1/pages/assets/js/phoenix_live_view/README</loc>
    <lastmod>2026-06-13T08:17:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/phoenix-live-view/versions/1.2.1/pages/guides/client/bindings</loc>
    <lastmod>2026-06-13T08:17:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/phoenix-live-view/versions/1.2.1/pages/guides/client/external-uploads</loc>
    <lastmod>2026-06-13T08:17:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/phoenix-live-view/versions/1.2.1/pages/guides/client/form-bindings</loc>
    <lastmod>2026-06-13T08:17:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/phoenix-live-view/versions/1.2.1/pages/guides/client/js-interop</loc>
    <lastmod>2026-06-13T08:17:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/phoenix-live-view/versions/1.2.1/pages/guides/client/syncing-changes</loc>
    <lastmod>2026-06-13T08:17:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/phoenix-live-view/versions/1.2.1/pages/guides/introduction/welcome</loc>
    <lastmod>2026-06-13T08:17:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/phoenix-live-view/versions/1.2.1/pages/guides/server/assigns-eex</loc>
    <lastmod>2026-06-13T08:17:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/phoenix-live-view/versions/1.2.1/pages/guides/server/deployments</loc>
    <lastmod>2026-06-13T08:17:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/phoenix-live-view/versions/1.2.1/pages/guides/server/error-handling</loc>
    <lastmod>2026-06-13T08:17:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/phoenix-live-view/versions/1.2.1/pages/guides/server/gettext</loc>
    <lastmod>2026-06-13T08:17:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/phoenix-live-view/versions/1.2.1/pages/guides/server/live-layouts</loc>
    <lastmod>2026-06-13T08:17:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/phoenix-live-view/versions/1.2.1/pages/guides/server/live-navigation</loc>
    <lastmod>2026-06-13T08:17:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/phoenix-live-view/versions/1.2.1/pages/guides/server/security-model</loc>
    <lastmod>2026-06-13T08:17:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/phoenix-live-view/versions/1.2.1/pages/guides/server/telemetry</loc>
    <lastmod>2026-06-13T08:17:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/phoenix-live-view/versions/1.2.1/pages/guides/server/uploads</loc>
    <lastmod>2026-06-13T08:17:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lunatranslator/versions/10.15.9.10/pages/docs/cht/README</loc>
    <lastmod>2026-06-13T08:17:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lunatranslator/versions/10.15.9.10/pages/docs/cht/alltoolbuttons</loc>
    <lastmod>2026-06-13T08:17:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lunatranslator/versions/10.15.9.10/pages/docs/cht/apiservice</loc>
    <lastmod>2026-06-13T08:17:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lunatranslator/versions/10.15.9.10/pages/docs/cht/basicuse</loc>
    <lastmod>2026-06-13T08:17:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lunatranslator/versions/10.15.9.10/pages/docs/cht/embedtranslate</loc>
    <lastmod>2026-06-13T08:17:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lunatranslator/versions/10.15.9.10/pages/docs/cht/emugames</loc>
    <lastmod>2026-06-13T08:17:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lunatranslator/versions/10.15.9.10/pages/docs/cht/englishanalyze</loc>
    <lastmod>2026-06-13T08:17:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lunatranslator/versions/10.15.9.10/pages/docs/cht/fastkeys</loc>
    <lastmod>2026-06-13T08:17:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lunatranslator/versions/10.15.9.10/pages/docs/cht/gooduse/gooduseocr</loc>
    <lastmod>2026-06-13T08:17:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lunatranslator/versions/10.15.9.10/pages/docs/cht/gooduse/multiconfigs</loc>
    <lastmod>2026-06-13T08:17:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lunatranslator/versions/10.15.9.10/pages/docs/cht/gooduse/useocrinhook</loc>
    <lastmod>2026-06-13T08:17:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lunatranslator/versions/10.15.9.10/pages/docs/cht/guochandamoxing</loc>
    <lastmod>2026-06-13T08:17:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lunatranslator/versions/10.15.9.10/pages/docs/cht/hooksettings</loc>
    <lastmod>2026-06-13T08:17:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lunatranslator/versions/10.15.9.10/pages/docs/cht/index</loc>
    <lastmod>2026-06-13T08:17:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lunatranslator/versions/10.15.9.10/pages/docs/cht/internaldict</loc>
    <lastmod>2026-06-13T08:17:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lunatranslator/versions/10.15.9.10/pages/docs/cht/jiebapinyin</loc>
    <lastmod>2026-06-13T08:17:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lunatranslator/versions/10.15.9.10/pages/docs/cht/ocrparam</loc>
    <lastmod>2026-06-13T08:17:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lunatranslator/versions/10.15.9.10/pages/docs/cht/qa1</loc>
    <lastmod>2026-06-13T08:17:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lunatranslator/versions/10.15.9.10/pages/docs/cht/qa2</loc>
    <lastmod>2026-06-13T08:17:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lunatranslator/versions/10.15.9.10/pages/docs/cht/sr</loc>
    <lastmod>2026-06-13T08:17:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lunatranslator/versions/10.15.9.10/pages/docs/cht/support</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lunatranslator/versions/10.15.9.10/pages/docs/cht/textprocess</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lunatranslator/versions/10.15.9.10/pages/docs/cht/transoptimi</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lunatranslator/versions/10.15.9.10/pages/docs/cht/ttsengines</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lunatranslator/versions/10.15.9.10/pages/docs/cht/ttsofname</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lunatranslator/versions/10.15.9.10/pages/docs/cht/useapis/ocrapi</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lunatranslator/versions/10.15.9.10/pages/docs/cht/useapis/tsapi</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lunatranslator/versions/10.15.9.10/pages/docs/cht/yomitan</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lunatranslator/versions/10.15.9.10/pages/docs/emusupportlist/all</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lunatranslator/versions/10.15.9.10/pages/docs/emusupportlist/ns</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lunatranslator/versions/10.15.9.10/pages/docs/emusupportlist/ps2</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lunatranslator/versions/10.15.9.10/pages/docs/emusupportlist/psp</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lunatranslator/versions/10.15.9.10/pages/docs/emusupportlist/psv</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lunatranslator/versions/10.15.9.10/pages/docs/en/README</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lunatranslator/versions/10.15.9.10/pages/docs/en/alltoolbuttons</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lunatranslator/versions/10.15.9.10/pages/docs/en/apiservice</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lunatranslator/versions/10.15.9.10/pages/docs/en/basicuse</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lunatranslator/versions/10.15.9.10/pages/docs/en/embedtranslate</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lunatranslator/versions/10.15.9.10/pages/docs/en/emugames</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lunatranslator/versions/10.15.9.10/pages/docs/en/englishanalyze</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lunatranslator/versions/10.15.9.10/pages/docs/en/fastkeys</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lunatranslator/versions/10.15.9.10/pages/docs/en/gooduse/gooduseocr</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lunatranslator/versions/10.15.9.10/pages/docs/en/gooduse/multiconfigs</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lunatranslator/versions/10.15.9.10/pages/docs/en/gooduse/useocrinhook</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lunatranslator/versions/10.15.9.10/pages/docs/en/guochandamoxing</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lunatranslator/versions/10.15.9.10/pages/docs/en/hooksettings</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lunatranslator/versions/10.15.9.10/pages/docs/en/index</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lunatranslator/versions/10.15.9.10/pages/docs/en/internaldict</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lunatranslator/versions/10.15.9.10/pages/docs/en/jiebapinyin</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lunatranslator/versions/10.15.9.10/pages/docs/en/ocrparam</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lunatranslator/versions/10.15.9.10/pages/docs/en/qa1</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lunatranslator/versions/10.15.9.10/pages/docs/en/qa2</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/CLI</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lunatranslator/versions/10.15.9.10/pages/docs/en/sr</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/INSTALL</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lunatranslator/versions/10.15.9.10/pages/docs/en/support</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/README</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/docker/README.indexer-test</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lunatranslator/versions/10.15.9.10/pages/docs/en/textprocess</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/docker/README.testnet</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lunatranslator/versions/10.15.9.10/pages/docs/en/transoptimi</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/docs/README</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/docs/SUMMARY</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lunatranslator/versions/10.15.9.10/pages/docs/en/ttsengines</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/docs/appendix/glossary</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lunatranslator/versions/10.15.9.10/pages/docs/en/ttsofname</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/docs/developers/advanced_topics/assets</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lunatranslator/versions/10.15.9.10/pages/docs/en/useapis/ocrapi</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/docs/developers/advanced_topics/block_creation</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/docs/developers/advanced_topics/contract_finalize</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lunatranslator/versions/10.15.9.10/pages/docs/en/useapis/tsapi</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/docs/developers/advanced_topics/oracles</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lunatranslator/versions/10.15.9.10/pages/docs/en/yomitan</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/docs/developers/advanced_topics/validators</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lunatranslator/versions/10.15.9.10/pages/src/LunaTranslator/htmlcode/anki/back</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/docs/developers/advanced_topics</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/docs/developers/backend/abi</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lunatranslator/versions/10.15.9.10/pages/src/LunaTranslator/htmlcode/anki/front</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/docs/developers/backend/blobs</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/docs/developers/backend/composition</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lunatranslator/versions/10.15.9.10/pages/src/LunaTranslator/htmlcode/service/index</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/docs/developers/backend/contract</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/docs/developers/backend/creating_a_project</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lunatranslator/versions/10.15.9.10/pages/src/LunaTranslator/htmlcode/service/ocr</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/docs/developers/backend/deploy</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/docs/developers/backend/logging</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lunatranslator/versions/10.15.9.10/pages/src/LunaTranslator/htmlcode/uiwebview/dictionary</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/docs/developers/backend/messages</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lunatranslator/versions/10.15.9.10/pages/src/LunaTranslator/htmlcode/yearsummary/yearsummary</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/docs/developers/backend/service</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/docs/developers/backend/state</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/docs/developers/backend/testing</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lunatranslator/versions/10.15.9.10/pages/src/NativeImpl/LunaHook/LunaHook/engine32/PiAS</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/docs/developers/backend</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/docs/developers/core_concepts/applications</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/docs/developers/core_concepts/design_patterns</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/docs/developers/core_concepts/microchains</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/docs/developers/core_concepts/node_service</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/docs/developers/core_concepts/wallets</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/docs/developers/core_concepts</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lunatranslator/versions/10.15.9.10/pages/src/files/static/github-markdown-css/template</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/docs/developers/experimental/ethereum</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/docs/developers/experimental/ml</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/docs/developers/experimental</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/docs/developers/frontend/interactivity</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/docs/developers/frontend/overview</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/docs/developers/frontend/setup</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/docs/developers/frontend/wallets</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/docs/developers/frontend</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/docs/developers/getting_started/hello_linera</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/docs/developers/getting_started/installation</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/docs/developers/getting_started</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/docs/introduction</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/docs/operators</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/docs/protocol/overview</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/docs/protocol/roadmap</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/examples/agent/README</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/examples/amm/README</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/examples/bridge-demo/README</loc>
    <lastmod>2026-06-13T08:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/examples/bridge-demo/index</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/examples/controller/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/examples/counter/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/examples/counter/index</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/examples/counter/metamask/index</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/examples/counter-no-graphql/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/examples/crowd-funding/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/examples/formats-registry/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/examples/fungible/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/examples/fungible/web-frontend/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/examples/game-of-life-challenge/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/examples/gen-nft/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/examples/gen-nft/web-frontend/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/examples/hex-game/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/examples/how-to/perform-http-requests/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/examples/llm/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/examples/llm/web-frontend/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/examples/matching-engine/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/examples/native-fungible/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/README-ja_jp</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/examples/native-fungible/index</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/README-ko_kr</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/examples/native-fungible/metamask/index</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/README-zh_hans</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/examples/non-fungible/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/ai-integration</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/bundle-size</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/examples/non-fungible/web-frontend/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/intro</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/castArray</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/examples/rfq/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/navidrome/versions/0.62.0/pages/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/chunk</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/examples/social/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/compact</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/concat</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/examples/social/web-frontend/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/navidrome/versions/0.62.0/pages/contrib/k8s/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/countBy</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/examples/wrapped-fungible/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/difference</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/navidrome/versions/0.62.0/pages/core/agents/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/differenceBy</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/kubernetes/linera-validator/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/differenceWith</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/navidrome/versions/0.62.0/pages/plugins/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/drop</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/linera-base/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/dropRight</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/dropRightWhile</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/linera-bridge/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/dropWhile</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/navidrome/versions/0.62.0/pages/plugins/capabilities/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/each</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/navidrome/versions/0.62.0/pages/plugins/cmd/ndpgen/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/linera-cache/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/eachRight</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/every</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/linera-chain/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/navidrome/versions/0.62.0/pages/plugins/examples/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/linera-client/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/fill</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/linera-core/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/navidrome/versions/0.62.0/pages/plugins/examples/coverartarchive-py/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/filter</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/linera-ethereum/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/find</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/navidrome/versions/0.62.0/pages/plugins/examples/crypto-ticker/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/findIndex</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/linera-execution/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/linera-explorer/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/navidrome/versions/0.62.0/pages/plugins/examples/discord-rich-presence-rs/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/findLast</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/findLastIndex</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/linera-explorer-new/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/first</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/navidrome/versions/0.62.0/pages/plugins/examples/library-inspector-rs/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/flatMap</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/linera-exporter/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/navidrome/versions/0.62.0/pages/plugins/examples/minimal/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/flatMapDeep</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/linera-faucet/client/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/navidrome/versions/0.62.0/pages/plugins/examples/nowplaying-py/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/flatMapDepth</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/flatten</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/navidrome/versions/0.62.0/pages/plugins/examples/webhook-rs/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/linera-faucet/server/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/flattenDeep</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/navidrome/versions/0.62.0/pages/plugins/examples/wikimedia/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/flattenDepth</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/linera-indexer/example/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/navidrome/versions/0.62.0/pages/plugins/pdk/go/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/forEach</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/linera-indexer/graphql-client/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/forEachRight</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/navidrome/versions/0.62.0/pages/plugins/pdk/rust/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/groupBy</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/linera-indexer/lib/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/head</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/navidrome/versions/0.62.0/pages/plugins/pdk/rust/nd-pdk-host/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/linera-indexer/plugins/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/includes</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/linera-metrics/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/navidrome/versions/0.62.0/pages/scanner/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/indexOf</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/navidrome/versions/0.62.0/pages/ui/public/offline</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/linera-persistent/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/initial</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/intersection</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/linera-playground/DESIGN</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/navidrome/versions/0.62.0/pages/ui/src/themes/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/intersectionBy</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/linera-playground/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/intersectionWith</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/invokeMap</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/linera-rpc/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/join</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/linera-sdk/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/keyBy</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/linera-sdk/wit/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/last</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/linera-sdk-derive/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/lastIndexOf</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/linera-service/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/map</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/nth</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/linera-service/src/cli/validator_benchmark/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/orderBy</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/linera-service/src/cli/validator_benchmark/REFERENCE</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/partition</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/pull</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/linera-service/src/cli/validator_benchmark/examples/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/pullAll</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/linera-service/src/cli/validator_benchmark/examples/k8s-validator</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/pullAllBy</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/pullAllWith</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/linera-service-graphql-client/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/pullAt</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/linera-storage/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/reduce</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/reduceRight</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/linera-storage-runtime/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/reject</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/linera-storage-service/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/remove</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/reverse</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/linera-summary/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/sample</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/linera-version/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/sampleSize</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/linera-views/DESIGN</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/shuffle</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/size</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/linera-views/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/slice</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/linera-views-derive/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/some</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/sortBy</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/linera-wallet-json/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/linera-witty/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/sortedIndex</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/linera-witty-macros/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/sortedIndexBy</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/mdbook/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/sortedIndexOf</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/web/%40linera/client/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/sortedLastIndex</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/sortedLastIndexBy</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/sortedLastIndexOf</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/web/%40linera/client/docs/classes/PrivateKeySigner</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/tail</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/take</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/web/%40linera/client/docs/hierarchy</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/takeRight</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/web/%40linera/client/docs/index</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/takeRightWhile</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/takeWhile</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/union</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/web/%40linera/client/docs/interfaces/Signer</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/unionBy</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/unionWith</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/web/%40linera/client/docs/modules</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/uniq</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/linera-protocol/versions/0.15.19/pages/web/README</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/uniqBy</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/uniqWith</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/unzip</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/unzipWith</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/without</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/xor</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/xorBy</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/xorWith</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/zip</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/zipObject</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/zipObjectDeep</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/array/zipWith</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/function/after</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/function/ary</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/function/attempt</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/function/before</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/function/bind</loc>
    <lastmod>2026-06-13T08:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/function/bindKey</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/function/curry</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/function/curryRight</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/function/debounce</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/function/defer</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/function/delay</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/function/flip</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/function/flow</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/function/flowRight</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/function/identity</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/function/memoize</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/function/negate</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/function/noop</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/function/nthArg</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/function/once</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/function/overArgs</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/function/partial</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/function/partialRight</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/function/rearg</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/function/rest</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/function/spread</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/function/throttle</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/function/unary</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/function/wrap</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/math/add</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/math/ceil</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/math/clamp</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/math/divide</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/math/floor</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/math/inRange</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/math/max</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/math/maxBy</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/math/mean</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/math/meanBy</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/math/min</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/math/minBy</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/math/multiply</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/math/parseInt</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/math/random</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/math/range</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/math/rangeRight</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/math/round</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/math/subtract</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/math/sum</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/math/sumBy</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/object/assign</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/object/assignIn</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/object/assignInWith</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/object/assignWith</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/object/at</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/object/clone</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/object/cloneDeep</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/object/cloneDeepWith</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/object/cloneWith</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/object/create</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/object/defaults</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/object/defaultsDeep</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/object/extend</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/object/extendWith</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/object/findKey</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/object/findLastKey</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/object/forIn</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/object/forInRight</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/object/forOwn</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/object/forOwnRight</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/object/fromPairs</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/object/functions</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/object/functionsIn</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/object/get</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/object/has</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/object/hasIn</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/object/invert</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/object/invertBy</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/object/keys</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/object/keysIn</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/object/mapKeys</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/object/mapValues</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/object/merge</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/object/mergeWith</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/object/omit</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/object/omitBy</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/object/pick</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/object/pickBy</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/object/property</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/object/propertyOf</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/object/result</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/object/set</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/object/setWith</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/object/toDefaulted</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/object/toPairs</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/object/toPairsIn</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/object/transform</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/object/unset</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/object/update</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/object/updateWith</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/object/values</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/object/valuesIn</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/predicate/conforms</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/predicate/conformsTo</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/predicate/isArguments</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/predicate/isArray</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/predicate/isArrayBuffer</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/predicate/isArrayLike</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/predicate/isArrayLikeObject</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/predicate/isBoolean</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/predicate/isBuffer</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/predicate/isDate</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/predicate/isElement</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/predicate/isEmpty</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/predicate/isEqual</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/predicate/isEqualWith</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/predicate/isError</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/predicate/isFinite</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/predicate/isFunction</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/predicate/isInteger</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/predicate/isLength</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/predicate/isMap</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/predicate/isMatch</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/predicate/isMatchWith</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/predicate/isNaN</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/predicate/isNative</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/predicate/isNil</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/predicate/isNull</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/predicate/isNumber</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/predicate/isObject</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/predicate/isObjectLike</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/predicate/isPlainObject</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/predicate/isRegExp</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/predicate/isSafeInteger</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/predicate/isSet</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/predicate/isString</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/predicate/isSymbol</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/predicate/isTypedArray</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/predicate/isUndefined</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/predicate/isWeakMap</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/predicate/isWeakSet</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/predicate/matches</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/predicate/matchesProperty</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/string/camelCase</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/string/capitalize</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/string/deburr</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/string/endsWith</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/string/escape</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/string/escapeRegExp</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/string/kebabCase</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/string/lowerCase</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/string/lowerFirst</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/string/pad</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/string/padEnd</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/string/padStart</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/string/repeat</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/string/replace</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/string/snakeCase</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/string/split</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/string/startCase</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/string/startsWith</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/string/template</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/string/toLower</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/string/toUpper</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/string/trim</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/string/trimEnd</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/string/trimStart</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/string/truncate</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/string/unescape</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/string/upperCase</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/string/upperFirst</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/string/words</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/util/bindAll</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/util/cond</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/util/constant</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/util/defaultTo</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/util/eq</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/util/gt</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/util/gte</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/util/invoke</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/util/iteratee</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/util/lt</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/util/lte</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/util/method</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/util/methodOf</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/util/now</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/util/over</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/util/overEvery</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/util/overSome</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/util/stubArray</loc>
    <lastmod>2026-06-13T08:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/util/stubFalse</loc>
    <lastmod>2026-06-13T08:17:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/util/stubObject</loc>
    <lastmod>2026-06-13T08:17:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/util/stubString</loc>
    <lastmod>2026-06-13T08:17:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/util/stubTrue</loc>
    <lastmod>2026-06-13T08:17:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/util/times</loc>
    <lastmod>2026-06-13T08:17:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/util/toArray</loc>
    <lastmod>2026-06-13T08:17:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/util/toFinite</loc>
    <lastmod>2026-06-13T08:17:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/util/toInteger</loc>
    <lastmod>2026-06-13T08:17:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/util/toLength</loc>
    <lastmod>2026-06-13T08:17:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/util/toNumber</loc>
    <lastmod>2026-06-13T08:17:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/util/toPath</loc>
    <lastmod>2026-06-13T08:17:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/util/toPlainObject</loc>
    <lastmod>2026-06-13T08:17:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/util/toSafeInteger</loc>
    <lastmod>2026-06-13T08:17:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/util/toString</loc>
    <lastmod>2026-06-13T08:17:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/compat/reference/util/uniqueId</loc>
    <lastmod>2026-06-13T08:17:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/intro</loc>
    <lastmod>2026-06-13T08:17:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/performance</loc>
    <lastmod>2026-06-13T08:17:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/playground</loc>
    <lastmod>2026-06-13T08:17:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/array/at</loc>
    <lastmod>2026-06-13T08:17:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/array/cartesianProduct</loc>
    <lastmod>2026-06-13T08:17:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/array/chunk</loc>
    <lastmod>2026-06-13T08:17:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/array/combinations</loc>
    <lastmod>2026-06-13T08:17:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/array/compact</loc>
    <lastmod>2026-06-13T08:17:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/array/countBy</loc>
    <lastmod>2026-06-13T08:17:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/imagetoolbox/versions/3.9.0/pages/ARCHITECTURE</loc>
    <lastmod>2026-06-13T08:17:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/imagetoolbox/versions/3.9.0/pages/README</loc>
    <lastmod>2026-06-13T08:17:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/array/difference</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/array/differenceBy</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/array/differenceWith</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/array/drop</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/array/dropRight</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/array/dropRightWhile</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/array/dropWhile</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/array/fill</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/array/filterAsync</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/array/flatMap</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/array/flatMapAsync</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/array/flatMapDeep</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/array/flatten</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/array/flattenDeep</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/array/forEachAsync</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/array/forEachRight</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/array/groupBy</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/array/head</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/array/initial</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/array/intersection</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/array/intersectionBy</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/array/intersectionWith</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/array/isSubset</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/array/isSubsetWith</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/array/keyBy</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/array/last</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/array/limitAsync</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/array/mapAsync</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/array/maxBy</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/array/minBy</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/array/orderBy</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/array/partition</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/array/pull</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/array/pullAt</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/array/reduceAsync</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/array/remove</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/array/sample</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/array/sampleSize</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/array/shuffle</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/array/sortBy</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/array/tail</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/array/take</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/array/takeRight</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/array/takeRightWhile</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/array/takeWhile</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/array/toFilled</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/array/union</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/array/unionBy</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/array/unionWith</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/array/uniq</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/array/uniqBy</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/array/uniqWith</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/array/unzip</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/array/unzipWith</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/array/windowed</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/array/without</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/array/xor</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/array/xorBy</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/array/xorWith</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/array/zip</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/array/zipObject</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/array/zipWith</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/error/AbortError</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/error/TimeoutError</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/function/after</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/function/ary</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/function/asyncNoop</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/function/before</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/function/curry</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/function/curryRight</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/function/debounce</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/function/flow</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/function/flowRight</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/function/identity</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/function/memoize</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/function/negate</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/function/noop</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/function/once</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/function/partial</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/function/partialRight</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/function/rest</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/function/retry</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/function/spread</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/function/throttle</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/function/unary</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/map/countBy</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/map/every</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/map/filter</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/map/findKey</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/map/findValue</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/map/forEach</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/map/hasValue</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/map/keyBy</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/map/mapKeys</loc>
    <lastmod>2026-06-13T08:17:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/map/mapValues</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/map/reduce</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/map/some</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/math/clamp</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/math/inRange</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/math/mean</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/math/meanBy</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/math/median</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/math/medianBy</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/math/percentile</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/math/random</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/math/randomInt</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/math/range</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/math/rangeRight</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/math/round</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/math/sum</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/math/sumBy</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/object/clone</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/object/cloneDeep</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/object/cloneDeepWith</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/object/findKey</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/object/flattenObject</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/object/invert</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/object/mapKeys</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/object/mapValues</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/object/merge</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/object/mergeWith</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/object/omit</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/object/omitBy</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/object/pick</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/object/pickBy</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/object/sortKeys</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/object/toCamelCaseKeys</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/object/toMerged</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/object/toSnakeCaseKeys</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/predicate/isArrayBuffer</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/predicate/isBlob</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/predicate/isBoolean</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/predicate/isBrowser</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/predicate/isBuffer</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/predicate/isDate</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/predicate/isEmptyObject</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/predicate/isEqual</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/predicate/isEqualWith</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/predicate/isError</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/predicate/isFile</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/predicate/isFunction</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/predicate/isJSON</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/predicate/isJSONArray</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/predicate/isJSONObject</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/predicate/isJSONValue</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/predicate/isLength</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/predicate/isMap</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/predicate/isNil</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/predicate/isNode</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/predicate/isNotNil</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/predicate/isNull</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/predicate/isNumber</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/predicate/isPlainObject</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/predicate/isPrimitive</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/predicate/isPromise</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/predicate/isRegExp</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/predicate/isSet</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/predicate/isString</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/predicate/isSymbol</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/predicate/isTypedArray</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/predicate/isUndefined</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/predicate/isWeakMap</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/predicate/isWeakSet</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/promise/Mutex</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/promise/Semaphore</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/promise/allKeyed</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/promise/delay</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/promise/timeout</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/promise/withTimeout</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/set/countBy</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/set/every</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/set/filter</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/set/find</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/set/forEach</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/set/keyBy</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/set/map</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/set/reduce</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/set/some</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/string/camelCase</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/string/capitalize</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/string/constantCase</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/string/deburr</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/string/escape</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/string/escapeRegExp</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/string/kebabCase</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/string/lowerCase</loc>
    <lastmod>2026-06-13T08:17:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/string/lowerFirst</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/string/pad</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/string/pascalCase</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/string/reverseString</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/string/snakeCase</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/string/startCase</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/string/trim</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/string/trimEnd</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/string/trimStart</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/string/unescape</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/string/upperCase</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/string/upperFirst</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/string/words</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/util/assert</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/util/attempt</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/util/attemptAsync</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/reference/util/invariant</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/server/intro</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/server/reference/colors</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/server/reference/exec</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/usage</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/ai-integration</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/bundle-size</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/intro</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/castArray</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/chunk</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/compact</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/concat</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/countBy</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/difference</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/differenceBy</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/differenceWith</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/drop</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/dropRight</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/dropRightWhile</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/dropWhile</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/each</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/eachRight</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/every</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/fill</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/filter</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/find</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/findIndex</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/findLast</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/findLastIndex</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/first</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/flatMap</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/flatMapDeep</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/flatMapDepth</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/flatten</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/flattenDeep</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/flattenDepth</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/forEach</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/forEachRight</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/groupBy</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/head</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/includes</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/indexOf</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/initial</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/intersection</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/intersectionBy</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/intersectionWith</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/invokeMap</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/join</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/keyBy</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/last</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/lastIndexOf</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/map</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/nth</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/orderBy</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/partition</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/pull</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/pullAll</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/pullAllBy</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/pullAllWith</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/pullAt</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/reduce</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/reduceRight</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/reject</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/remove</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/reverse</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/sample</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/sampleSize</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/shuffle</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/size</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/slice</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/some</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/sortBy</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/sortedIndex</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/sortedIndexBy</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/sortedIndexOf</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/sortedLastIndex</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/sortedLastIndexBy</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/sortedLastIndexOf</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/tail</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/take</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/takeRight</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/takeRightWhile</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/takeWhile</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/union</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/unionBy</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/unionWith</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/uniq</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/uniqBy</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/uniqWith</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/unzip</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/unzipWith</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/without</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/xor</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/xorBy</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/xorWith</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/zip</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/zipObject</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/zipObjectDeep</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/array/zipWith</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/function/after</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/function/ary</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/function/attempt</loc>
    <lastmod>2026-06-13T08:17:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/function/before</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/function/bind</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/function/bindKey</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/function/curry</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/function/curryRight</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/function/debounce</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/function/defer</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/function/delay</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/function/flip</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/function/flow</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/function/flowRight</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/function/identity</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/function/memoize</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/function/negate</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/function/noop</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/function/nthArg</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/function/once</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/function/overArgs</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/function/partial</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/function/partialRight</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/function/rearg</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/function/rest</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/function/spread</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/function/throttle</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/function/unary</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/function/wrap</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/math/add</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/math/ceil</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/math/clamp</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/math/divide</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/math/floor</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/math/inRange</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/math/max</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/math/maxBy</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/math/mean</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/math/meanBy</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/math/min</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/math/minBy</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/math/multiply</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/math/parseInt</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/math/random</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/math/range</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/math/rangeRight</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/math/round</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/math/subtract</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/math/sum</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/math/sumBy</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/object/assign</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/object/assignIn</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/object/assignInWith</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/object/assignWith</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/object/at</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/object/clone</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/object/cloneDeep</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/object/cloneDeepWith</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/object/cloneWith</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/object/create</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/object/defaults</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/object/defaultsDeep</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/object/extend</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/object/extendWith</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/object/findKey</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/object/findLastKey</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/object/forIn</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/object/forInRight</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/object/forOwn</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/object/forOwnRight</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/object/fromPairs</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/object/functions</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/object/functionsIn</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/object/get</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/object/has</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/object/hasIn</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/object/invert</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/object/invertBy</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/object/keys</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/object/keysIn</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/object/mapKeys</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/object/mapValues</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/object/merge</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/object/mergeWith</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/object/omit</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/object/omitBy</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/object/pick</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/object/pickBy</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/object/property</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/object/propertyOf</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/object/result</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/object/set</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/object/setWith</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/object/toDefaulted</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/object/toPairs</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/object/toPairsIn</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/object/transform</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/object/unset</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/object/update</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/object/updateWith</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/object/values</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/object/valuesIn</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/predicate/conforms</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/predicate/conformsTo</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/predicate/isArguments</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/predicate/isArray</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/predicate/isArrayBuffer</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/predicate/isArrayLike</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/predicate/isArrayLikeObject</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/predicate/isBoolean</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/predicate/isBuffer</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/predicate/isDate</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/predicate/isElement</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/predicate/isEmpty</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/predicate/isEqual</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/predicate/isEqualWith</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/predicate/isError</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/predicate/isFinite</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/predicate/isFunction</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/predicate/isInteger</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/predicate/isLength</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/predicate/isMap</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/predicate/isMatch</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/predicate/isMatchWith</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/predicate/isNaN</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/predicate/isNative</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/predicate/isNil</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/predicate/isNull</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/predicate/isNumber</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/predicate/isObject</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/predicate/isObjectLike</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/predicate/isPlainObject</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/predicate/isRegExp</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/predicate/isSafeInteger</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/predicate/isSet</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/predicate/isString</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/predicate/isSymbol</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/predicate/isTypedArray</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/predicate/isUndefined</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/predicate/isWeakMap</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/predicate/isWeakSet</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/predicate/matches</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/predicate/matchesProperty</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/string/camelCase</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/string/capitalize</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/string/deburr</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/string/endsWith</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/string/escape</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/string/escapeRegExp</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/string/kebabCase</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/string/lowerCase</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/string/lowerFirst</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/string/pad</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/string/padEnd</loc>
    <lastmod>2026-06-13T08:17:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/string/padStart</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/string/repeat</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/string/replace</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/string/snakeCase</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/string/split</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/string/startCase</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/string/startsWith</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/string/template</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/string/toLower</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/string/toUpper</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/string/trim</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/string/trimEnd</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/string/trimStart</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/string/truncate</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/string/unescape</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/string/upperCase</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/string/upperFirst</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/string/words</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/util/bindAll</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/util/cond</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/util/constant</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/util/defaultTo</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/util/eq</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/util/gt</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/util/gte</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/util/invoke</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/util/iteratee</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/util/lt</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/util/lte</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/util/method</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/util/methodOf</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/util/now</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/util/over</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/util/overEvery</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/util/overSome</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/util/stubArray</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/util/stubFalse</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/util/stubObject</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/util/stubString</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/util/stubTrue</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/util/times</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/util/toArray</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/util/toFinite</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/util/toInteger</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/util/toLength</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/util/toNumber</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/util/toPath</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/util/toPlainObject</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/util/toSafeInteger</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/util/toString</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/compat/reference/util/uniqueId</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/intro</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/performance</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/playground</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/array/at</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/array/cartesianProduct</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/array/chunk</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/array/combinations</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/array/compact</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/array/countBy</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/array/difference</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/array/differenceBy</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/array/differenceWith</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/array/drop</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/array/dropRight</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/array/dropRightWhile</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/array/dropWhile</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/array/fill</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/array/filterAsync</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/array/flatMap</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/array/flatMapAsync</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/array/flatMapDeep</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/array/flatten</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/array/flattenDeep</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/array/forEachAsync</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/array/forEachRight</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/array/groupBy</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/array/head</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/array/initial</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/array/intersection</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/array/intersectionBy</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/array/intersectionWith</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/array/isSubset</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/array/isSubsetWith</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/array/keyBy</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/array/last</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/array/limitAsync</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/array/mapAsync</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/array/maxBy</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/array/minBy</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/array/orderBy</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/array/partition</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/array/pull</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/array/pullAt</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/array/reduceAsync</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/array/remove</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/array/sample</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/array/sampleSize</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/array/shuffle</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/array/sortBy</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/array/tail</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/array/take</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/array/takeRight</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/array/takeRightWhile</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/array/takeWhile</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/array/toFilled</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/array/union</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/array/unionBy</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/array/unionWith</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/array/uniq</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/array/uniqBy</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/array/uniqWith</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/array/unzip</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/array/unzipWith</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/array/windowed</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/array/without</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/array/xor</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/array/xorBy</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/array/xorWith</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/array/zip</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/array/zipObject</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/array/zipWith</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/error/AbortError</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/error/TimeoutError</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/function/after</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/function/ary</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/function/asyncNoop</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/function/before</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/function/curry</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/function/curryRight</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/function/debounce</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/function/flow</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/function/flowRight</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/function/identity</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/function/memoize</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/function/negate</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/function/noop</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/function/once</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/function/partial</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/function/partialRight</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/function/rest</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/function/retry</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/function/spread</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/function/throttle</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/function/unary</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/map/countBy</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/map/every</loc>
    <lastmod>2026-06-13T08:17:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/map/filter</loc>
    <lastmod>2026-06-13T08:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/map/findKey</loc>
    <lastmod>2026-06-13T08:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/map/findValue</loc>
    <lastmod>2026-06-13T08:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/map/forEach</loc>
    <lastmod>2026-06-13T08:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/map/hasValue</loc>
    <lastmod>2026-06-13T08:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/map/keyBy</loc>
    <lastmod>2026-06-13T08:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/map/mapKeys</loc>
    <lastmod>2026-06-13T08:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/map/mapValues</loc>
    <lastmod>2026-06-13T08:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/map/reduce</loc>
    <lastmod>2026-06-13T08:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/map/some</loc>
    <lastmod>2026-06-13T08:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/math/clamp</loc>
    <lastmod>2026-06-13T08:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/math/inRange</loc>
    <lastmod>2026-06-13T08:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/math/mean</loc>
    <lastmod>2026-06-13T08:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/math/meanBy</loc>
    <lastmod>2026-06-13T08:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/math/median</loc>
    <lastmod>2026-06-13T08:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/math/medianBy</loc>
    <lastmod>2026-06-13T08:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/math/percentile</loc>
    <lastmod>2026-06-13T08:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/math/random</loc>
    <lastmod>2026-06-13T08:17:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/es-toolkit/versions/1.47.1/pages/docs/zh_hans/reference/math/randomInt</loc>
    <lastmod>2026-06-13T08:17:23+07:00</lastmod>
  </url>
</urlset>
