<?xml version="1.0" encoding="UTF-8"?>
<urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9">
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/snippets/snippet-intro</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/telemetry</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/ai-ml/aimindtool</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/ai-ml/codeinterpretertool</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/ai-ml/dalletool</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/ai-ml/daytona</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/ai-ml/e2bsandboxtools</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/ai-ml/langchaintool</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/ai-ml/llamaindextool</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/ai-ml/overview</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/ai-ml/ragtool</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/ai-ml/visiontool</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/automation/apifyactorstool</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/automation/composiotool</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/automation/multiontool</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/automation/overview</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/automation/zapieractionstool</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/cloud-storage/bedrockkbretriever</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/cloud-storage/overview</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/cloud-storage/s3readertool</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/cloud-storage/s3writertool</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/database-data/mongodbvectorsearchtool</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/database-data/mysqltool</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/database-data/nl2sqltool</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/database-data/overview</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/database-data/pgsearchtool</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/database-data/qdrantvectorsearchtool</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/database-data/singlestoresearchtool</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/database-data/snowflakesearchtool</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/database-data/weaviatevectorsearchtool</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/file-document/csvsearchtool</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/file-document/directoryreadtool</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/file-document/directorysearchtool</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/file-document/docxsearchtool</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/file-document/filereadtool</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/file-document/filewritetool</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/file-document/jsonsearchtool</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/file-document/mdxsearchtool</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/file-document/ocrtool</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/file-document/overview</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/file-document/pdf-text-writing-tool</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/file-document/pdfsearchtool</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/file-document/txtsearchtool</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/file-document/xmlsearchtool</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/integration/bedrockinvokeagenttool</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/integration/crewaiautomationtool</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/integration/mergeagenthandlertool</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/integration/overview</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/overview</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/search-research/arxivpapertool</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/search-research/bravesearchtool</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/search-research/codedocssearchtool</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/search-research/databricks-query-tool</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/search-research/exasearchtool</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/search-research/githubsearchtool</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/search-research/linkupsearchtool</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/search-research/overview</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/search-research/serpapi-googlesearchtool</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/search-research/serpapi-googleshoppingtool</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/search-research/serperdevtool</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/search-research/tavilyextractortool</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/search-research/tavilyresearchtool</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/search-research/tavilysearchtool</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/search-research/websitesearchtool</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/search-research/youai-search</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/search-research/youtubechannelsearchtool</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/search-research/youtubevideosearchtool</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/tool-integrations/overview</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/web-scraping/brightdata-tools</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/web-scraping/browserbaseloadtool</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/web-scraping/firecrawlcrawlwebsitetool</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/web-scraping/firecrawlscrapewebsitetool</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/web-scraping/firecrawlsearchtool</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/web-scraping/hyperbrowserloadtool</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/web-scraping/overview</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/web-scraping/oxylabsscraperstool</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/web-scraping/scrapeelementfromwebsitetool</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/web-scraping/scrapegraphscrapetool</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/web-scraping/scrapewebsitetool</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/web-scraping/scrapflyscrapetool</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/web-scraping/seleniumscrapingtool</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/web-scraping/serperscrapewebsitetool</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/web-scraping/spidertool</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/web-scraping/stagehandtool</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.4/en/tools/web-scraping/youai-contents</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/api-reference/introduction</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/concepts/agent-capabilities</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/concepts/agents</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/concepts/checkpointing</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/concepts/cli</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/concepts/collaboration</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/concepts/crews</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/concepts/event-listener</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/concepts/files</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/concepts/flows</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/concepts/knowledge</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/concepts/llms</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/concepts/memory</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/concepts/planning</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/concepts/processes</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/concepts/production-architecture</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/concepts/reasoning</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/concepts/skills</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/concepts/tasks</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/concepts/testing</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/concepts/tools</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/concepts/training</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/examples/cookbooks</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/examples/example</loc>
    <lastmod>2026-08-28T11:46:50+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/guides/advanced/customizing-prompts</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/guides/advanced/fingerprinting</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/guides/agents/crafting-effective-agents</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/guides/coding-tools/agents-md</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/guides/coding-tools/build-with-ai</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/guides/concepts/evaluating-use-cases</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/guides/crews/first-crew</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/guides/flows/first-flow</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/guides/flows/inputs-id-deprecation</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/guides/flows/mastering-flow-state</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/guides/migration/migrating-from-langgraph</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/guides/migration/upgrading-crewai</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/guides/tools/publish-custom-tools</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/index</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/installation</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/introduction</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/learn/a2a-agent-delegation</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/learn/a2ui</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/learn/before-and-after-kickoff-hooks</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/learn/bring-your-own-agent</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/learn/coding-agents</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/learn/conditional-tasks</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/learn/create-custom-tools</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/learn/custom-llm</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/learn/custom-manager-agent</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/learn/customizing-agents</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/learn/dalle-image-generation</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/learn/execution-hooks</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/learn/force-tool-output-as-result</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/learn/hierarchical-process</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/learn/human-feedback-in-flows</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/learn/human-in-the-loop</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/learn/human-input-on-execution</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/learn/kickoff-async</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/learn/kickoff-for-each</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/learn/litellm-removal-guide</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/learn/llm-connections</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/learn/llm-hooks</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/learn/llm-selection-guide</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/learn/multimodal-agents</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/learn/overview</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/learn/replay-tasks-from-latest-crew-kickoff</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/learn/sequential-process</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/learn/streaming-crew-execution</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/learn/streaming-flow-execution</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/learn/tool-hooks</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/learn/using-annotations</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/mcp/dsl-integration</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/mcp/multiple-servers</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/mcp/overview</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/mcp/security</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/mcp/sse</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/mcp/stdio</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/mcp/streamable-http</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/observability/arize-phoenix</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/observability/braintrust</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/observability/datadog</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/observability/galileo</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/observability/langdb</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/observability/langfuse</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/observability/langtrace</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/observability/maxim</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/observability/mlflow</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/observability/neatlogs</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/observability/openlit</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/observability/opik</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/observability/overview</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/observability/patronus-evaluation</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/observability/portkey</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/observability/tracing</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/observability/truefoundry</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/observability/weave</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/quickstart</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/skills</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/snippets/snippet-intro</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/telemetry</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/ai-ml/aimindtool</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/ai-ml/codeinterpretertool</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/ai-ml/dalletool</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/ai-ml/daytona</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/ai-ml/e2bsandboxtools</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/ai-ml/langchaintool</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/ai-ml/llamaindextool</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/ai-ml/overview</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/ai-ml/ragtool</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/ai-ml/visiontool</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/automation/apifyactorstool</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/automation/composiotool</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/automation/multiontool</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/automation/overview</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/automation/zapieractionstool</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/cloud-storage/bedrockkbretriever</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/cloud-storage/overview</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/cloud-storage/s3readertool</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/cloud-storage/s3writertool</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/database-data/mongodbvectorsearchtool</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/database-data/mysqltool</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/database-data/nl2sqltool</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/database-data/overview</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/database-data/pgsearchtool</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/database-data/qdrantvectorsearchtool</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/database-data/singlestoresearchtool</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/database-data/snowflakesearchtool</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/database-data/weaviatevectorsearchtool</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/file-document/csvsearchtool</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/file-document/directoryreadtool</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/file-document/directorysearchtool</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/file-document/docxsearchtool</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/file-document/filereadtool</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/file-document/filewritetool</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/file-document/jsonsearchtool</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/file-document/mdxsearchtool</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/file-document/ocrtool</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/file-document/overview</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/file-document/pdf-text-writing-tool</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/file-document/pdfsearchtool</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/file-document/txtsearchtool</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/file-document/xmlsearchtool</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/integration/bedrockinvokeagenttool</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/integration/crewaiautomationtool</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/integration/mergeagenthandlertool</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/integration/overview</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/overview</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/search-research/arxivpapertool</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/search-research/bravesearchtool</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/search-research/codedocssearchtool</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/search-research/databricks-query-tool</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/search-research/exasearchtool</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/search-research/githubsearchtool</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/search-research/linkupsearchtool</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/search-research/overview</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/search-research/serpapi-googlesearchtool</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/search-research/serpapi-googleshoppingtool</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/search-research/serperdevtool</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/search-research/tavilyextractortool</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/search-research/tavilygetresearchtool</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/search-research/tavilyresearchtool</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/search-research/tavilysearchtool</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/search-research/websitesearchtool</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/search-research/youai-search</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/search-research/youtubechannelsearchtool</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/search-research/youtubevideosearchtool</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/tool-integrations/overview</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/web-scraping/brightdata-tools</loc>
    <lastmod>2026-08-28T11:46:51+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/web-scraping/browserbaseloadtool</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/web-scraping/firecrawlcrawlwebsitetool</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/web-scraping/firecrawlscrapewebsitetool</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/web-scraping/firecrawlsearchtool</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/web-scraping/hyperbrowserloadtool</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/web-scraping/overview</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/web-scraping/oxylabsscraperstool</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/web-scraping/scrapeelementfromwebsitetool</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/web-scraping/scrapegraphscrapetool</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/web-scraping/scrapewebsitetool</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/web-scraping/scrapflyscrapetool</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/web-scraping/seleniumscrapingtool</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/web-scraping/serperscrapewebsitetool</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/web-scraping/spidertool</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/web-scraping/stagehandtool</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.5/en/tools/web-scraping/youai-contents</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/api-reference/introduction</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/concepts/agent-capabilities</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/concepts/agents</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/concepts/checkpointing</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/concepts/cli</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/concepts/collaboration</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/concepts/crews</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/concepts/event-listener</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/concepts/files</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/concepts/flows</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/concepts/knowledge</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/concepts/llms</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/concepts/memory</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/concepts/planning</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/concepts/processes</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/concepts/production-architecture</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/concepts/reasoning</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/concepts/skills</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/concepts/tasks</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/concepts/testing</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/concepts/tools</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/concepts/training</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/examples/cookbooks</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/examples/example</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/guides/advanced/customizing-prompts</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/guides/advanced/fingerprinting</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/guides/agents/crafting-effective-agents</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/guides/coding-tools/agents-md</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/guides/coding-tools/build-with-ai</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/guides/concepts/evaluating-use-cases</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/guides/crews/first-crew</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/guides/flows/first-flow</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/guides/flows/inputs-id-deprecation</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/guides/flows/mastering-flow-state</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/guides/migration/migrating-from-langgraph</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/guides/migration/upgrading-crewai</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/guides/tools/publish-custom-tools</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/index</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/installation</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/introduction</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/learn/a2a-agent-delegation</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/learn/a2ui</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/learn/before-and-after-kickoff-hooks</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/learn/bring-your-own-agent</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/learn/coding-agents</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/learn/conditional-tasks</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/learn/create-custom-tools</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/learn/custom-llm</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/learn/custom-manager-agent</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/learn/customizing-agents</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/learn/dalle-image-generation</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/learn/execution-hooks</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/learn/force-tool-output-as-result</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/learn/hierarchical-process</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/learn/human-feedback-in-flows</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/learn/human-in-the-loop</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/learn/human-input-on-execution</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/learn/kickoff-async</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/learn/kickoff-for-each</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/learn/litellm-removal-guide</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/learn/llm-connections</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/learn/llm-hooks</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/learn/llm-selection-guide</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/learn/multimodal-agents</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/learn/overview</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/learn/replay-tasks-from-latest-crew-kickoff</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/learn/sequential-process</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/learn/streaming-crew-execution</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/learn/streaming-flow-execution</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/learn/tool-hooks</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/learn/using-annotations</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/mcp/dsl-integration</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/mcp/multiple-servers</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/mcp/overview</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/mcp/security</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/mcp/sse</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/mcp/stdio</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/mcp/streamable-http</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/observability/arize-phoenix</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/observability/braintrust</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/observability/datadog</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/observability/galileo</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/observability/langdb</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/observability/langfuse</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/observability/langtrace</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/observability/maxim</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/observability/mlflow</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/observability/neatlogs</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/observability/openlit</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/observability/opik</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/observability/overview</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/observability/patronus-evaluation</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/observability/portkey</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/observability/tracing</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/observability/truefoundry</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/observability/weave</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/quickstart</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/skills</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/snippets/snippet-intro</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/telemetry</loc>
    <lastmod>2026-08-28T11:46:52+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/ai-ml/aimindtool</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/ai-ml/codeinterpretertool</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/ai-ml/dalletool</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/ai-ml/daytona</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/ai-ml/e2bsandboxtools</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/ai-ml/langchaintool</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/ai-ml/llamaindextool</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/ai-ml/overview</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/ai-ml/ragtool</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/ai-ml/visiontool</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/automation/apifyactorstool</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/automation/composiotool</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/automation/multiontool</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/automation/overview</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/automation/zapieractionstool</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/cloud-storage/bedrockkbretriever</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/cloud-storage/overview</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/cloud-storage/s3readertool</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/cloud-storage/s3writertool</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/database-data/mongodbvectorsearchtool</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/database-data/mysqltool</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/database-data/nl2sqltool</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/database-data/overview</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/database-data/pgsearchtool</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/database-data/qdrantvectorsearchtool</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/database-data/singlestoresearchtool</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/database-data/snowflakesearchtool</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/database-data/weaviatevectorsearchtool</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/file-document/csvsearchtool</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/file-document/directoryreadtool</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/file-document/directorysearchtool</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/file-document/docxsearchtool</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/file-document/filereadtool</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/file-document/filewritetool</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/file-document/jsonsearchtool</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/file-document/mdxsearchtool</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/file-document/ocrtool</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/file-document/overview</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/file-document/pdf-text-writing-tool</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/file-document/pdfsearchtool</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/file-document/txtsearchtool</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/file-document/xmlsearchtool</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/integration/bedrockinvokeagenttool</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/integration/crewaiautomationtool</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/integration/mergeagenthandlertool</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/integration/overview</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/overview</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/search-research/arxivpapertool</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/search-research/bravesearchtool</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/search-research/codedocssearchtool</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/search-research/databricks-query-tool</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/search-research/exasearchtool</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/search-research/githubsearchtool</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/search-research/linkupsearchtool</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/search-research/overview</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/search-research/serpapi-googlesearchtool</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/search-research/serpapi-googleshoppingtool</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/search-research/serperdevtool</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/search-research/tavilyextractortool</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/search-research/tavilygetresearchtool</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/search-research/tavilyresearchtool</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/search-research/tavilysearchtool</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/search-research/websitesearchtool</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/search-research/youai-search</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/search-research/youtubechannelsearchtool</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/search-research/youtubevideosearchtool</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/tool-integrations/overview</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/web-scraping/brightdata-tools</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/web-scraping/browserbaseloadtool</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/web-scraping/firecrawlcrawlwebsitetool</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/web-scraping/firecrawlscrapewebsitetool</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/web-scraping/firecrawlsearchtool</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/web-scraping/hyperbrowserloadtool</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/web-scraping/overview</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/web-scraping/oxylabsscraperstool</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/web-scraping/scrapeelementfromwebsitetool</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/web-scraping/scrapegraphscrapetool</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/web-scraping/scrapewebsitetool</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/web-scraping/scrapflyscrapetool</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/web-scraping/seleniumscrapingtool</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/web-scraping/serperscrapewebsitetool</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/web-scraping/spidertool</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/web-scraping/stagehandtool</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.6/en/tools/web-scraping/youai-contents</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/api-reference/introduction</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/concepts/agent-capabilities</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/concepts/agents</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/concepts/checkpointing</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/concepts/cli</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/concepts/collaboration</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/concepts/crews</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/concepts/event-listener</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/concepts/files</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/concepts/flows</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/concepts/knowledge</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/concepts/llms</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/concepts/memory</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/concepts/planning</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/concepts/processes</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/concepts/production-architecture</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/concepts/reasoning</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/concepts/skills</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/concepts/tasks</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/concepts/testing</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/concepts/tools</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/concepts/training</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/examples/cookbooks</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/examples/example</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/guides/advanced/customizing-prompts</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/guides/advanced/fingerprinting</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/guides/agents/crafting-effective-agents</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/guides/coding-tools/agents-md</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/guides/coding-tools/build-with-ai</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/guides/concepts/evaluating-use-cases</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/guides/crews/first-crew</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/guides/flows/conversational-flows</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/guides/flows/first-flow</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/guides/flows/inputs-id-deprecation</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/guides/flows/mastering-flow-state</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/guides/migration/migrating-from-langgraph</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/guides/migration/upgrading-crewai</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/guides/tools/publish-custom-tools</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/index</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/installation</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/introduction</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/learn/a2a-agent-delegation</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/learn/a2ui</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/learn/before-and-after-kickoff-hooks</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/learn/bring-your-own-agent</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/learn/coding-agents</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/learn/conditional-tasks</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/learn/create-custom-tools</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/learn/custom-llm</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/learn/custom-manager-agent</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/learn/customizing-agents</loc>
    <lastmod>2026-08-28T11:46:53+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/learn/dalle-image-generation</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/learn/execution-hooks</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/learn/force-tool-output-as-result</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/learn/hierarchical-process</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/learn/human-feedback-in-flows</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/learn/human-in-the-loop</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/learn/human-input-on-execution</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/learn/kickoff-async</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/learn/kickoff-for-each</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/learn/litellm-removal-guide</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/learn/llm-connections</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/learn/llm-hooks</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/learn/llm-selection-guide</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/learn/multimodal-agents</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/learn/overview</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/learn/replay-tasks-from-latest-crew-kickoff</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/learn/sequential-process</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/learn/streaming-crew-execution</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/learn/streaming-flow-execution</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/learn/tool-hooks</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/learn/using-annotations</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/mcp/dsl-integration</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/mcp/multiple-servers</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/mcp/overview</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/mcp/security</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/mcp/sse</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/mcp/stdio</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/mcp/streamable-http</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/observability/arize-phoenix</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/observability/braintrust</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/observability/datadog</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/observability/galileo</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/observability/langdb</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/observability/langfuse</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/observability/langtrace</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/observability/maxim</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/observability/mlflow</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/observability/neatlogs</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/observability/openlit</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/observability/opik</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/observability/overview</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/observability/patronus-evaluation</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/observability/portkey</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/observability/tracing</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/observability/truefoundry</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/observability/weave</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/quickstart</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/skills</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/snippets/snippet-intro</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/telemetry</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/ai-ml/aimindtool</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/ai-ml/codeinterpretertool</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/ai-ml/dalletool</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/ai-ml/daytona</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/ai-ml/e2bsandboxtools</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/ai-ml/langchaintool</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/ai-ml/llamaindextool</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/ai-ml/overview</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/ai-ml/ragtool</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/ai-ml/visiontool</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/automation/apifyactorstool</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/automation/composiotool</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/automation/multiontool</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/automation/overview</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/automation/zapieractionstool</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/cloud-storage/bedrockkbretriever</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/cloud-storage/overview</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/cloud-storage/s3readertool</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/cloud-storage/s3writertool</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/database-data/mongodbvectorsearchtool</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/database-data/mysqltool</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/database-data/nl2sqltool</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/database-data/overview</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/database-data/pgsearchtool</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/database-data/qdrantvectorsearchtool</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/database-data/singlestoresearchtool</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/database-data/snowflakesearchtool</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/database-data/weaviatevectorsearchtool</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/file-document/csvsearchtool</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/file-document/directoryreadtool</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/file-document/directorysearchtool</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/file-document/docxsearchtool</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/file-document/filereadtool</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/file-document/filewritetool</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/file-document/jsonsearchtool</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/file-document/mdxsearchtool</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/file-document/ocrtool</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/file-document/overview</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/file-document/pdf-text-writing-tool</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/file-document/pdfsearchtool</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/file-document/txtsearchtool</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/file-document/xmlsearchtool</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/integration/bedrockinvokeagenttool</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/integration/crewaiautomationtool</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/integration/mergeagenthandlertool</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/integration/overview</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/overview</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/search-research/arxivpapertool</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/search-research/bravesearchtool</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/search-research/codedocssearchtool</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/search-research/databricks-query-tool</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/search-research/exasearchtool</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/search-research/githubsearchtool</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/search-research/linkupsearchtool</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/search-research/overview</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/search-research/serpapi-googlesearchtool</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/search-research/serpapi-googleshoppingtool</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/search-research/serperdevtool</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/search-research/tavilyextractortool</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/search-research/tavilygetresearchtool</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/search-research/tavilyresearchtool</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/search-research/tavilysearchtool</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/search-research/websitesearchtool</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/search-research/youai-search</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/search-research/youtubechannelsearchtool</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/search-research/youtubevideosearchtool</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/tool-integrations/overview</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/web-scraping/brightdata-tools</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/web-scraping/browserbaseloadtool</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/web-scraping/firecrawlcrawlwebsitetool</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/web-scraping/firecrawlscrapewebsitetool</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/web-scraping/firecrawlsearchtool</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/web-scraping/hyperbrowserloadtool</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/web-scraping/overview</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/web-scraping/oxylabsscraperstool</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/web-scraping/scrapeelementfromwebsitetool</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/web-scraping/scrapegraphscrapetool</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/web-scraping/scrapewebsitetool</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/web-scraping/scrapflyscrapetool</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/web-scraping/seleniumscrapingtool</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/web-scraping/serperscrapewebsitetool</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/web-scraping/spidertool</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/web-scraping/stagehandtool</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.14.7/en/tools/web-scraping/youai-contents</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/api-reference/introduction</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/concepts/agent-capabilities</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/concepts/agents</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/concepts/checkpointing</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/concepts/cli</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/concepts/collaboration</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/concepts/crews</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/concepts/event-listener</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/concepts/files</loc>
    <lastmod>2026-08-28T11:46:54+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/concepts/flows</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/concepts/knowledge</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/concepts/llms</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/concepts/memory</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/concepts/planning</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/concepts/processes</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/concepts/production-architecture</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/concepts/reasoning</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/concepts/skills</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/concepts/tasks</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/concepts/testing</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/concepts/tools</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/concepts/training</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/examples/cookbooks</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/examples/example</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/guides/advanced/customizing-prompts</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/guides/advanced/fingerprinting</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/guides/agents/crafting-effective-agents</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/guides/coding-tools/agents-md</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/guides/coding-tools/build-with-ai</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/guides/concepts/evaluating-use-cases</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/guides/crews/first-crew</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/guides/flows/conversational-flows</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/guides/flows/first-flow</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/guides/flows/inputs-id-deprecation</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/guides/flows/mastering-flow-state</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/guides/migration/migrating-from-langgraph</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/guides/migration/upgrading-crewai</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/guides/tools/publish-custom-tools</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/index</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/installation</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/introduction</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/learn/a2a-agent-delegation</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/learn/a2ui</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/learn/before-and-after-kickoff-hooks</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/learn/bring-your-own-agent</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/learn/coding-agents</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/learn/conditional-tasks</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/learn/create-custom-tools</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/learn/custom-llm</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/learn/custom-manager-agent</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/learn/customizing-agents</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/learn/dalle-image-generation</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/learn/execution-hooks</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/learn/force-tool-output-as-result</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/learn/hierarchical-process</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/learn/human-feedback-in-flows</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/learn/human-in-the-loop</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/learn/human-input-on-execution</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/learn/kickoff-async</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/learn/kickoff-for-each</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/learn/litellm-removal-guide</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/learn/llm-connections</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/learn/llm-hooks</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/learn/llm-selection-guide</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/learn/multimodal-agents</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/learn/overview</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/learn/replay-tasks-from-latest-crew-kickoff</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/learn/sequential-process</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/learn/streaming-crew-execution</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/learn/streaming-flow-execution</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/learn/tool-hooks</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/learn/using-annotations</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/mcp/dsl-integration</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/mcp/multiple-servers</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/mcp/overview</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/mcp/security</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/mcp/sse</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/mcp/stdio</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/mcp/streamable-http</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/observability/arize-phoenix</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/observability/braintrust</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/observability/datadog</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/observability/galileo</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/observability/langdb</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/observability/langfuse</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/observability/langtrace</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/observability/maxim</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/observability/mlflow</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/observability/neatlogs</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/observability/openlit</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/observability/opik</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/observability/overview</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/observability/patronus-evaluation</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/observability/portkey</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/observability/tracing</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/observability/truefoundry</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/observability/weave</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/quickstart</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/skills</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/snippets/snippet-intro</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/telemetry</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/ai-ml/aimindtool</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/ai-ml/codeinterpretertool</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/ai-ml/dalletool</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/ai-ml/daytona</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/ai-ml/e2bsandboxtools</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/ai-ml/langchaintool</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/ai-ml/llamaindextool</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/ai-ml/overview</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/ai-ml/ragtool</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/ai-ml/visiontool</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/automation/apifyactorstool</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/automation/composiotool</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/automation/multiontool</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/automation/overview</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/automation/zapieractionstool</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/cloud-storage/bedrockkbretriever</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/cloud-storage/overview</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/cloud-storage/s3readertool</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/cloud-storage/s3writertool</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/database-data/mongodbvectorsearchtool</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/database-data/mysqltool</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/database-data/nl2sqltool</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/database-data/overview</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/database-data/pgsearchtool</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/database-data/qdrantvectorsearchtool</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/database-data/singlestoresearchtool</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/database-data/snowflakesearchtool</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/database-data/weaviatevectorsearchtool</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/file-document/csvsearchtool</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/file-document/directoryreadtool</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/file-document/directorysearchtool</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/file-document/docxsearchtool</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/file-document/filereadtool</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/file-document/filewritetool</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/file-document/jsonsearchtool</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/file-document/mdxsearchtool</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/file-document/ocrtool</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/file-document/overview</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/file-document/pdf-text-writing-tool</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/file-document/pdfsearchtool</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/file-document/txtsearchtool</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/file-document/xmlsearchtool</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/integration/bedrockinvokeagenttool</loc>
    <lastmod>2026-08-28T11:46:55+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/integration/crewaiautomationtool</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/integration/mergeagenthandlertool</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/integration/overview</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/overview</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/search-research/arxivpapertool</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/search-research/bravesearchtool</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/search-research/codedocssearchtool</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/search-research/databricks-query-tool</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/search-research/exasearchtool</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/search-research/githubsearchtool</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/search-research/linkupsearchtool</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/search-research/overview</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/search-research/serpapi-googlesearchtool</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/search-research/serpapi-googleshoppingtool</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/search-research/serperdevtool</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/search-research/tavilyextractortool</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/search-research/tavilygetresearchtool</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/search-research/tavilyresearchtool</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/search-research/tavilysearchtool</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/search-research/websitesearchtool</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/search-research/youai-search</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/search-research/youtubechannelsearchtool</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/search-research/youtubevideosearchtool</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/tool-integrations/overview</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/web-scraping/brightdata-tools</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/web-scraping/browserbaseloadtool</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/web-scraping/firecrawlcrawlwebsitetool</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/web-scraping/firecrawlscrapewebsitetool</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/web-scraping/firecrawlsearchtool</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/web-scraping/hyperbrowserloadtool</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/web-scraping/overview</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/web-scraping/oxylabsscraperstool</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/web-scraping/scrapeelementfromwebsitetool</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/web-scraping/scrapegraphscrapetool</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/web-scraping/scrapewebsitetool</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/web-scraping/scrapflyscrapetool</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/web-scraping/seleniumscrapingtool</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/web-scraping/serperscrapewebsitetool</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/web-scraping/spidertool</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/web-scraping/stagehandtool</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.0/en/tools/web-scraping/youai-contents</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/api-reference/introduction</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/concepts/agent-capabilities</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/concepts/agents</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/concepts/checkpointing</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/concepts/cli</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/concepts/collaboration</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/concepts/crews</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/concepts/event-listener</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/concepts/files</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/concepts/flows</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/concepts/knowledge</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/concepts/llms</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/concepts/memory</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/concepts/planning</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/concepts/processes</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/concepts/production-architecture</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/concepts/reasoning</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/concepts/skills</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/concepts/tasks</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/concepts/testing</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/concepts/tools</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/concepts/training</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/examples/cookbooks</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/examples/example</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/guides/advanced/customizing-prompts</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/guides/advanced/fingerprinting</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/guides/agents/crafting-effective-agents</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/guides/coding-tools/agents-md</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/guides/coding-tools/build-with-ai</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/guides/concepts/evaluating-use-cases</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/guides/crews/first-crew</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/guides/flows/conversational-flows</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/guides/flows/first-flow</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/guides/flows/inputs-id-deprecation</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/guides/flows/mastering-flow-state</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/guides/migration/migrating-from-langgraph</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/guides/migration/upgrading-crewai</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/guides/tools/publish-custom-tools</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/index</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/installation</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/introduction</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/learn/a2a-agent-delegation</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/learn/a2ui</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/learn/before-and-after-kickoff-hooks</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/learn/bring-your-own-agent</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/learn/coding-agents</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/learn/conditional-tasks</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/learn/create-custom-tools</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/learn/custom-llm</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/learn/custom-manager-agent</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/learn/customizing-agents</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/learn/dalle-image-generation</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/learn/execution-hooks</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/learn/force-tool-output-as-result</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/learn/hierarchical-process</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/learn/human-feedback-in-flows</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/learn/human-in-the-loop</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/learn/human-input-on-execution</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/learn/kickoff-async</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/learn/kickoff-for-each</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/learn/litellm-removal-guide</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/learn/llm-connections</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/learn/llm-hooks</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/learn/llm-selection-guide</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/learn/multimodal-agents</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/learn/overview</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/learn/replay-tasks-from-latest-crew-kickoff</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/learn/sequential-process</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/learn/streaming-crew-execution</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/learn/streaming-flow-execution</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/learn/tool-hooks</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/learn/using-annotations</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/mcp/dsl-integration</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/mcp/multiple-servers</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/mcp/overview</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/mcp/security</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/mcp/sse</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/mcp/stdio</loc>
    <lastmod>2026-08-28T11:46:56+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/mcp/streamable-http</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/observability/arize-phoenix</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/observability/braintrust</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/observability/datadog</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/observability/galileo</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/observability/langdb</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/observability/langfuse</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/observability/langtrace</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/observability/maxim</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/observability/mlflow</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/observability/neatlogs</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/observability/openlit</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/observability/opik</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/observability/overview</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/observability/patronus-evaluation</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/observability/portkey</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/observability/tracing</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/observability/truefoundry</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/observability/weave</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/quickstart</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/skills</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/snippets/snippet-intro</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/telemetry</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/ai-ml/aimindtool</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/ai-ml/codeinterpretertool</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/ai-ml/dalletool</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/ai-ml/daytona</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/ai-ml/e2bsandboxtools</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/ai-ml/langchaintool</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/ai-ml/llamaindextool</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/ai-ml/overview</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/ai-ml/ragtool</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/ai-ml/visiontool</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/automation/apifyactorstool</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/automation/composiotool</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/automation/multiontool</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/automation/overview</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/automation/zapieractionstool</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/cloud-storage/bedrockkbretriever</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/cloud-storage/overview</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/cloud-storage/s3readertool</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/cloud-storage/s3writertool</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/database-data/mongodbvectorsearchtool</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/database-data/mysqltool</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/database-data/nl2sqltool</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/database-data/overview</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/database-data/pgsearchtool</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/database-data/qdrantvectorsearchtool</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/database-data/singlestoresearchtool</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/database-data/snowflakesearchtool</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/database-data/weaviatevectorsearchtool</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/file-document/csvsearchtool</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/file-document/directoryreadtool</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/file-document/directorysearchtool</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/file-document/docxsearchtool</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/file-document/filereadtool</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/file-document/filewritetool</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/file-document/jsonsearchtool</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/file-document/mdxsearchtool</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/file-document/ocrtool</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/file-document/overview</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/file-document/pdf-text-writing-tool</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/file-document/pdfsearchtool</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/file-document/txtsearchtool</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/file-document/xmlsearchtool</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/integration/bedrockinvokeagenttool</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/integration/crewaiautomationtool</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/integration/mergeagenthandlertool</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/integration/overview</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/overview</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/search-research/arxivpapertool</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/search-research/bravesearchtool</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/search-research/codedocssearchtool</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/search-research/databricks-query-tool</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/search-research/exasearchtool</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/search-research/githubsearchtool</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/search-research/linkupsearchtool</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/search-research/overview</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/search-research/serpapi-googlesearchtool</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/search-research/serpapi-googleshoppingtool</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/search-research/serperdevtool</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/search-research/tavilyextractortool</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/search-research/tavilygetresearchtool</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/search-research/tavilyresearchtool</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/search-research/tavilysearchtool</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/search-research/websitesearchtool</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/search-research/youai-search</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/search-research/youtubechannelsearchtool</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/search-research/youtubevideosearchtool</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/tool-integrations/overview</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/web-scraping/brightdata-tools</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/web-scraping/browserbaseloadtool</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/web-scraping/firecrawlcrawlwebsitetool</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/web-scraping/firecrawlscrapewebsitetool</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/web-scraping/firecrawlsearchtool</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/web-scraping/hyperbrowserloadtool</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/web-scraping/overview</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/web-scraping/oxylabsscraperstool</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/web-scraping/scrapeelementfromwebsitetool</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/web-scraping/scrapegraphscrapetool</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/web-scraping/scrapewebsitetool</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/web-scraping/scrapflyscrapetool</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/web-scraping/seleniumscrapingtool</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/web-scraping/serperscrapewebsitetool</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/web-scraping/spidertool</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/web-scraping/stagehandtool</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.1/en/tools/web-scraping/youai-contents</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/api-reference/introduction</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/concepts/agent-capabilities</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/concepts/agents</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/concepts/checkpointing</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/concepts/cli</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/concepts/collaboration</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/concepts/crews</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/concepts/event-listener</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/concepts/files</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/concepts/flows</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/concepts/knowledge</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/concepts/llms</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/concepts/memory</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/concepts/planning</loc>
    <lastmod>2026-08-28T11:46:57+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/concepts/processes</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/concepts/production-architecture</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/concepts/reasoning</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/concepts/skills</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/concepts/streaming</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/concepts/tasks</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/concepts/testing</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/concepts/tools</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/concepts/training</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/examples/cookbooks</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/examples/example</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/guides/advanced/customizing-prompts</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/guides/advanced/fingerprinting</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/guides/agents/crafting-effective-agents</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/guides/coding-tools/agents-md</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/guides/coding-tools/build-with-ai</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/guides/concepts/evaluating-use-cases</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/guides/crews/first-crew</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/guides/flows/conversational-flows</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/guides/flows/first-flow</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/guides/flows/inputs-id-deprecation</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/guides/flows/mastering-flow-state</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/guides/migration/migrating-from-langgraph</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/guides/migration/upgrading-crewai</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/guides/tools/publish-custom-tools</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/index</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/installation</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/introduction</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/learn/a2a-agent-delegation</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/learn/a2ui</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/learn/before-and-after-kickoff-hooks</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/learn/bring-your-own-agent</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/learn/coding-agents</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/learn/conditional-tasks</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/learn/consuming-streams</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/learn/create-custom-tools</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/learn/custom-llm</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/learn/custom-manager-agent</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/learn/customizing-agents</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/learn/dalle-image-generation</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/learn/execution-boundary-hooks</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/learn/execution-hooks</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/learn/force-tool-output-as-result</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/learn/hierarchical-process</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/learn/human-feedback-in-flows</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/learn/human-in-the-loop</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/learn/human-input-on-execution</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/learn/kickoff-async</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/learn/kickoff-for-each</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/learn/litellm-removal-guide</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/learn/llm-connections</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/learn/llm-hooks</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/learn/llm-selection-guide</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/learn/multimodal-agents</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/learn/overview</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/learn/replay-tasks-from-latest-crew-kickoff</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/learn/sequential-process</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/learn/step-hooks</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/learn/streaming-crew-execution</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/learn/streaming-flow-execution</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/learn/streaming-runtime-contract</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/learn/tool-hooks</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/learn/using-annotations</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/mcp/dsl-integration</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/mcp/multiple-servers</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/mcp/overview</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/mcp/security</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/mcp/sse</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/mcp/stdio</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/mcp/streamable-http</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/observability/arize-phoenix</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/observability/braintrust</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/observability/datadog</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/observability/galileo</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/observability/langdb</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/observability/langfuse</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/observability/langtrace</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/observability/maxim</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/observability/mlflow</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/observability/neatlogs</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/observability/openlit</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/observability/opik</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/observability/overview</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/observability/patronus-evaluation</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/observability/portkey</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/observability/tracing</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/observability/truefoundry</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/observability/weave</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/quickstart</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/skills</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/snippets/snippet-intro</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/telemetry</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/ai-ml/aimindtool</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/ai-ml/codeinterpretertool</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/ai-ml/dalletool</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/ai-ml/daytona</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/ai-ml/e2bsandboxtools</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/ai-ml/langchaintool</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/ai-ml/llamaindextool</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/ai-ml/overview</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/ai-ml/ragtool</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/ai-ml/visiontool</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/automation/apifyactorstool</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/automation/composiotool</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/automation/multiontool</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/automation/overview</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/automation/waittool</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/automation/zapieractionstool</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/cloud-storage/bedrockkbretriever</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/cloud-storage/overview</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/cloud-storage/s3readertool</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/cloud-storage/s3writertool</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/database-data/mongodbvectorsearchtool</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/database-data/mysqltool</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/database-data/nl2sqltool</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/database-data/overview</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/database-data/pgsearchtool</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/database-data/qdrantvectorsearchtool</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/database-data/singlestoresearchtool</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/database-data/snowflakesearchtool</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/database-data/weaviatevectorsearchtool</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/file-document/csvsearchtool</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/file-document/directoryreadtool</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/file-document/directorysearchtool</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/file-document/docxsearchtool</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/file-document/filereadtool</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/file-document/filewritetool</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/file-document/jsonsearchtool</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/file-document/mdxsearchtool</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/file-document/ocrtool</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/file-document/overview</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/file-document/pdf-text-writing-tool</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/file-document/pdfsearchtool</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/file-document/txtsearchtool</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/file-document/xmlsearchtool</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/integration/bedrockinvokeagenttool</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/integration/crewaiautomationtool</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/integration/mergeagenthandlertool</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/integration/overview</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/overview</loc>
    <lastmod>2026-08-28T11:46:58+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/search-research/arxivpapertool</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/search-research/bravesearchtool</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/search-research/codedocssearchtool</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/search-research/databricks-query-tool</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/search-research/exasearchtool</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/search-research/githubsearchtool</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/search-research/linkupsearchtool</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/search-research/overview</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/search-research/serpapi-googlesearchtool</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/search-research/serpapi-googleshoppingtool</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/search-research/serperdevtool</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/search-research/tavilyextractortool</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/search-research/tavilygetresearchtool</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/search-research/tavilyresearchtool</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/search-research/tavilysearchtool</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/search-research/websitesearchtool</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/search-research/youai-search</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/search-research/youtubechannelsearchtool</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/search-research/youtubevideosearchtool</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/tool-integrations/overview</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/web-scraping/brightdata-tools</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/web-scraping/browserbaseloadtool</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/web-scraping/firecrawlcrawlwebsitetool</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/web-scraping/firecrawlscrapewebsitetool</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/web-scraping/firecrawlsearchtool</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/web-scraping/hyperbrowserloadtool</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/web-scraping/overview</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/web-scraping/oxylabsscraperstool</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/web-scraping/scrapeelementfromwebsitetool</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/web-scraping/scrapegraphscrapetool</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/web-scraping/scrapewebsitetool</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/web-scraping/scrapflyscrapetool</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/web-scraping/seleniumscrapingtool</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/web-scraping/serperscrapewebsitetool</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/web-scraping/spidertool</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/web-scraping/stagehandtool</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.10/en/tools/web-scraping/youai-contents</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/api-reference/introduction</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/concepts/agent-capabilities</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/concepts/agents</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/concepts/checkpointing</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/concepts/cli</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/concepts/collaboration</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/concepts/crews</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/concepts/event-listener</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/concepts/files</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/concepts/flows</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/concepts/knowledge</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/concepts/llms</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/concepts/memory</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/concepts/planning</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/concepts/processes</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/concepts/production-architecture</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/concepts/reasoning</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/concepts/skills</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/concepts/streaming</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/concepts/tasks</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/concepts/testing</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/concepts/tools</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/concepts/training</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/examples/cookbooks</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/examples/example</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/guides/advanced/customizing-prompts</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/guides/advanced/fingerprinting</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/guides/agents/crafting-effective-agents</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/guides/coding-tools/agents-md</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/guides/coding-tools/build-with-ai</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/guides/concepts/evaluating-use-cases</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/guides/crews/first-crew</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/guides/flows/conversational-flows</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/guides/flows/first-flow</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/guides/flows/inputs-id-deprecation</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/guides/flows/mastering-flow-state</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/guides/migration/migrating-from-langgraph</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/guides/migration/upgrading-crewai</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/guides/tools/publish-custom-tools</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/index</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/installation</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/introduction</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/learn/a2a-agent-delegation</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/learn/a2ui</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/learn/before-and-after-kickoff-hooks</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/learn/bring-your-own-agent</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/learn/coding-agents</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/learn/conditional-tasks</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/learn/consuming-streams</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/learn/create-custom-tools</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/learn/custom-llm</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/learn/custom-manager-agent</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/learn/customizing-agents</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/learn/dalle-image-generation</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/learn/execution-boundary-hooks</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/learn/execution-hooks</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/learn/force-tool-output-as-result</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/learn/hierarchical-process</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/learn/human-feedback-in-flows</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/learn/human-in-the-loop</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/learn/human-input-on-execution</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/learn/kickoff-async</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/learn/kickoff-for-each</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/learn/litellm-removal-guide</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/learn/llm-connections</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/learn/llm-hooks</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/learn/llm-selection-guide</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/learn/multimodal-agents</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/learn/overview</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/learn/replay-tasks-from-latest-crew-kickoff</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/learn/sequential-process</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/learn/step-hooks</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/learn/streaming-crew-execution</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/learn/streaming-flow-execution</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/learn/streaming-runtime-contract</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/learn/tool-hooks</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/learn/using-annotations</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/mcp/dsl-integration</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/mcp/multiple-servers</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/mcp/overview</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/mcp/security</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/mcp/sse</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/mcp/stdio</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/mcp/streamable-http</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/observability/arize-phoenix</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/observability/braintrust</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/observability/datadog</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/observability/galileo</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/observability/langdb</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/observability/langfuse</loc>
    <lastmod>2026-08-28T11:46:59+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/observability/langtrace</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/observability/maxim</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/observability/mlflow</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/observability/neatlogs</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/observability/openlit</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/observability/opik</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/observability/overview</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/observability/patronus-evaluation</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/observability/portkey</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/observability/tracing</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/observability/truefoundry</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/observability/weave</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/quickstart</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/skills</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/snippets/snippet-intro</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/telemetry</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/ai-ml/aimindtool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/ai-ml/codeinterpretertool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/ai-ml/dalletool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/ai-ml/daytona</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/ai-ml/e2bsandboxtools</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/ai-ml/langchaintool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/ai-ml/llamaindextool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/ai-ml/overview</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/ai-ml/ragtool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/ai-ml/visiontool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/automation/apifyactorstool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/automation/composiotool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/automation/multiontool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/automation/overview</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/automation/waittool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/automation/zapieractionstool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/cloud-storage/bedrockkbretriever</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/cloud-storage/overview</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/cloud-storage/s3readertool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/cloud-storage/s3writertool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/database-data/db2searchtool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/database-data/mongodbvectorsearchtool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/database-data/mysqltool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/database-data/nl2sqltool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/database-data/overview</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/database-data/pgsearchtool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/database-data/qdrantvectorsearchtool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/database-data/singlestoresearchtool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/database-data/snowflakesearchtool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/database-data/weaviatevectorsearchtool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/file-document/csvsearchtool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/file-document/directoryreadtool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/file-document/directorysearchtool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/file-document/docxsearchtool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/file-document/filereadtool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/file-document/filewritetool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/file-document/jsonsearchtool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/file-document/mdxsearchtool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/file-document/ocrtool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/file-document/overview</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/file-document/pdf-text-writing-tool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/file-document/pdfsearchtool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/file-document/txtsearchtool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/file-document/xmlsearchtool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/integration/bedrockinvokeagenttool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/integration/crewaiautomationtool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/integration/mergeagenthandlertool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/integration/overview</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/overview</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/search-research/arxivpapertool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/search-research/bravesearchtool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/search-research/codedocssearchtool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/search-research/databricks-query-tool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/search-research/exasearchtool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/search-research/githubsearchtool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/search-research/linkupsearchtool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/search-research/overview</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/search-research/serpapi-googlesearchtool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/search-research/serpapi-googleshoppingtool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/search-research/serperdevtool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/search-research/tavilyextractortool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/search-research/tavilygetresearchtool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/search-research/tavilyresearchtool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/search-research/tavilysearchtool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/search-research/websitesearchtool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/search-research/youai-search</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/search-research/youtubechannelsearchtool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/search-research/youtubevideosearchtool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/tool-integrations/overview</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/web-scraping/brightdata-tools</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/web-scraping/browserbaseloadtool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/web-scraping/firecrawlcrawlwebsitetool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/web-scraping/firecrawlscrapewebsitetool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/web-scraping/firecrawlsearchtool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/web-scraping/hyperbrowserloadtool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/web-scraping/overview</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/web-scraping/oxylabsscraperstool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/web-scraping/scrapeelementfromwebsitetool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/web-scraping/scrapegraphscrapetool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/web-scraping/scrapewebsitetool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/web-scraping/scrapflyscrapetool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/web-scraping/seleniumscrapingtool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/web-scraping/serperscrapewebsitetool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/web-scraping/spidertool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/web-scraping/stagehandtool</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.11/en/tools/web-scraping/youai-contents</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/api-reference/introduction</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/concepts/agent-capabilities</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/concepts/agents</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/concepts/checkpointing</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/concepts/cli</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/concepts/collaboration</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/concepts/crews</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/concepts/event-listener</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/concepts/files</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/concepts/flows</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/concepts/knowledge</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/concepts/llms</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/concepts/memory</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/concepts/planning</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/concepts/processes</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/concepts/production-architecture</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/concepts/reasoning</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/concepts/skills</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/concepts/streaming</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/concepts/tasks</loc>
    <lastmod>2026-08-28T11:47:00+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/concepts/testing</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/concepts/tools</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/concepts/training</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/examples/cookbooks</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/examples/example</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/guides/advanced/customizing-prompts</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/guides/advanced/fingerprinting</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/guides/agents/crafting-effective-agents</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/guides/coding-tools/agents-md</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/guides/coding-tools/build-with-ai</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/guides/concepts/evaluating-use-cases</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/guides/crews/first-crew</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/guides/flows/conversational-flows</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/guides/flows/first-flow</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/guides/flows/inputs-id-deprecation</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/guides/flows/mastering-flow-state</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/guides/migration/migrating-from-langgraph</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/guides/migration/upgrading-crewai</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/guides/tools/publish-custom-tools</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/index</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/installation</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/introduction</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/learn/a2a-agent-delegation</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/learn/a2ui</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/learn/before-and-after-kickoff-hooks</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/learn/bring-your-own-agent</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/learn/coding-agents</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/learn/conditional-tasks</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/learn/consuming-streams</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/learn/create-custom-tools</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/learn/custom-llm</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/learn/custom-manager-agent</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/learn/customizing-agents</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/learn/dalle-image-generation</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/learn/execution-boundary-hooks</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/learn/execution-hooks</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/learn/force-tool-output-as-result</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/learn/hierarchical-process</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/learn/human-feedback-in-flows</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/learn/human-in-the-loop</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/learn/human-input-on-execution</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/learn/kickoff-async</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/learn/kickoff-for-each</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/learn/litellm-removal-guide</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/learn/llm-connections</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/learn/llm-hooks</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/learn/llm-selection-guide</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/learn/multimodal-agents</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/learn/overview</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/learn/replay-tasks-from-latest-crew-kickoff</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/learn/sequential-process</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/learn/step-hooks</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/learn/streaming-crew-execution</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/learn/streaming-flow-execution</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/learn/streaming-runtime-contract</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/learn/tool-hooks</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/learn/using-annotations</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/mcp/dsl-integration</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/mcp/multiple-servers</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/mcp/overview</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/mcp/security</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/mcp/sse</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/mcp/stdio</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/mcp/streamable-http</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/observability/arize-phoenix</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/observability/braintrust</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/observability/datadog</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/observability/galileo</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/observability/langdb</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/observability/langfuse</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/observability/langtrace</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/observability/maxim</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/observability/mlflow</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/observability/neatlogs</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/observability/openlit</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/observability/opik</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/observability/overview</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/observability/patronus-evaluation</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/observability/portkey</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/observability/tracing</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/observability/truefoundry</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/observability/weave</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/quickstart</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/skills</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/snippets/snippet-intro</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/telemetry</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/ai-ml/aimindtool</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/ai-ml/codeinterpretertool</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/ai-ml/dalletool</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/ai-ml/daytona</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/ai-ml/e2bsandboxtools</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/ai-ml/langchaintool</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/ai-ml/llamaindextool</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/ai-ml/overview</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/ai-ml/ragtool</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/ai-ml/visiontool</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/automation/apifyactorstool</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/automation/composiotool</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/automation/multiontool</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/automation/overview</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/automation/waittool</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/automation/zapieractionstool</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/cloud-storage/bedrockkbretriever</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/cloud-storage/overview</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/cloud-storage/s3readertool</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/cloud-storage/s3writertool</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/database-data/db2searchtool</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/database-data/mongodbvectorsearchtool</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/database-data/mysqltool</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/database-data/nl2sqltool</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/database-data/overview</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/database-data/pgsearchtool</loc>
    <lastmod>2026-08-28T11:47:01+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/database-data/qdrantvectorsearchtool</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/database-data/singlestoresearchtool</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/database-data/snowflakesearchtool</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/database-data/weaviatevectorsearchtool</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/file-document/csvsearchtool</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/file-document/directoryreadtool</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/file-document/directorysearchtool</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/file-document/docxsearchtool</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/file-document/filereadtool</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/file-document/filewritetool</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/file-document/jsonsearchtool</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/file-document/mdxsearchtool</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/file-document/ocrtool</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/file-document/overview</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/file-document/pdf-text-writing-tool</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/file-document/pdfsearchtool</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/file-document/txtsearchtool</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/file-document/xmlsearchtool</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/integration/bedrockinvokeagenttool</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/integration/crewaiautomationtool</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/integration/mergeagenthandlertool</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/integration/overview</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/overview</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/search-research/arxivpapertool</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/search-research/bravesearchtool</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/search-research/codedocssearchtool</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/search-research/databricks-query-tool</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/search-research/exasearchtool</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/search-research/githubsearchtool</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/search-research/linkupsearchtool</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/search-research/overview</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/search-research/serpapi-googlesearchtool</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/search-research/serpapi-googleshoppingtool</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/search-research/serperdevtool</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/search-research/tavilyextractortool</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/search-research/tavilygetresearchtool</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/search-research/tavilyresearchtool</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/search-research/tavilysearchtool</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/search-research/websitesearchtool</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/search-research/youai-search</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/search-research/youtubechannelsearchtool</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/search-research/youtubevideosearchtool</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/tool-integrations/overview</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/web-scraping/brightdata-tools</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/web-scraping/browserbaseloadtool</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/web-scraping/firecrawlcrawlwebsitetool</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/web-scraping/firecrawlscrapewebsitetool</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/web-scraping/firecrawlsearchtool</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/web-scraping/hyperbrowserloadtool</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/web-scraping/overview</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/web-scraping/oxylabsscraperstool</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/web-scraping/scrapeelementfromwebsitetool</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/web-scraping/scrapegraphscrapetool</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/web-scraping/scrapewebsitetool</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/web-scraping/scrapflyscrapetool</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/web-scraping/seleniumscrapingtool</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/web-scraping/serperscrapewebsitetool</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/web-scraping/spidertool</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/web-scraping/stagehandtool</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.12/en/tools/web-scraping/youai-contents</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/api-reference/introduction</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/concepts/agent-capabilities</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/concepts/agents</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/concepts/checkpointing</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/concepts/cli</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/concepts/collaboration</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/concepts/crews</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/concepts/event-listener</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/concepts/files</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/concepts/flows</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/concepts/knowledge</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/concepts/llms</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/concepts/memory</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/concepts/planning</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/concepts/processes</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/concepts/production-architecture</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/concepts/reasoning</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/concepts/skills</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/concepts/streaming</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/concepts/tasks</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/concepts/testing</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/concepts/tools</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/concepts/training</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/examples/cookbooks</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/examples/example</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/guides/advanced/customizing-prompts</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/guides/advanced/fingerprinting</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/guides/agents/crafting-effective-agents</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/guides/coding-tools/agents-md</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/guides/coding-tools/build-with-ai</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/guides/concepts/evaluating-use-cases</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/guides/crews/first-crew</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/guides/flows/conversational-flows</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/guides/flows/first-flow</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/guides/flows/inputs-id-deprecation</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/guides/flows/mastering-flow-state</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/guides/migration/migrating-from-langgraph</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/guides/migration/upgrading-crewai</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/guides/tools/publish-custom-tools</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/index</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/installation</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/introduction</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/learn/a2a-agent-delegation</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/learn/a2ui</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/learn/before-and-after-kickoff-hooks</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/learn/bring-your-own-agent</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/learn/coding-agents</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/learn/conditional-tasks</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/learn/consuming-streams</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/learn/create-custom-tools</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/learn/custom-llm</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/learn/custom-manager-agent</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/learn/customizing-agents</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/learn/dalle-image-generation</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/learn/execution-boundary-hooks</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/learn/execution-hooks</loc>
    <lastmod>2026-08-28T11:47:02+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/learn/force-tool-output-as-result</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/learn/hierarchical-process</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/learn/human-feedback-in-flows</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/learn/human-in-the-loop</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/learn/human-input-on-execution</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/learn/kickoff-async</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/learn/kickoff-for-each</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/learn/litellm-removal-guide</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/learn/llm-connections</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/learn/llm-hooks</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/learn/llm-selection-guide</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/learn/multimodal-agents</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/learn/overview</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/learn/replay-tasks-from-latest-crew-kickoff</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/learn/sequential-process</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/learn/step-hooks</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/learn/streaming-crew-execution</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/learn/streaming-flow-execution</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/learn/streaming-runtime-contract</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/learn/tool-hooks</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/learn/using-annotations</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/mcp/dsl-integration</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/mcp/multiple-servers</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/mcp/overview</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/mcp/security</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/mcp/sse</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/mcp/stdio</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/mcp/streamable-http</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/observability/arize-phoenix</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/observability/braintrust</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/observability/datadog</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/observability/galileo</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/observability/langdb</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/observability/langfuse</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/observability/langtrace</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/observability/maxim</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/observability/mlflow</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/observability/neatlogs</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/observability/openlit</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/observability/opik</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/observability/overview</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/observability/patronus-evaluation</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/observability/portkey</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/observability/tracing</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/observability/truefoundry</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/observability/weave</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/quickstart</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/skills</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/snippets/snippet-intro</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/telemetry</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/ai-ml/aimindtool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/ai-ml/codeinterpretertool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/ai-ml/dalletool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/ai-ml/daytona</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/ai-ml/e2bsandboxtools</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/ai-ml/langchaintool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/ai-ml/llamaindextool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/ai-ml/overview</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/ai-ml/ragtool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/ai-ml/visiontool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/automation/apifyactorstool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/automation/composiotool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/automation/multiontool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/automation/overview</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/automation/waittool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/automation/zapieractionstool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/cloud-storage/bedrockkbretriever</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/cloud-storage/overview</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/cloud-storage/s3readertool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/cloud-storage/s3writertool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/database-data/db2searchtool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/database-data/mongodbvectorsearchtool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/database-data/mysqltool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/database-data/nl2sqltool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/database-data/overview</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/database-data/pgsearchtool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/database-data/qdrantvectorsearchtool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/database-data/singlestoresearchtool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/database-data/snowflakesearchtool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/database-data/weaviatevectorsearchtool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/file-document/csvsearchtool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/file-document/directoryreadtool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/file-document/directorysearchtool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/file-document/docxsearchtool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/file-document/filereadtool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/file-document/filewritetool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/file-document/jsonsearchtool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/file-document/mdxsearchtool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/file-document/ocrtool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/file-document/overview</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/file-document/pdf-text-writing-tool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/file-document/pdfsearchtool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/file-document/txtsearchtool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/file-document/xmlsearchtool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/integration/bedrockinvokeagenttool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/integration/crewaiautomationtool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/integration/mergeagenthandlertool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/integration/overview</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/overview</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/search-research/arxivpapertool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/search-research/bravesearchtool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/search-research/codedocssearchtool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/search-research/databricks-query-tool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/search-research/exasearchtool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/search-research/githubsearchtool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/search-research/linkupsearchtool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/search-research/overview</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/search-research/serpapi-googlesearchtool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/search-research/serpapi-googleshoppingtool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/search-research/serperdevtool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/search-research/tavilyextractortool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/search-research/tavilygetresearchtool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/search-research/tavilyresearchtool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/search-research/tavilysearchtool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/search-research/websitesearchtool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/search-research/youai-search</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/search-research/youtubechannelsearchtool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/search-research/youtubevideosearchtool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/tool-integrations/overview</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/web-scraping/brightdata-tools</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/web-scraping/browserbaseloadtool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/web-scraping/firecrawlcrawlwebsitetool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/web-scraping/firecrawlscrapewebsitetool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/web-scraping/firecrawlsearchtool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/web-scraping/hyperbrowserloadtool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/web-scraping/overview</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/web-scraping/oxylabsscraperstool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/web-scraping/scrapeelementfromwebsitetool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/web-scraping/scrapegraphscrapetool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/web-scraping/scrapewebsitetool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/web-scraping/scrapflyscrapetool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/web-scraping/seleniumscrapingtool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/web-scraping/serperscrapewebsitetool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/web-scraping/spidertool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/web-scraping/stagehandtool</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.13/en/tools/web-scraping/youai-contents</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/api-reference/introduction</loc>
    <lastmod>2026-08-28T11:47:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/concepts/agent-capabilities</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/concepts/agents</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/concepts/checkpointing</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/concepts/cli</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/concepts/collaboration</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/concepts/crews</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/concepts/event-listener</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/concepts/files</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/concepts/flows</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/concepts/knowledge</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/concepts/llms</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/concepts/memory</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/concepts/planning</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/concepts/processes</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/concepts/production-architecture</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/concepts/reasoning</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/concepts/skills</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/concepts/streaming</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/concepts/tasks</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/concepts/testing</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/concepts/tools</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/concepts/training</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/examples/cookbooks</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/examples/example</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/guides/advanced/customizing-prompts</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/guides/advanced/fingerprinting</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/guides/agents/crafting-effective-agents</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/guides/coding-tools/agents-md</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/guides/coding-tools/build-with-ai</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/guides/concepts/evaluating-use-cases</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/guides/crews/first-crew</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/guides/flows/conversational-flows</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/guides/flows/first-flow</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/guides/flows/inputs-id-deprecation</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/guides/flows/mastering-flow-state</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/guides/migration/migrating-from-langgraph</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/guides/migration/upgrading-crewai</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/guides/tools/publish-custom-tools</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/index</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/installation</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/introduction</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/learn/a2a-agent-delegation</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/learn/a2ui</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/learn/before-and-after-kickoff-hooks</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/learn/bring-your-own-agent</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/learn/coding-agents</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/learn/conditional-tasks</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/learn/consuming-streams</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/learn/create-custom-tools</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/learn/custom-llm</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/learn/custom-manager-agent</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/learn/customizing-agents</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/learn/dalle-image-generation</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/learn/execution-boundary-hooks</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/learn/execution-hooks</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/learn/force-tool-output-as-result</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/learn/hierarchical-process</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/learn/human-feedback-in-flows</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/learn/human-in-the-loop</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/learn/human-input-on-execution</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/learn/kickoff-async</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/learn/kickoff-for-each</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/learn/litellm-removal-guide</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/learn/llm-connections</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/learn/llm-hooks</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/learn/llm-selection-guide</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/learn/multimodal-agents</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/learn/overview</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/learn/replay-tasks-from-latest-crew-kickoff</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/learn/sequential-process</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/learn/step-hooks</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/learn/streaming-crew-execution</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/learn/streaming-flow-execution</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/learn/streaming-runtime-contract</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/learn/tool-hooks</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/learn/using-annotations</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/mcp/dsl-integration</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/mcp/multiple-servers</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/mcp/overview</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/mcp/security</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/mcp/sse</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/mcp/stdio</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/mcp/streamable-http</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/observability/arize-phoenix</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/observability/braintrust</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/observability/datadog</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/observability/galileo</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/observability/langdb</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/observability/langfuse</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/observability/langtrace</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/observability/maxim</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/observability/mlflow</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/observability/neatlogs</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/observability/openlit</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/observability/opik</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/observability/overview</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/observability/patronus-evaluation</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/observability/portkey</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/observability/tracing</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/observability/truefoundry</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/observability/weave</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/quickstart</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/skills</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/snippets/snippet-intro</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/telemetry</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/ai-ml/aimindtool</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/ai-ml/codeinterpretertool</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/ai-ml/dalletool</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/ai-ml/daytona</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/ai-ml/e2bsandboxtools</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/ai-ml/langchaintool</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/ai-ml/llamaindextool</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/ai-ml/overview</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/ai-ml/ragtool</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/ai-ml/visiontool</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/automation/apifyactorstool</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/automation/composiotool</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/automation/multiontool</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/automation/overview</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/automation/waittool</loc>
    <lastmod>2026-08-28T11:47:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/automation/zapieractionstool</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/cloud-storage/bedrockkbretriever</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/cloud-storage/overview</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/cloud-storage/s3readertool</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/cloud-storage/s3writertool</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/database-data/db2searchtool</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/database-data/mongodbvectorsearchtool</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/database-data/mysqltool</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/database-data/nl2sqltool</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/database-data/overview</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/database-data/pgsearchtool</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/database-data/qdrantvectorsearchtool</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/database-data/singlestoresearchtool</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/database-data/snowflakesearchtool</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/database-data/weaviatevectorsearchtool</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/file-document/csvsearchtool</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/file-document/directoryreadtool</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/file-document/directorysearchtool</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/file-document/docxsearchtool</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/file-document/filereadtool</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/file-document/filewritetool</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/file-document/jsonsearchtool</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/file-document/mdxsearchtool</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/file-document/ocrtool</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/file-document/overview</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/file-document/pdf-text-writing-tool</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/file-document/pdfsearchtool</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/file-document/txtsearchtool</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/file-document/xmlsearchtool</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/integration/bedrockinvokeagenttool</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/integration/crewaiautomationtool</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/integration/mergeagenthandlertool</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/integration/overview</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/overview</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/search-research/arxivpapertool</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/search-research/bravesearchtool</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/search-research/codedocssearchtool</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/search-research/databricks-query-tool</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/search-research/exasearchtool</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/search-research/githubsearchtool</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/search-research/linkupsearchtool</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/search-research/overview</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/search-research/serpapi-googlesearchtool</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/search-research/serpapi-googleshoppingtool</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/search-research/serperdevtool</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/search-research/tavilyextractortool</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/search-research/tavilygetresearchtool</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/search-research/tavilyresearchtool</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/search-research/tavilysearchtool</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/search-research/websitesearchtool</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/search-research/youai-search</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/search-research/youtubechannelsearchtool</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/search-research/youtubevideosearchtool</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/tool-integrations/overview</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/web-scraping/brightdata-tools</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/web-scraping/browserbaseloadtool</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/web-scraping/firecrawlcrawlwebsitetool</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/web-scraping/firecrawlscrapewebsitetool</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/web-scraping/firecrawlsearchtool</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/web-scraping/hyperbrowserloadtool</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/web-scraping/overview</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/web-scraping/oxylabsscraperstool</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/web-scraping/scrapeelementfromwebsitetool</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/web-scraping/scrapegraphscrapetool</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/web-scraping/scrapewebsitetool</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/web-scraping/scrapflyscrapetool</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/web-scraping/seleniumscrapingtool</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/web-scraping/serperscrapewebsitetool</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/web-scraping/spidertool</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/web-scraping/stagehandtool</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.14/en/tools/web-scraping/youai-contents</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/api-reference/introduction</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/concepts/agent-capabilities</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/concepts/agents</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/concepts/checkpointing</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/concepts/cli</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/concepts/collaboration</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/concepts/crews</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/concepts/event-listener</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/concepts/files</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/concepts/flows</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/concepts/knowledge</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/concepts/llms</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/concepts/memory</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/concepts/planning</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/concepts/processes</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/concepts/production-architecture</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/concepts/reasoning</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/concepts/skills</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/concepts/streaming</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/concepts/tasks</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/concepts/testing</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/concepts/tools</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/concepts/training</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/examples/cookbooks</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/examples/example</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/guides/advanced/customizing-prompts</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/guides/advanced/fingerprinting</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/guides/agents/crafting-effective-agents</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/guides/coding-tools/agents-md</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/guides/coding-tools/build-with-ai</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/guides/concepts/evaluating-use-cases</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/guides/crews/first-crew</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/guides/flows/conversational-flows</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/guides/flows/first-flow</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/guides/flows/inputs-id-deprecation</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/guides/flows/mastering-flow-state</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/guides/migration/migrating-from-langgraph</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/guides/migration/upgrading-crewai</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/guides/tools/publish-custom-tools</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/index</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/installation</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/introduction</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/learn/a2a-agent-delegation</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/learn/a2ui</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/learn/before-and-after-kickoff-hooks</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/learn/bring-your-own-agent</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/learn/coding-agents</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/learn/conditional-tasks</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/learn/consuming-streams</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/learn/create-custom-tools</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/learn/custom-llm</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/learn/custom-manager-agent</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/learn/customizing-agents</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/learn/dalle-image-generation</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/learn/execution-boundary-hooks</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/learn/execution-hooks</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/learn/force-tool-output-as-result</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/learn/hierarchical-process</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/learn/human-feedback-in-flows</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/learn/human-in-the-loop</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/learn/human-input-on-execution</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/learn/kickoff-async</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/learn/kickoff-for-each</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/learn/litellm-removal-guide</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/learn/llm-connections</loc>
    <lastmod>2026-08-28T11:47:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/learn/llm-hooks</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/learn/llm-selection-guide</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/learn/multimodal-agents</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/learn/overview</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/learn/replay-tasks-from-latest-crew-kickoff</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/learn/sequential-process</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/learn/step-hooks</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/learn/streaming-crew-execution</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/learn/streaming-flow-execution</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/learn/streaming-runtime-contract</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/learn/tool-hooks</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/learn/using-annotations</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/mcp/dsl-integration</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/mcp/multiple-servers</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/mcp/overview</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/mcp/security</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/mcp/sse</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/mcp/stdio</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/mcp/streamable-http</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/observability/arize-phoenix</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/observability/braintrust</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/observability/datadog</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/observability/galileo</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/observability/langdb</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/observability/langfuse</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/observability/langtrace</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/observability/maxim</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/observability/mlflow</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/observability/neatlogs</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/observability/openlit</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/observability/opik</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/observability/overview</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/observability/patronus-evaluation</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/observability/portkey</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/observability/tracing</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/observability/truefoundry</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/observability/weave</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/quickstart</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/skills</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/snippets/snippet-intro</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/telemetry</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/ai-ml/aimindtool</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/ai-ml/codeinterpretertool</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/ai-ml/dalletool</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/ai-ml/daytona</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/ai-ml/e2bsandboxtools</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/ai-ml/langchaintool</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/ai-ml/llamaindextool</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/ai-ml/overview</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/ai-ml/ragtool</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/ai-ml/visiontool</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/automation/apifyactorstool</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/automation/composiotool</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/automation/multiontool</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/automation/overview</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/automation/waittool</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/automation/zapieractionstool</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/cloud-storage/bedrockkbretriever</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/cloud-storage/overview</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/cloud-storage/s3readertool</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/cloud-storage/s3writertool</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/database-data/db2searchtool</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/database-data/mongodbvectorsearchtool</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/database-data/mysqltool</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/database-data/nl2sqltool</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/database-data/overview</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/database-data/pgsearchtool</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/database-data/qdrantvectorsearchtool</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/database-data/singlestoresearchtool</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/database-data/snowflakesearchtool</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/database-data/weaviatevectorsearchtool</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/file-document/csvsearchtool</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/file-document/directoryreadtool</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/file-document/directorysearchtool</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/file-document/docxsearchtool</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/file-document/filereadtool</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/file-document/filewritetool</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/file-document/jsonsearchtool</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/file-document/mdxsearchtool</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/file-document/ocrtool</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/file-document/overview</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/file-document/pdf-text-writing-tool</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/file-document/pdfsearchtool</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/file-document/txtsearchtool</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/file-document/xmlsearchtool</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/integration/bedrockinvokeagenttool</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/integration/crewaiautomationtool</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/integration/mergeagenthandlertool</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/integration/overview</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/overview</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/search-research/arxivpapertool</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/search-research/bravesearchtool</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/search-research/codedocssearchtool</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/search-research/databricks-query-tool</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/search-research/exasearchtool</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/search-research/githubsearchtool</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/search-research/linkupsearchtool</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/search-research/overview</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/search-research/serpapi-googlesearchtool</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/search-research/serpapi-googleshoppingtool</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/search-research/serperdevtool</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/search-research/tavilyextractortool</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/search-research/tavilygetresearchtool</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/search-research/tavilyresearchtool</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/search-research/tavilysearchtool</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/search-research/websitesearchtool</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/search-research/youai-search</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/search-research/youtubechannelsearchtool</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/search-research/youtubevideosearchtool</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/tool-integrations/overview</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/web-scraping/brightdata-tools</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/web-scraping/browserbaseloadtool</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/web-scraping/firecrawlcrawlwebsitetool</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/web-scraping/firecrawlscrapewebsitetool</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/web-scraping/firecrawlsearchtool</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/web-scraping/hyperbrowserloadtool</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/web-scraping/overview</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/web-scraping/oxylabsscraperstool</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/web-scraping/scrapeelementfromwebsitetool</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/web-scraping/scrapegraphscrapetool</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/web-scraping/scrapewebsitetool</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/web-scraping/scrapflyscrapetool</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/web-scraping/seleniumscrapingtool</loc>
    <lastmod>2026-08-28T11:47:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/web-scraping/serperscrapewebsitetool</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/web-scraping/spidertool</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/web-scraping/stagehandtool</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.15/en/tools/web-scraping/youai-contents</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/api-reference/introduction</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/concepts/agent-capabilities</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/concepts/agents</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/concepts/checkpointing</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/concepts/cli</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/concepts/collaboration</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/concepts/crews</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/concepts/event-listener</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/concepts/files</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/concepts/flows</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/concepts/knowledge</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/concepts/llms</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/concepts/memory</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/concepts/planning</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/concepts/processes</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/concepts/production-architecture</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/concepts/reasoning</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/concepts/skills</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/concepts/streaming</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/concepts/tasks</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/concepts/testing</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/concepts/tools</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/concepts/training</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/examples/cookbooks</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/examples/example</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/guides/advanced/customizing-prompts</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/guides/advanced/fingerprinting</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/guides/agents/crafting-effective-agents</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/guides/coding-tools/agents-md</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/guides/coding-tools/build-with-ai</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/guides/concepts/evaluating-use-cases</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/guides/crews/first-crew</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/guides/flows/conversational-flows</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/guides/flows/first-flow</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/guides/flows/inputs-id-deprecation</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/guides/flows/mastering-flow-state</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/guides/frontend/a2ui</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/guides/frontend/agentic-generative-ui</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/guides/frontend/channels</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/guides/frontend/conversational-flows</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/guides/frontend/frontend-actions</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/guides/frontend/generative-ui</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/guides/frontend/human-in-the-loop</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/guides/frontend/overview</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/guides/frontend/predictive-state-updates</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/guides/frontend/reasoning</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/guides/frontend/shared-state</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/guides/frontend/tool-based-generative-ui</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/guides/migration/migrating-from-langgraph</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/guides/migration/upgrading-crewai</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/guides/tools/publish-custom-tools</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/index</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/installation</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/introduction</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/learn/a2a-agent-delegation</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/learn/a2ui</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/learn/before-and-after-kickoff-hooks</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/learn/bring-your-own-agent</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/learn/coding-agents</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/learn/conditional-tasks</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/learn/consuming-streams</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/learn/create-custom-tools</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/learn/custom-llm</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/learn/custom-manager-agent</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/learn/customizing-agents</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/learn/dalle-image-generation</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/learn/execution-boundary-hooks</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/learn/execution-hooks</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/learn/force-tool-output-as-result</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/learn/hierarchical-process</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/learn/human-feedback-in-flows</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/learn/human-in-the-loop</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/learn/human-input-on-execution</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/learn/kickoff-async</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/learn/kickoff-for-each</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/learn/litellm-removal-guide</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/learn/llm-connections</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/learn/llm-hooks</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/learn/llm-selection-guide</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/learn/multimodal-agents</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/learn/overview</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/learn/replay-tasks-from-latest-crew-kickoff</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/learn/sequential-process</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/learn/step-hooks</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/learn/streaming-crew-execution</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/learn/streaming-flow-execution</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/learn/streaming-runtime-contract</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/learn/tool-hooks</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/learn/using-annotations</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/mcp/dsl-integration</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/mcp/multiple-servers</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/mcp/overview</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/mcp/security</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/mcp/sse</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/mcp/stdio</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/mcp/streamable-http</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/observability/arize-phoenix</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/observability/braintrust</loc>
    <lastmod>2026-08-28T11:47:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/observability/datadog</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/observability/galileo</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/observability/langdb</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/observability/langfuse</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/observability/langtrace</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/observability/maxim</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/observability/mlflow</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/observability/neatlogs</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/observability/openlit</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/observability/opik</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/observability/overview</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/observability/patronus-evaluation</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/observability/portkey</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/observability/tracing</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/observability/truefoundry</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/observability/weave</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/quickstart</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/skills</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/snippets/snippet-intro</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/telemetry</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/ai-ml/aimindtool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/ai-ml/codeinterpretertool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/ai-ml/dalletool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/ai-ml/daytona</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/ai-ml/e2bsandboxtools</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/ai-ml/langchaintool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/ai-ml/llamaindextool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/ai-ml/overview</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/ai-ml/ragtool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/ai-ml/visiontool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/automation/apifyactorstool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/automation/composiotool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/automation/multiontool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/automation/overview</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/automation/waittool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/automation/zapieractionstool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/cloud-storage/bedrockkbretriever</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/cloud-storage/overview</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/cloud-storage/s3readertool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/cloud-storage/s3writertool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/database-data/db2searchtool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/database-data/mongodbvectorsearchtool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/database-data/mysqltool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/database-data/nl2sqltool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/database-data/overview</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/database-data/pgsearchtool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/database-data/qdrantvectorsearchtool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/database-data/singlestoresearchtool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/database-data/snowflakesearchtool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/database-data/weaviatevectorsearchtool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/file-document/csvsearchtool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/file-document/directoryreadtool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/file-document/directorysearchtool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/file-document/docxsearchtool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/file-document/filereadtool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/file-document/filewritetool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/file-document/jsonsearchtool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/file-document/mdxsearchtool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/file-document/ocrtool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/file-document/overview</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/file-document/pdf-text-writing-tool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/file-document/pdfsearchtool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/file-document/txtsearchtool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/file-document/xmlsearchtool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/integration/bedrockinvokeagenttool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/integration/crewaiautomationtool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/integration/mergeagenthandlertool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/integration/overview</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/overview</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/search-research/arxivpapertool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/search-research/bravesearchtool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/search-research/codedocssearchtool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/search-research/databricks-query-tool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/search-research/exasearchtool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/search-research/githubsearchtool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/search-research/linkupsearchtool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/search-research/overview</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/search-research/serpapi-googlesearchtool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/search-research/serpapi-googleshoppingtool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/search-research/serperdevtool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/search-research/tavilyextractortool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/search-research/tavilygetresearchtool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/search-research/tavilyresearchtool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/search-research/tavilysearchtool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/search-research/websitesearchtool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/search-research/youai-search</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/search-research/youtubechannelsearchtool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/search-research/youtubevideosearchtool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/tool-integrations/overview</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/web-scraping/brightdata-tools</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/web-scraping/browserbaseloadtool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/web-scraping/firecrawlcrawlwebsitetool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/web-scraping/firecrawlscrapewebsitetool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/web-scraping/firecrawlsearchtool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/web-scraping/hyperbrowserloadtool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/web-scraping/overview</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/web-scraping/oxylabsscraperstool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/web-scraping/scrapeelementfromwebsitetool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/web-scraping/scrapegraphscrapetool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/web-scraping/scrapewebsitetool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/web-scraping/scrapflyscrapetool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/web-scraping/seleniumscrapingtool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/web-scraping/serperscrapewebsitetool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/web-scraping/spidertool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/web-scraping/stagehandtool</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.16/en/tools/web-scraping/youai-contents</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/api-reference/introduction</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/concepts/agent-capabilities</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/concepts/agents</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/concepts/checkpointing</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/concepts/cli</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/concepts/collaboration</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/concepts/crews</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/concepts/event-listener</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/concepts/files</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/concepts/flows</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/concepts/knowledge</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/concepts/llms</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/concepts/memory</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/concepts/planning</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/concepts/processes</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/concepts/production-architecture</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/concepts/reasoning</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/concepts/skills</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/concepts/streaming</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/concepts/tasks</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/concepts/testing</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/concepts/tools</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/concepts/training</loc>
    <lastmod>2026-08-28T11:47:08+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/examples/cookbooks</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/examples/example</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/guides/advanced/customizing-prompts</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/guides/advanced/fingerprinting</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/guides/agents/crafting-effective-agents</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/guides/coding-tools/agents-md</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/guides/coding-tools/build-with-ai</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/guides/concepts/evaluating-use-cases</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/guides/crews/first-crew</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/guides/flows/conversational-flows</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/guides/flows/first-flow</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/guides/flows/inputs-id-deprecation</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/guides/flows/mastering-flow-state</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/guides/frontend/a2ui</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/guides/frontend/agentic-generative-ui</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/guides/frontend/channels</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/guides/frontend/conversational-flows</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/guides/frontend/frontend-actions</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/guides/frontend/generative-ui</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/guides/frontend/human-in-the-loop</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/guides/frontend/overview</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/guides/frontend/predictive-state-updates</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/guides/frontend/reasoning</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/guides/frontend/shared-state</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/guides/frontend/tool-based-generative-ui</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/guides/migration/migrating-from-langgraph</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/guides/migration/upgrading-crewai</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/guides/tools/publish-custom-tools</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/index</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/installation</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/introduction</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/learn/a2a-agent-delegation</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/learn/a2ui</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/learn/before-and-after-kickoff-hooks</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/learn/bring-your-own-agent</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/learn/coding-agents</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/learn/conditional-tasks</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/learn/consuming-streams</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/learn/create-custom-tools</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/learn/custom-llm</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/learn/custom-manager-agent</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/learn/customizing-agents</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/learn/dalle-image-generation</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/learn/execution-boundary-hooks</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/learn/execution-hooks</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/learn/force-tool-output-as-result</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/learn/hierarchical-process</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/learn/human-feedback-in-flows</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/learn/human-in-the-loop</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/learn/human-input-on-execution</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/learn/kickoff-async</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/learn/kickoff-for-each</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/learn/litellm-removal-guide</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/learn/llm-connections</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/learn/llm-hooks</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/learn/llm-selection-guide</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/learn/multimodal-agents</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/learn/overview</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/learn/replay-tasks-from-latest-crew-kickoff</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/learn/sequential-process</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/learn/step-hooks</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/learn/streaming-crew-execution</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/learn/streaming-flow-execution</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/learn/streaming-runtime-contract</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/learn/tool-hooks</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/learn/using-annotations</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/mcp/dsl-integration</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/mcp/multiple-servers</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/mcp/overview</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/mcp/security</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/mcp/sse</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/mcp/stdio</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/mcp/streamable-http</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/observability/arize-phoenix</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/observability/braintrust</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/observability/datadog</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/observability/galileo</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/observability/langdb</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/observability/langfuse</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/observability/langtrace</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/observability/maxim</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/observability/mlflow</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/observability/neatlogs</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/observability/openlit</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/observability/opik</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/observability/overview</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/observability/patronus-evaluation</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/observability/portkey</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/observability/tracing</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/observability/truefoundry</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/observability/weave</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/quickstart</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/skills</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/snippets/snippet-intro</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/telemetry</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/ai-ml/aimindtool</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/ai-ml/codeinterpretertool</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/ai-ml/dalletool</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/ai-ml/daytona</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/ai-ml/e2bsandboxtools</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/ai-ml/langchaintool</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/ai-ml/llamaindextool</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/ai-ml/overview</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/ai-ml/ragtool</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/ai-ml/visiontool</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/automation/apifyactorstool</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/automation/composiotool</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/automation/multiontool</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/automation/overview</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/automation/waittool</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/automation/zapieractionstool</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/cloud-storage/bedrockkbretriever</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/cloud-storage/overview</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/cloud-storage/s3readertool</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/cloud-storage/s3writertool</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/database-data/db2searchtool</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/database-data/mongodbvectorsearchtool</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/database-data/mysqltool</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/database-data/nl2sqltool</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/database-data/overview</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/database-data/pgsearchtool</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/database-data/qdrantvectorsearchtool</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/database-data/singlestoresearchtool</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/database-data/snowflakesearchtool</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/database-data/weaviatevectorsearchtool</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/file-document/csvsearchtool</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/file-document/directoryreadtool</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/file-document/directorysearchtool</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/file-document/docxsearchtool</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/file-document/filereadtool</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/file-document/filewritetool</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/file-document/jsonsearchtool</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/file-document/mdxsearchtool</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/file-document/ocrtool</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/file-document/overview</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/file-document/pdf-text-writing-tool</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/file-document/pdfsearchtool</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/file-document/txtsearchtool</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/file-document/xmlsearchtool</loc>
    <lastmod>2026-08-28T11:47:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/integration/bedrockinvokeagenttool</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/integration/crewaiautomationtool</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/integration/mergeagenthandlertool</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/integration/overview</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/overview</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/search-research/arxivpapertool</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/search-research/bravesearchtool</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/search-research/codedocssearchtool</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/search-research/databricks-query-tool</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/search-research/exasearchtool</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/search-research/githubsearchtool</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/search-research/linkupsearchtool</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/search-research/overview</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/search-research/serpapi-googlesearchtool</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/search-research/serpapi-googleshoppingtool</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/search-research/serperdevtool</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/search-research/tavilyextractortool</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/search-research/tavilygetresearchtool</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/search-research/tavilyresearchtool</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/search-research/tavilysearchtool</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/search-research/websitesearchtool</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/search-research/youai-search</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/search-research/youtubechannelsearchtool</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/search-research/youtubevideosearchtool</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/tool-integrations/overview</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/web-scraping/brightdata-tools</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/web-scraping/browserbaseloadtool</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/web-scraping/firecrawlcrawlwebsitetool</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/web-scraping/firecrawlscrapewebsitetool</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/web-scraping/firecrawlsearchtool</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/web-scraping/hyperbrowserloadtool</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/web-scraping/overview</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/web-scraping/oxylabsscraperstool</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/web-scraping/scrapeelementfromwebsitetool</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/web-scraping/scrapegraphscrapetool</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/web-scraping/scrapewebsitetool</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/web-scraping/scrapflyscrapetool</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/web-scraping/seleniumscrapingtool</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/web-scraping/serperscrapewebsitetool</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/web-scraping/spidertool</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/web-scraping/stagehandtool</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.17/en/tools/web-scraping/youai-contents</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/api-reference/introduction</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/concepts/agent-capabilities</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/concepts/agents</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/concepts/checkpointing</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/concepts/cli</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/concepts/collaboration</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/concepts/crews</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/concepts/event-listener</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/concepts/files</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/concepts/flows</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/concepts/knowledge</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/concepts/llms</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/concepts/memory</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/concepts/planning</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/concepts/processes</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/concepts/production-architecture</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/concepts/reasoning</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/concepts/skills</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/concepts/streaming</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/concepts/tasks</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/concepts/testing</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/concepts/tools</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/concepts/training</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/examples/cookbooks</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/examples/example</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/guides/advanced/customizing-prompts</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/guides/advanced/fingerprinting</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/guides/agents/crafting-effective-agents</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/guides/coding-tools/agents-md</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/guides/coding-tools/build-with-ai</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/guides/concepts/evaluating-use-cases</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/guides/crews/first-crew</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/guides/flows/conversational-flows</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/guides/flows/first-flow</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/guides/flows/inputs-id-deprecation</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/guides/flows/mastering-flow-state</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/guides/frontend/a2ui</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/guides/frontend/agentic-generative-ui</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/guides/frontend/channels</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/guides/frontend/conversational-flows</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/guides/frontend/frontend-actions</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/guides/frontend/generative-ui</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/guides/frontend/human-in-the-loop</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/guides/frontend/overview</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/guides/frontend/predictive-state-updates</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/guides/frontend/reasoning</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/guides/frontend/shared-state</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/guides/frontend/tool-based-generative-ui</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/guides/migration/migrating-from-langgraph</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/guides/migration/upgrading-crewai</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/guides/tools/publish-custom-tools</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/index</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/installation</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/introduction</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/learn/a2a-agent-delegation</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/learn/a2ui</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/learn/before-and-after-kickoff-hooks</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/learn/bring-your-own-agent</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/learn/coding-agents</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/learn/conditional-tasks</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/learn/consuming-streams</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/learn/create-custom-tools</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/learn/custom-llm</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/learn/custom-manager-agent</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/learn/customizing-agents</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/learn/dalle-image-generation</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/learn/execution-boundary-hooks</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/learn/execution-hooks</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/learn/force-tool-output-as-result</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/learn/hierarchical-process</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/learn/human-feedback-in-flows</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/learn/human-in-the-loop</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/learn/human-input-on-execution</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/learn/kickoff-async</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/learn/kickoff-for-each</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/learn/litellm-removal-guide</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/learn/llm-connections</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/learn/llm-hooks</loc>
    <lastmod>2026-08-28T11:47:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/learn/llm-selection-guide</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/learn/multimodal-agents</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/learn/overview</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/learn/replay-tasks-from-latest-crew-kickoff</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/learn/sequential-process</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/learn/step-hooks</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/learn/streaming-crew-execution</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/learn/streaming-flow-execution</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/learn/streaming-runtime-contract</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/learn/tool-hooks</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/learn/using-annotations</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/mcp/dsl-integration</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/mcp/multiple-servers</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/mcp/overview</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/mcp/security</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/mcp/sse</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/mcp/stdio</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/mcp/streamable-http</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/observability/arize-phoenix</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/observability/braintrust</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/observability/datadog</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/observability/galileo</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/observability/langdb</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/observability/langfuse</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/observability/langtrace</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/observability/maxim</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/observability/mlflow</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/observability/neatlogs</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/observability/openlit</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/observability/opik</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/observability/overview</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/observability/patronus-evaluation</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/observability/portkey</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/observability/tracing</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/observability/truefoundry</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/observability/weave</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/quickstart</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/skills</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/snippets/snippet-intro</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/telemetry</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/ai-ml/aimindtool</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/ai-ml/codeinterpretertool</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/ai-ml/dalletool</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/ai-ml/daytona</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/ai-ml/e2bsandboxtools</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/ai-ml/langchaintool</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/ai-ml/llamaindextool</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/ai-ml/overview</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/ai-ml/ragtool</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/ai-ml/visiontool</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/automation/apifyactorstool</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/automation/composiotool</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/automation/multiontool</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/automation/overview</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/automation/waittool</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/automation/zapieractionstool</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/cloud-storage/bedrockkbretriever</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/cloud-storage/overview</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/cloud-storage/s3readertool</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/cloud-storage/s3writertool</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/database-data/db2searchtool</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/database-data/mongodbvectorsearchtool</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/database-data/mysqltool</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/database-data/nl2sqltool</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/database-data/overview</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/database-data/pgsearchtool</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/database-data/qdrantvectorsearchtool</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/database-data/singlestoresearchtool</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/database-data/snowflakesearchtool</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/database-data/weaviatevectorsearchtool</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/file-document/csvsearchtool</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/file-document/directoryreadtool</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/file-document/directorysearchtool</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/file-document/docxsearchtool</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/file-document/filereadtool</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/file-document/filewritetool</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/file-document/jsonsearchtool</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/file-document/mdxsearchtool</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/file-document/ocrtool</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/file-document/overview</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/file-document/pdf-text-writing-tool</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/file-document/pdfsearchtool</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/file-document/txtsearchtool</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/file-document/xmlsearchtool</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/integration/bedrockinvokeagenttool</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/integration/crewaiautomationtool</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/integration/mergeagenthandlertool</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/integration/overview</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/overview</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/search-research/arxivpapertool</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/search-research/bravesearchtool</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/search-research/codedocssearchtool</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/search-research/databricks-query-tool</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/search-research/exasearchtool</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/search-research/githubsearchtool</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/search-research/linkupsearchtool</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/search-research/overview</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/search-research/serpapi-googlesearchtool</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/search-research/serpapi-googleshoppingtool</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/search-research/serperdevtool</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/search-research/tavilyextractortool</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/search-research/tavilygetresearchtool</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/search-research/tavilyresearchtool</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/search-research/tavilysearchtool</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/search-research/websitesearchtool</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/search-research/youai-search</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/search-research/youtubechannelsearchtool</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/search-research/youtubevideosearchtool</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/tool-integrations/overview</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/web-scraping/brightdata-tools</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/web-scraping/browserbaseloadtool</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/web-scraping/firecrawlcrawlwebsitetool</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/web-scraping/firecrawlscrapewebsitetool</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/web-scraping/firecrawlsearchtool</loc>
    <lastmod>2026-08-28T11:47:11+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/web-scraping/hyperbrowserloadtool</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/web-scraping/overview</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/web-scraping/oxylabsscraperstool</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/web-scraping/scrapeelementfromwebsitetool</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/web-scraping/scrapegraphscrapetool</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/web-scraping/scrapewebsitetool</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/web-scraping/scrapflyscrapetool</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/web-scraping/seleniumscrapingtool</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/web-scraping/serperscrapewebsitetool</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/web-scraping/spidertool</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/web-scraping/stagehandtool</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.18/en/tools/web-scraping/youai-contents</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/api-reference/introduction</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/concepts/agent-capabilities</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/concepts/agents</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/concepts/checkpointing</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/concepts/cli</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/concepts/collaboration</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/concepts/crews</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/concepts/event-listener</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/concepts/files</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/concepts/flows</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/concepts/knowledge</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/concepts/llms</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/concepts/memory</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/concepts/planning</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/concepts/processes</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/concepts/production-architecture</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/concepts/reasoning</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/concepts/skills</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/concepts/streaming</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/concepts/tasks</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/concepts/testing</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/concepts/tools</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/concepts/training</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/examples/cookbooks</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/examples/example</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/guides/advanced/customizing-prompts</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/guides/advanced/fingerprinting</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/guides/agents/crafting-effective-agents</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/guides/coding-tools/agents-md</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/guides/coding-tools/build-with-ai</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/guides/concepts/evaluating-use-cases</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/guides/crews/first-crew</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/guides/flows/conversational-flows</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/guides/flows/first-flow</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/guides/flows/inputs-id-deprecation</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/guides/flows/mastering-flow-state</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/guides/migration/migrating-from-langgraph</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/guides/migration/upgrading-crewai</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/guides/tools/publish-custom-tools</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/index</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/installation</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/introduction</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/learn/a2a-agent-delegation</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/learn/a2ui</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/learn/before-and-after-kickoff-hooks</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/learn/bring-your-own-agent</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/learn/coding-agents</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/learn/conditional-tasks</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/learn/consuming-streams</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/learn/create-custom-tools</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/learn/custom-llm</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/learn/custom-manager-agent</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/learn/customizing-agents</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/learn/dalle-image-generation</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/learn/execution-hooks</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/learn/force-tool-output-as-result</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/learn/hierarchical-process</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/learn/human-feedback-in-flows</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/learn/human-in-the-loop</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/learn/human-input-on-execution</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/learn/kickoff-async</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/learn/kickoff-for-each</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/learn/litellm-removal-guide</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/learn/llm-connections</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/learn/llm-hooks</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/learn/llm-selection-guide</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/learn/multimodal-agents</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/learn/overview</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/learn/replay-tasks-from-latest-crew-kickoff</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/learn/sequential-process</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/learn/streaming-crew-execution</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/learn/streaming-flow-execution</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/learn/streaming-runtime-contract</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/learn/tool-hooks</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/learn/using-annotations</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/mcp/dsl-integration</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/mcp/multiple-servers</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/mcp/overview</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/mcp/security</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/mcp/sse</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/mcp/stdio</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/mcp/streamable-http</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/observability/arize-phoenix</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/observability/braintrust</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/observability/datadog</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/observability/galileo</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/observability/langdb</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/observability/langfuse</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/observability/langtrace</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/observability/maxim</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/observability/mlflow</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/observability/neatlogs</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/observability/openlit</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/observability/opik</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/observability/overview</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/observability/patronus-evaluation</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/observability/portkey</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/observability/tracing</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/observability/truefoundry</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/observability/weave</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/quickstart</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/skills</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/snippets/snippet-intro</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/telemetry</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/ai-ml/aimindtool</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/ai-ml/codeinterpretertool</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/ai-ml/dalletool</loc>
    <lastmod>2026-08-28T11:47:12+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/ai-ml/daytona</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/ai-ml/e2bsandboxtools</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/ai-ml/langchaintool</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/ai-ml/llamaindextool</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/ai-ml/overview</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/ai-ml/ragtool</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/ai-ml/visiontool</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/automation/apifyactorstool</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/automation/composiotool</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/automation/multiontool</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/automation/overview</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/automation/zapieractionstool</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/cloud-storage/bedrockkbretriever</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/cloud-storage/overview</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/cloud-storage/s3readertool</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/cloud-storage/s3writertool</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/database-data/mongodbvectorsearchtool</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/database-data/mysqltool</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/database-data/nl2sqltool</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/database-data/overview</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/database-data/pgsearchtool</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/database-data/qdrantvectorsearchtool</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/database-data/singlestoresearchtool</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/database-data/snowflakesearchtool</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/database-data/weaviatevectorsearchtool</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/file-document/csvsearchtool</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/file-document/directoryreadtool</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/file-document/directorysearchtool</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/file-document/docxsearchtool</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/file-document/filereadtool</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/file-document/filewritetool</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/file-document/jsonsearchtool</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/file-document/mdxsearchtool</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/file-document/ocrtool</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/file-document/overview</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/file-document/pdf-text-writing-tool</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/file-document/pdfsearchtool</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/file-document/txtsearchtool</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/file-document/xmlsearchtool</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/integration/bedrockinvokeagenttool</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/integration/crewaiautomationtool</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/integration/mergeagenthandlertool</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/integration/overview</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/overview</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/search-research/arxivpapertool</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/search-research/bravesearchtool</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/search-research/codedocssearchtool</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/search-research/databricks-query-tool</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/search-research/exasearchtool</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/search-research/githubsearchtool</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/search-research/linkupsearchtool</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/search-research/overview</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/search-research/serpapi-googlesearchtool</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/search-research/serpapi-googleshoppingtool</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/search-research/serperdevtool</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/search-research/tavilyextractortool</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/search-research/tavilygetresearchtool</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/search-research/tavilyresearchtool</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/search-research/tavilysearchtool</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/search-research/websitesearchtool</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/search-research/youai-search</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/search-research/youtubechannelsearchtool</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/search-research/youtubevideosearchtool</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/tool-integrations/overview</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/web-scraping/brightdata-tools</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/web-scraping/browserbaseloadtool</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/web-scraping/firecrawlcrawlwebsitetool</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/web-scraping/firecrawlscrapewebsitetool</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/web-scraping/firecrawlsearchtool</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/web-scraping/hyperbrowserloadtool</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/web-scraping/overview</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/web-scraping/oxylabsscraperstool</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/web-scraping/scrapeelementfromwebsitetool</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/web-scraping/scrapegraphscrapetool</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/web-scraping/scrapewebsitetool</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/web-scraping/scrapflyscrapetool</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/web-scraping/seleniumscrapingtool</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/web-scraping/serperscrapewebsitetool</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/web-scraping/spidertool</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/web-scraping/stagehandtool</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.2/en/tools/web-scraping/youai-contents</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/api-reference/introduction</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/concepts/agent-capabilities</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/concepts/agents</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/concepts/checkpointing</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/concepts/cli</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/concepts/collaboration</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/concepts/crews</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/concepts/event-listener</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/concepts/files</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/concepts/flows</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/concepts/knowledge</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/concepts/llms</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/concepts/memory</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/concepts/planning</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/concepts/processes</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/concepts/production-architecture</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/concepts/reasoning</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/concepts/skills</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/concepts/streaming</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/concepts/tasks</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/concepts/testing</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/concepts/tools</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/concepts/training</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/examples/cookbooks</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/examples/example</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/guides/advanced/customizing-prompts</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/guides/advanced/fingerprinting</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/guides/agents/crafting-effective-agents</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/guides/coding-tools/agents-md</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/guides/coding-tools/build-with-ai</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/guides/concepts/evaluating-use-cases</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/guides/crews/first-crew</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/guides/flows/conversational-flows</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/guides/flows/first-flow</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/guides/flows/inputs-id-deprecation</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/guides/flows/mastering-flow-state</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/guides/migration/migrating-from-langgraph</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/guides/migration/upgrading-crewai</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/guides/tools/publish-custom-tools</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/index</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/installation</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/introduction</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/learn/a2a-agent-delegation</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/learn/a2ui</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/learn/before-and-after-kickoff-hooks</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/learn/bring-your-own-agent</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/learn/coding-agents</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/learn/conditional-tasks</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/learn/consuming-streams</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/learn/create-custom-tools</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/learn/custom-llm</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/learn/custom-manager-agent</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/learn/customizing-agents</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/learn/dalle-image-generation</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/learn/execution-boundary-hooks</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/learn/execution-hooks</loc>
    <lastmod>2026-08-28T11:47:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/learn/force-tool-output-as-result</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/learn/hierarchical-process</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/learn/human-feedback-in-flows</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/learn/human-in-the-loop</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/learn/human-input-on-execution</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/learn/kickoff-async</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/learn/kickoff-for-each</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/learn/litellm-removal-guide</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/learn/llm-connections</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/learn/llm-hooks</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/learn/llm-selection-guide</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/learn/multimodal-agents</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/learn/overview</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/learn/replay-tasks-from-latest-crew-kickoff</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/learn/sequential-process</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/learn/step-hooks</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/learn/streaming-crew-execution</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/learn/streaming-flow-execution</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/learn/streaming-runtime-contract</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/learn/tool-hooks</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/learn/using-annotations</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/mcp/dsl-integration</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/mcp/multiple-servers</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/mcp/overview</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/mcp/security</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/mcp/sse</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/mcp/stdio</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/mcp/streamable-http</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/observability/arize-phoenix</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/observability/braintrust</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/observability/datadog</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/observability/galileo</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/observability/langdb</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/observability/langfuse</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/observability/langtrace</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/observability/maxim</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/observability/mlflow</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/observability/neatlogs</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/observability/openlit</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/observability/opik</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/observability/overview</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/observability/patronus-evaluation</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/observability/portkey</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/observability/tracing</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/observability/truefoundry</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/observability/weave</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/quickstart</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/skills</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/snippets/snippet-intro</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/telemetry</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/ai-ml/aimindtool</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/ai-ml/codeinterpretertool</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/ai-ml/dalletool</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/ai-ml/daytona</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/ai-ml/e2bsandboxtools</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/ai-ml/langchaintool</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/ai-ml/llamaindextool</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/ai-ml/overview</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/ai-ml/ragtool</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/ai-ml/visiontool</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/automation/apifyactorstool</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/automation/composiotool</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/automation/multiontool</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/automation/overview</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/automation/zapieractionstool</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/cloud-storage/bedrockkbretriever</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/cloud-storage/overview</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/cloud-storage/s3readertool</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/cloud-storage/s3writertool</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/database-data/mongodbvectorsearchtool</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/database-data/mysqltool</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/database-data/nl2sqltool</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/database-data/overview</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/database-data/pgsearchtool</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/database-data/qdrantvectorsearchtool</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/database-data/singlestoresearchtool</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/database-data/snowflakesearchtool</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/database-data/weaviatevectorsearchtool</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/file-document/csvsearchtool</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/file-document/directoryreadtool</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/file-document/directorysearchtool</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/file-document/docxsearchtool</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/file-document/filereadtool</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/file-document/filewritetool</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/file-document/jsonsearchtool</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/file-document/mdxsearchtool</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/file-document/ocrtool</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/file-document/overview</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/file-document/pdf-text-writing-tool</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/file-document/pdfsearchtool</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/file-document/txtsearchtool</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/file-document/xmlsearchtool</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/integration/bedrockinvokeagenttool</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/integration/crewaiautomationtool</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/integration/mergeagenthandlertool</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/integration/overview</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/overview</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/search-research/arxivpapertool</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/search-research/bravesearchtool</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/search-research/codedocssearchtool</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/search-research/databricks-query-tool</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/search-research/exasearchtool</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/search-research/githubsearchtool</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/search-research/linkupsearchtool</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/search-research/overview</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/search-research/serpapi-googlesearchtool</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/search-research/serpapi-googleshoppingtool</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/search-research/serperdevtool</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/search-research/tavilyextractortool</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/search-research/tavilygetresearchtool</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/search-research/tavilyresearchtool</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/search-research/tavilysearchtool</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/search-research/websitesearchtool</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/search-research/youai-search</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/search-research/youtubechannelsearchtool</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/search-research/youtubevideosearchtool</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/tool-integrations/overview</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/web-scraping/brightdata-tools</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/web-scraping/browserbaseloadtool</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/web-scraping/firecrawlcrawlwebsitetool</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/web-scraping/firecrawlscrapewebsitetool</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/web-scraping/firecrawlsearchtool</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/web-scraping/hyperbrowserloadtool</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/web-scraping/overview</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/web-scraping/oxylabsscraperstool</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/web-scraping/scrapeelementfromwebsitetool</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/web-scraping/scrapegraphscrapetool</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/web-scraping/scrapewebsitetool</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/web-scraping/scrapflyscrapetool</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/web-scraping/seleniumscrapingtool</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/web-scraping/serperscrapewebsitetool</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/web-scraping/spidertool</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/web-scraping/stagehandtool</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.3/en/tools/web-scraping/youai-contents</loc>
    <lastmod>2026-08-28T11:47:14+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/api-reference/introduction</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/concepts/agent-capabilities</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/concepts/agents</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/concepts/checkpointing</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/concepts/cli</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/concepts/collaboration</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/concepts/crews</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/concepts/event-listener</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/concepts/files</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/concepts/flows</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/concepts/knowledge</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/concepts/llms</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/concepts/memory</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/concepts/planning</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/concepts/processes</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/concepts/production-architecture</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/concepts/reasoning</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/concepts/skills</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/concepts/streaming</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/concepts/tasks</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/concepts/testing</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/concepts/tools</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/concepts/training</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/examples/cookbooks</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/examples/example</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/guides/advanced/customizing-prompts</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/guides/advanced/fingerprinting</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/guides/agents/crafting-effective-agents</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/guides/coding-tools/agents-md</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/guides/coding-tools/build-with-ai</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/guides/concepts/evaluating-use-cases</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/guides/crews/first-crew</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/guides/flows/conversational-flows</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/guides/flows/first-flow</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/guides/flows/inputs-id-deprecation</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/guides/flows/mastering-flow-state</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/guides/migration/migrating-from-langgraph</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/guides/migration/upgrading-crewai</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/guides/tools/publish-custom-tools</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/index</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/installation</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/introduction</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/learn/a2a-agent-delegation</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/learn/a2ui</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/learn/before-and-after-kickoff-hooks</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/learn/bring-your-own-agent</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/learn/coding-agents</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/learn/conditional-tasks</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/learn/consuming-streams</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/learn/create-custom-tools</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/learn/custom-llm</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/learn/custom-manager-agent</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/learn/customizing-agents</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/learn/dalle-image-generation</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/learn/execution-boundary-hooks</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/learn/execution-hooks</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/learn/force-tool-output-as-result</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/learn/hierarchical-process</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/learn/human-feedback-in-flows</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/learn/human-in-the-loop</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/learn/human-input-on-execution</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/learn/kickoff-async</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/learn/kickoff-for-each</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/learn/litellm-removal-guide</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/learn/llm-connections</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/learn/llm-hooks</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/learn/llm-selection-guide</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/learn/multimodal-agents</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/learn/overview</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/learn/replay-tasks-from-latest-crew-kickoff</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/learn/sequential-process</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/learn/step-hooks</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/learn/streaming-crew-execution</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/learn/streaming-flow-execution</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/learn/streaming-runtime-contract</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/learn/tool-hooks</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/learn/using-annotations</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/mcp/dsl-integration</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/mcp/multiple-servers</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/mcp/overview</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/mcp/security</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/mcp/sse</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/mcp/stdio</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/mcp/streamable-http</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/observability/arize-phoenix</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/observability/braintrust</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/observability/datadog</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/observability/galileo</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/observability/langdb</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/observability/langfuse</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/observability/langtrace</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/observability/maxim</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/observability/mlflow</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/observability/neatlogs</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/observability/openlit</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/observability/opik</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/observability/overview</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/observability/patronus-evaluation</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/observability/portkey</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/observability/tracing</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/observability/truefoundry</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/observability/weave</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/quickstart</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/skills</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/snippets/snippet-intro</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/telemetry</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/ai-ml/aimindtool</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/ai-ml/codeinterpretertool</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/ai-ml/dalletool</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/ai-ml/daytona</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/ai-ml/e2bsandboxtools</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/ai-ml/langchaintool</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/ai-ml/llamaindextool</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/ai-ml/overview</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/ai-ml/ragtool</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/ai-ml/visiontool</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/automation/apifyactorstool</loc>
    <lastmod>2026-08-28T11:47:15+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/automation/composiotool</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/automation/multiontool</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/automation/overview</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/automation/zapieractionstool</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/cloud-storage/bedrockkbretriever</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/cloud-storage/overview</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/cloud-storage/s3readertool</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/cloud-storage/s3writertool</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/database-data/mongodbvectorsearchtool</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/database-data/mysqltool</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/database-data/nl2sqltool</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/database-data/overview</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/database-data/pgsearchtool</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/database-data/qdrantvectorsearchtool</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/database-data/singlestoresearchtool</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/database-data/snowflakesearchtool</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/database-data/weaviatevectorsearchtool</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/file-document/csvsearchtool</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/file-document/directoryreadtool</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/file-document/directorysearchtool</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/file-document/docxsearchtool</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/file-document/filereadtool</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/file-document/filewritetool</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/file-document/jsonsearchtool</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/file-document/mdxsearchtool</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/file-document/ocrtool</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/file-document/overview</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/file-document/pdf-text-writing-tool</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/file-document/pdfsearchtool</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/file-document/txtsearchtool</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/file-document/xmlsearchtool</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/integration/bedrockinvokeagenttool</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/integration/crewaiautomationtool</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/integration/mergeagenthandlertool</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/integration/overview</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/overview</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/search-research/arxivpapertool</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/search-research/bravesearchtool</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/search-research/codedocssearchtool</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/search-research/databricks-query-tool</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/search-research/exasearchtool</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/search-research/githubsearchtool</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/search-research/linkupsearchtool</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/search-research/overview</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/search-research/serpapi-googlesearchtool</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/search-research/serpapi-googleshoppingtool</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/search-research/serperdevtool</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/search-research/tavilyextractortool</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/search-research/tavilygetresearchtool</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/search-research/tavilyresearchtool</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/search-research/tavilysearchtool</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/search-research/websitesearchtool</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/search-research/youai-search</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/search-research/youtubechannelsearchtool</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/search-research/youtubevideosearchtool</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/tool-integrations/overview</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/web-scraping/brightdata-tools</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/web-scraping/browserbaseloadtool</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/web-scraping/firecrawlcrawlwebsitetool</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/web-scraping/firecrawlscrapewebsitetool</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/web-scraping/firecrawlsearchtool</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/web-scraping/hyperbrowserloadtool</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/web-scraping/overview</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/web-scraping/oxylabsscraperstool</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/web-scraping/scrapeelementfromwebsitetool</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/web-scraping/scrapegraphscrapetool</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/web-scraping/scrapewebsitetool</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/web-scraping/scrapflyscrapetool</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/web-scraping/seleniumscrapingtool</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/web-scraping/serperscrapewebsitetool</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/web-scraping/spidertool</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/web-scraping/stagehandtool</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.4/en/tools/web-scraping/youai-contents</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/api-reference/introduction</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/concepts/agent-capabilities</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/concepts/agents</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/concepts/checkpointing</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/concepts/cli</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/concepts/collaboration</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/concepts/crews</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/concepts/event-listener</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/concepts/files</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/concepts/flows</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/concepts/knowledge</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/concepts/llms</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/concepts/memory</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/concepts/planning</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/concepts/processes</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/concepts/production-architecture</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/concepts/reasoning</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/concepts/skills</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/concepts/streaming</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/concepts/tasks</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/concepts/testing</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/concepts/tools</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/concepts/training</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/examples/cookbooks</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/examples/example</loc>
    <lastmod>2026-08-28T11:47:16+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/guides/advanced/customizing-prompts</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/guides/advanced/fingerprinting</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/guides/agents/crafting-effective-agents</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/guides/coding-tools/agents-md</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/guides/coding-tools/build-with-ai</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/guides/concepts/evaluating-use-cases</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/guides/crews/first-crew</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/guides/flows/conversational-flows</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/guides/flows/first-flow</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/guides/flows/inputs-id-deprecation</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/guides/flows/mastering-flow-state</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/guides/migration/migrating-from-langgraph</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/guides/migration/upgrading-crewai</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/guides/tools/publish-custom-tools</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/index</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/installation</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/introduction</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/learn/a2a-agent-delegation</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/learn/a2ui</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/learn/before-and-after-kickoff-hooks</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/learn/bring-your-own-agent</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/learn/coding-agents</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/learn/conditional-tasks</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/learn/consuming-streams</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/learn/create-custom-tools</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/learn/custom-llm</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/learn/custom-manager-agent</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/learn/customizing-agents</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/learn/dalle-image-generation</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/learn/execution-boundary-hooks</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/learn/execution-hooks</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/learn/force-tool-output-as-result</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/learn/hierarchical-process</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/learn/human-feedback-in-flows</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/learn/human-in-the-loop</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/learn/human-input-on-execution</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/learn/kickoff-async</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/learn/kickoff-for-each</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/learn/litellm-removal-guide</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/learn/llm-connections</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/learn/llm-hooks</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/learn/llm-selection-guide</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/learn/multimodal-agents</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/learn/overview</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/learn/replay-tasks-from-latest-crew-kickoff</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/learn/sequential-process</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/learn/step-hooks</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/learn/streaming-crew-execution</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/learn/streaming-flow-execution</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/learn/streaming-runtime-contract</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/learn/tool-hooks</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/learn/using-annotations</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/mcp/dsl-integration</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/mcp/multiple-servers</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/mcp/overview</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/mcp/security</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/mcp/sse</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/mcp/stdio</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/mcp/streamable-http</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/observability/arize-phoenix</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/observability/braintrust</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/observability/datadog</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/observability/galileo</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/observability/langdb</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/observability/langfuse</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/observability/langtrace</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/observability/maxim</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/observability/mlflow</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/observability/neatlogs</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/observability/openlit</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/observability/opik</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/observability/overview</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/observability/patronus-evaluation</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/observability/portkey</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/observability/tracing</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/observability/truefoundry</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/observability/weave</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/quickstart</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/skills</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/snippets/snippet-intro</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/telemetry</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/ai-ml/aimindtool</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/ai-ml/codeinterpretertool</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/ai-ml/dalletool</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/ai-ml/daytona</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/ai-ml/e2bsandboxtools</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/ai-ml/langchaintool</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/ai-ml/llamaindextool</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/ai-ml/overview</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/ai-ml/ragtool</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/ai-ml/visiontool</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/automation/apifyactorstool</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/automation/composiotool</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/automation/multiontool</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/automation/overview</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/automation/zapieractionstool</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/cloud-storage/bedrockkbretriever</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/cloud-storage/overview</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/cloud-storage/s3readertool</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/cloud-storage/s3writertool</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/database-data/mongodbvectorsearchtool</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/database-data/mysqltool</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/database-data/nl2sqltool</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/database-data/overview</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/database-data/pgsearchtool</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/database-data/qdrantvectorsearchtool</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/database-data/singlestoresearchtool</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/database-data/snowflakesearchtool</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/database-data/weaviatevectorsearchtool</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/file-document/csvsearchtool</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/file-document/directoryreadtool</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/file-document/directorysearchtool</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/file-document/docxsearchtool</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/file-document/filereadtool</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/file-document/filewritetool</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/file-document/jsonsearchtool</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/file-document/mdxsearchtool</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/file-document/ocrtool</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/file-document/overview</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/file-document/pdf-text-writing-tool</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/file-document/pdfsearchtool</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/file-document/txtsearchtool</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/file-document/xmlsearchtool</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/integration/bedrockinvokeagenttool</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/integration/crewaiautomationtool</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/integration/mergeagenthandlertool</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/integration/overview</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/overview</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/search-research/arxivpapertool</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/search-research/bravesearchtool</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/search-research/codedocssearchtool</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/search-research/databricks-query-tool</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/search-research/exasearchtool</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/search-research/githubsearchtool</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/search-research/linkupsearchtool</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/search-research/overview</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/search-research/serpapi-googlesearchtool</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/search-research/serpapi-googleshoppingtool</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/search-research/serperdevtool</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/search-research/tavilyextractortool</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/search-research/tavilygetresearchtool</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/search-research/tavilyresearchtool</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/search-research/tavilysearchtool</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/search-research/websitesearchtool</loc>
    <lastmod>2026-08-28T11:47:17+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/search-research/youai-search</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/search-research/youtubechannelsearchtool</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/search-research/youtubevideosearchtool</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/tool-integrations/overview</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/web-scraping/brightdata-tools</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/web-scraping/browserbaseloadtool</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/web-scraping/firecrawlcrawlwebsitetool</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/web-scraping/firecrawlscrapewebsitetool</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/web-scraping/firecrawlsearchtool</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/web-scraping/hyperbrowserloadtool</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/web-scraping/overview</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/web-scraping/oxylabsscraperstool</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/web-scraping/scrapeelementfromwebsitetool</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/web-scraping/scrapegraphscrapetool</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/web-scraping/scrapewebsitetool</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/web-scraping/scrapflyscrapetool</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/web-scraping/seleniumscrapingtool</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/web-scraping/serperscrapewebsitetool</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/web-scraping/spidertool</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/web-scraping/stagehandtool</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.5/en/tools/web-scraping/youai-contents</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/api-reference/introduction</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/concepts/agent-capabilities</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/concepts/agents</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/concepts/checkpointing</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/concepts/cli</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/concepts/collaboration</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/concepts/crews</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/concepts/event-listener</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/concepts/files</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/concepts/flows</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/concepts/knowledge</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/concepts/llms</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/concepts/memory</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/concepts/planning</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/concepts/processes</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/concepts/production-architecture</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/concepts/reasoning</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/concepts/skills</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/concepts/streaming</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/concepts/tasks</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/concepts/testing</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/concepts/tools</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/concepts/training</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/examples/cookbooks</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/examples/example</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/guides/advanced/customizing-prompts</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/guides/advanced/fingerprinting</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/guides/agents/crafting-effective-agents</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/guides/coding-tools/agents-md</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/guides/coding-tools/build-with-ai</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/guides/concepts/evaluating-use-cases</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/guides/crews/first-crew</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/guides/flows/conversational-flows</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/guides/flows/first-flow</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/guides/flows/inputs-id-deprecation</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/guides/flows/mastering-flow-state</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/guides/migration/migrating-from-langgraph</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/guides/migration/upgrading-crewai</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/guides/tools/publish-custom-tools</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/index</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/installation</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/introduction</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/learn/a2a-agent-delegation</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/learn/a2ui</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/learn/before-and-after-kickoff-hooks</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/learn/bring-your-own-agent</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/learn/coding-agents</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/learn/conditional-tasks</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/learn/consuming-streams</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/learn/create-custom-tools</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/learn/custom-llm</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/learn/custom-manager-agent</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/learn/customizing-agents</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/learn/dalle-image-generation</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/learn/execution-boundary-hooks</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/learn/execution-hooks</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/learn/force-tool-output-as-result</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/learn/hierarchical-process</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/learn/human-feedback-in-flows</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/learn/human-in-the-loop</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/learn/human-input-on-execution</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/learn/kickoff-async</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/learn/kickoff-for-each</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/learn/litellm-removal-guide</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/learn/llm-connections</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/learn/llm-hooks</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/learn/llm-selection-guide</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/learn/multimodal-agents</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/learn/overview</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/learn/replay-tasks-from-latest-crew-kickoff</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/learn/sequential-process</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/learn/step-hooks</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/learn/streaming-crew-execution</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/learn/streaming-flow-execution</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/learn/streaming-runtime-contract</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/learn/tool-hooks</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/learn/using-annotations</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/mcp/dsl-integration</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/mcp/multiple-servers</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/mcp/overview</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/mcp/security</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/mcp/sse</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/mcp/stdio</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/mcp/streamable-http</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/observability/arize-phoenix</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/observability/braintrust</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/observability/datadog</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/observability/galileo</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/observability/langdb</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/observability/langfuse</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/observability/langtrace</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/observability/maxim</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/observability/mlflow</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/observability/neatlogs</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/observability/openlit</loc>
    <lastmod>2026-08-28T11:47:18+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/observability/opik</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/observability/overview</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/observability/patronus-evaluation</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/observability/portkey</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/observability/tracing</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/observability/truefoundry</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/observability/weave</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/quickstart</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/skills</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/snippets/snippet-intro</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/telemetry</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/ai-ml/aimindtool</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/ai-ml/codeinterpretertool</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/ai-ml/dalletool</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/ai-ml/daytona</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/ai-ml/e2bsandboxtools</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/ai-ml/langchaintool</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/ai-ml/llamaindextool</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/ai-ml/overview</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/ai-ml/ragtool</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/ai-ml/visiontool</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/automation/apifyactorstool</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/automation/composiotool</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/automation/multiontool</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/automation/overview</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/automation/zapieractionstool</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/cloud-storage/bedrockkbretriever</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/cloud-storage/overview</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/cloud-storage/s3readertool</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/cloud-storage/s3writertool</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/database-data/mongodbvectorsearchtool</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/database-data/mysqltool</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/database-data/nl2sqltool</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/database-data/overview</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/database-data/pgsearchtool</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/database-data/qdrantvectorsearchtool</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/database-data/singlestoresearchtool</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/database-data/snowflakesearchtool</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/database-data/weaviatevectorsearchtool</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/file-document/csvsearchtool</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/file-document/directoryreadtool</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/file-document/directorysearchtool</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/file-document/docxsearchtool</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/file-document/filereadtool</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/file-document/filewritetool</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/file-document/jsonsearchtool</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/file-document/mdxsearchtool</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/file-document/ocrtool</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/file-document/overview</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/file-document/pdf-text-writing-tool</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/file-document/pdfsearchtool</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/file-document/txtsearchtool</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/file-document/xmlsearchtool</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/integration/bedrockinvokeagenttool</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/integration/crewaiautomationtool</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/integration/mergeagenthandlertool</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/integration/overview</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/overview</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/search-research/arxivpapertool</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/search-research/bravesearchtool</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/search-research/codedocssearchtool</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/search-research/databricks-query-tool</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/search-research/exasearchtool</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/search-research/githubsearchtool</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/search-research/linkupsearchtool</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/search-research/overview</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/search-research/serpapi-googlesearchtool</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/search-research/serpapi-googleshoppingtool</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/search-research/serperdevtool</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/search-research/tavilyextractortool</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/search-research/tavilygetresearchtool</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/search-research/tavilyresearchtool</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/search-research/tavilysearchtool</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/search-research/websitesearchtool</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/search-research/youai-search</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/search-research/youtubechannelsearchtool</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/search-research/youtubevideosearchtool</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/tool-integrations/overview</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/web-scraping/brightdata-tools</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/web-scraping/browserbaseloadtool</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/web-scraping/firecrawlcrawlwebsitetool</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/web-scraping/firecrawlscrapewebsitetool</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/web-scraping/firecrawlsearchtool</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/web-scraping/hyperbrowserloadtool</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/web-scraping/overview</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/web-scraping/oxylabsscraperstool</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/web-scraping/scrapeelementfromwebsitetool</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/web-scraping/scrapegraphscrapetool</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/web-scraping/scrapewebsitetool</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/web-scraping/scrapflyscrapetool</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/web-scraping/seleniumscrapingtool</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/web-scraping/serperscrapewebsitetool</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/web-scraping/spidertool</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/web-scraping/stagehandtool</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.6/en/tools/web-scraping/youai-contents</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/api-reference/introduction</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/concepts/agent-capabilities</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/concepts/agents</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/concepts/checkpointing</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/concepts/cli</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/concepts/collaboration</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/concepts/crews</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/concepts/event-listener</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/concepts/files</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/concepts/flows</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/concepts/knowledge</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/concepts/llms</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/concepts/memory</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/concepts/planning</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/concepts/processes</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/concepts/production-architecture</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/concepts/reasoning</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/concepts/skills</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/concepts/streaming</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/concepts/tasks</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/concepts/testing</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/concepts/tools</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/concepts/training</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/examples/cookbooks</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/examples/example</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/guides/advanced/customizing-prompts</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/guides/advanced/fingerprinting</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/guides/agents/crafting-effective-agents</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/guides/coding-tools/agents-md</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/guides/coding-tools/build-with-ai</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/guides/concepts/evaluating-use-cases</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/guides/crews/first-crew</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/guides/flows/conversational-flows</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/guides/flows/first-flow</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/guides/flows/inputs-id-deprecation</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/guides/flows/mastering-flow-state</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/guides/migration/migrating-from-langgraph</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/guides/migration/upgrading-crewai</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/guides/tools/publish-custom-tools</loc>
    <lastmod>2026-08-28T11:47:19+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/index</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/installation</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/introduction</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/learn/a2a-agent-delegation</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/learn/a2ui</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/learn/before-and-after-kickoff-hooks</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/learn/bring-your-own-agent</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/learn/coding-agents</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/learn/conditional-tasks</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/learn/consuming-streams</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/learn/create-custom-tools</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/learn/custom-llm</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/learn/custom-manager-agent</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/learn/customizing-agents</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/learn/dalle-image-generation</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/learn/execution-boundary-hooks</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/learn/execution-hooks</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/learn/force-tool-output-as-result</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/learn/hierarchical-process</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/learn/human-feedback-in-flows</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/learn/human-in-the-loop</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/learn/human-input-on-execution</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/learn/kickoff-async</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/learn/kickoff-for-each</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/learn/litellm-removal-guide</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/learn/llm-connections</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/learn/llm-hooks</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/learn/llm-selection-guide</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/learn/multimodal-agents</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/learn/overview</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/learn/replay-tasks-from-latest-crew-kickoff</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/learn/sequential-process</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/learn/step-hooks</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/learn/streaming-crew-execution</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/learn/streaming-flow-execution</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/learn/streaming-runtime-contract</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/learn/tool-hooks</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/learn/using-annotations</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/mcp/dsl-integration</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/mcp/multiple-servers</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/mcp/overview</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/mcp/security</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/mcp/sse</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/mcp/stdio</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/mcp/streamable-http</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/observability/arize-phoenix</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/observability/braintrust</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/observability/datadog</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/observability/galileo</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/observability/langdb</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/observability/langfuse</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/observability/langtrace</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/observability/maxim</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/observability/mlflow</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/observability/neatlogs</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/observability/openlit</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/observability/opik</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/observability/overview</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/observability/patronus-evaluation</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/observability/portkey</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/observability/tracing</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/observability/truefoundry</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/observability/weave</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/quickstart</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/skills</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/snippets/snippet-intro</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/telemetry</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/ai-ml/aimindtool</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/ai-ml/codeinterpretertool</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/ai-ml/dalletool</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/ai-ml/daytona</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/ai-ml/e2bsandboxtools</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/ai-ml/langchaintool</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/ai-ml/llamaindextool</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/ai-ml/overview</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/ai-ml/ragtool</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/ai-ml/visiontool</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/automation/apifyactorstool</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/automation/composiotool</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/automation/multiontool</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/automation/overview</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/automation/zapieractionstool</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/cloud-storage/bedrockkbretriever</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/cloud-storage/overview</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/cloud-storage/s3readertool</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/cloud-storage/s3writertool</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/database-data/mongodbvectorsearchtool</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/database-data/mysqltool</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/database-data/nl2sqltool</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/database-data/overview</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/database-data/pgsearchtool</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/database-data/qdrantvectorsearchtool</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/database-data/singlestoresearchtool</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/database-data/snowflakesearchtool</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/database-data/weaviatevectorsearchtool</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/file-document/csvsearchtool</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/file-document/directoryreadtool</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/file-document/directorysearchtool</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/file-document/docxsearchtool</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/file-document/filereadtool</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/file-document/filewritetool</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/file-document/jsonsearchtool</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/file-document/mdxsearchtool</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/file-document/ocrtool</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/file-document/overview</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/file-document/pdf-text-writing-tool</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/file-document/pdfsearchtool</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/file-document/txtsearchtool</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/file-document/xmlsearchtool</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/integration/bedrockinvokeagenttool</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/integration/crewaiautomationtool</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/integration/mergeagenthandlertool</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/integration/overview</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/overview</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/search-research/arxivpapertool</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/search-research/bravesearchtool</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/search-research/codedocssearchtool</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/search-research/databricks-query-tool</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/search-research/exasearchtool</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/search-research/githubsearchtool</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/search-research/linkupsearchtool</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/search-research/overview</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/search-research/serpapi-googlesearchtool</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/search-research/serpapi-googleshoppingtool</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/search-research/serperdevtool</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/search-research/tavilyextractortool</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/search-research/tavilygetresearchtool</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/search-research/tavilyresearchtool</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/search-research/tavilysearchtool</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/search-research/websitesearchtool</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/search-research/youai-search</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/search-research/youtubechannelsearchtool</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/search-research/youtubevideosearchtool</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/tool-integrations/overview</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/web-scraping/brightdata-tools</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/web-scraping/browserbaseloadtool</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/web-scraping/firecrawlcrawlwebsitetool</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/web-scraping/firecrawlscrapewebsitetool</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/web-scraping/firecrawlsearchtool</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/web-scraping/hyperbrowserloadtool</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/web-scraping/overview</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/web-scraping/oxylabsscraperstool</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/web-scraping/scrapeelementfromwebsitetool</loc>
    <lastmod>2026-08-28T11:47:20+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/web-scraping/scrapegraphscrapetool</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/web-scraping/scrapewebsitetool</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/web-scraping/scrapflyscrapetool</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/web-scraping/seleniumscrapingtool</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/web-scraping/serperscrapewebsitetool</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/web-scraping/spidertool</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/web-scraping/stagehandtool</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.7/en/tools/web-scraping/youai-contents</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/api-reference/introduction</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/concepts/agent-capabilities</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/concepts/agents</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/concepts/checkpointing</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/concepts/cli</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/concepts/collaboration</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/concepts/crews</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/concepts/event-listener</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/concepts/files</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/concepts/flows</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/concepts/knowledge</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/concepts/llms</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/concepts/memory</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/concepts/planning</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/concepts/processes</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/concepts/production-architecture</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/concepts/reasoning</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/concepts/skills</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/concepts/streaming</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/concepts/tasks</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/concepts/testing</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/concepts/tools</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/concepts/training</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/examples/cookbooks</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/examples/example</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/guides/advanced/customizing-prompts</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/guides/advanced/fingerprinting</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/guides/agents/crafting-effective-agents</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/guides/coding-tools/agents-md</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/guides/coding-tools/build-with-ai</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/guides/concepts/evaluating-use-cases</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/guides/crews/first-crew</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/guides/flows/conversational-flows</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/guides/flows/first-flow</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/guides/flows/inputs-id-deprecation</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/guides/flows/mastering-flow-state</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/guides/migration/migrating-from-langgraph</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/guides/migration/upgrading-crewai</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/guides/tools/publish-custom-tools</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/index</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/installation</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/introduction</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/learn/a2a-agent-delegation</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/learn/a2ui</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/learn/before-and-after-kickoff-hooks</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/learn/bring-your-own-agent</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/learn/coding-agents</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/learn/conditional-tasks</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/learn/consuming-streams</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/learn/create-custom-tools</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/learn/custom-llm</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/learn/custom-manager-agent</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/learn/customizing-agents</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/learn/dalle-image-generation</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/learn/execution-boundary-hooks</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/learn/execution-hooks</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/learn/force-tool-output-as-result</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/learn/hierarchical-process</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/learn/human-feedback-in-flows</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/learn/human-in-the-loop</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/learn/human-input-on-execution</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/learn/kickoff-async</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/learn/kickoff-for-each</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/learn/litellm-removal-guide</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/learn/llm-connections</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/learn/llm-hooks</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/learn/llm-selection-guide</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/learn/multimodal-agents</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/learn/overview</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/learn/replay-tasks-from-latest-crew-kickoff</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/learn/sequential-process</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/learn/step-hooks</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/learn/streaming-crew-execution</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/learn/streaming-flow-execution</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/learn/streaming-runtime-contract</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/learn/tool-hooks</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/learn/using-annotations</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/mcp/dsl-integration</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/mcp/multiple-servers</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/mcp/overview</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/mcp/security</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/mcp/sse</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/mcp/stdio</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/mcp/streamable-http</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/observability/arize-phoenix</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/observability/braintrust</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/observability/datadog</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/observability/galileo</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/observability/langdb</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/observability/langfuse</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/observability/langtrace</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/observability/maxim</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/observability/mlflow</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/observability/neatlogs</loc>
    <lastmod>2026-08-28T11:47:21+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/observability/openlit</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/observability/opik</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/observability/overview</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/observability/patronus-evaluation</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/observability/portkey</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/observability/tracing</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/observability/truefoundry</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/observability/weave</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/quickstart</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/skills</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/snippets/snippet-intro</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/telemetry</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/ai-ml/aimindtool</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/ai-ml/codeinterpretertool</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/ai-ml/dalletool</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/ai-ml/daytona</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/ai-ml/e2bsandboxtools</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/ai-ml/langchaintool</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/ai-ml/llamaindextool</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/ai-ml/overview</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/ai-ml/ragtool</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/ai-ml/visiontool</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/automation/apifyactorstool</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/automation/composiotool</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/automation/multiontool</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/automation/overview</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/automation/waittool</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/automation/zapieractionstool</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/cloud-storage/bedrockkbretriever</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/cloud-storage/overview</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/cloud-storage/s3readertool</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/cloud-storage/s3writertool</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/database-data/mongodbvectorsearchtool</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/database-data/mysqltool</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/database-data/nl2sqltool</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/database-data/overview</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/database-data/pgsearchtool</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/database-data/qdrantvectorsearchtool</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/database-data/singlestoresearchtool</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/database-data/snowflakesearchtool</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/database-data/weaviatevectorsearchtool</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/file-document/csvsearchtool</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/file-document/directoryreadtool</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/file-document/directorysearchtool</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/file-document/docxsearchtool</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/file-document/filereadtool</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/file-document/filewritetool</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/file-document/jsonsearchtool</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/file-document/mdxsearchtool</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/file-document/ocrtool</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/file-document/overview</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/file-document/pdf-text-writing-tool</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/file-document/pdfsearchtool</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/file-document/txtsearchtool</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/file-document/xmlsearchtool</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/integration/bedrockinvokeagenttool</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/integration/crewaiautomationtool</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/integration/mergeagenthandlertool</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/integration/overview</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/overview</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/search-research/arxivpapertool</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/search-research/bravesearchtool</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/search-research/codedocssearchtool</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/search-research/databricks-query-tool</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/search-research/exasearchtool</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/search-research/githubsearchtool</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/search-research/linkupsearchtool</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/search-research/overview</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/search-research/serpapi-googlesearchtool</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/search-research/serpapi-googleshoppingtool</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/search-research/serperdevtool</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/search-research/tavilyextractortool</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/search-research/tavilygetresearchtool</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/search-research/tavilyresearchtool</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/search-research/tavilysearchtool</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/search-research/websitesearchtool</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/search-research/youai-search</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/search-research/youtubechannelsearchtool</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/search-research/youtubevideosearchtool</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/tool-integrations/overview</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/web-scraping/brightdata-tools</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/web-scraping/browserbaseloadtool</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/web-scraping/firecrawlcrawlwebsitetool</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/web-scraping/firecrawlscrapewebsitetool</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/web-scraping/firecrawlsearchtool</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/web-scraping/hyperbrowserloadtool</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/web-scraping/overview</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/web-scraping/oxylabsscraperstool</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/web-scraping/scrapeelementfromwebsitetool</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/web-scraping/scrapegraphscrapetool</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/web-scraping/scrapewebsitetool</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/web-scraping/scrapflyscrapetool</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/web-scraping/seleniumscrapingtool</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/web-scraping/serperscrapewebsitetool</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/web-scraping/spidertool</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/web-scraping/stagehandtool</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.8/en/tools/web-scraping/youai-contents</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/api-reference/introduction</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/concepts/agent-capabilities</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/concepts/agents</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/concepts/checkpointing</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/concepts/cli</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/concepts/collaboration</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/concepts/crews</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/concepts/event-listener</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/concepts/files</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/concepts/flows</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/concepts/knowledge</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/concepts/llms</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/concepts/memory</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/concepts/planning</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/concepts/processes</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/concepts/production-architecture</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/concepts/reasoning</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/concepts/skills</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/concepts/streaming</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/concepts/tasks</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/concepts/testing</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/concepts/tools</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/concepts/training</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/examples/cookbooks</loc>
    <lastmod>2026-08-28T11:47:22+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/examples/example</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/guides/advanced/customizing-prompts</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/guides/advanced/fingerprinting</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/guides/agents/crafting-effective-agents</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/guides/coding-tools/agents-md</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/guides/coding-tools/build-with-ai</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/guides/concepts/evaluating-use-cases</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/guides/crews/first-crew</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/guides/flows/conversational-flows</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/guides/flows/first-flow</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/guides/flows/inputs-id-deprecation</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/guides/flows/mastering-flow-state</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/guides/migration/migrating-from-langgraph</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/guides/migration/upgrading-crewai</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/guides/tools/publish-custom-tools</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/index</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/installation</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/introduction</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/learn/a2a-agent-delegation</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/learn/a2ui</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/learn/before-and-after-kickoff-hooks</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/learn/bring-your-own-agent</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/learn/coding-agents</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/learn/conditional-tasks</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/learn/consuming-streams</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/learn/create-custom-tools</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/learn/custom-llm</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/learn/custom-manager-agent</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/learn/customizing-agents</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/learn/dalle-image-generation</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/learn/execution-boundary-hooks</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/learn/execution-hooks</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/learn/force-tool-output-as-result</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/learn/hierarchical-process</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/learn/human-feedback-in-flows</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/learn/human-in-the-loop</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/learn/human-input-on-execution</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/learn/kickoff-async</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/learn/kickoff-for-each</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/learn/litellm-removal-guide</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/learn/llm-connections</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/learn/llm-hooks</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/learn/llm-selection-guide</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/learn/multimodal-agents</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/learn/overview</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/learn/replay-tasks-from-latest-crew-kickoff</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/learn/sequential-process</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/learn/step-hooks</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/learn/streaming-crew-execution</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/learn/streaming-flow-execution</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/learn/streaming-runtime-contract</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/learn/tool-hooks</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/learn/using-annotations</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/mcp/dsl-integration</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/mcp/multiple-servers</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/mcp/overview</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/mcp/security</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/mcp/sse</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/mcp/stdio</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/mcp/streamable-http</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/observability/arize-phoenix</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/observability/braintrust</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/observability/datadog</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/observability/galileo</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/observability/langdb</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/observability/langfuse</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/observability/langtrace</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/observability/maxim</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/observability/mlflow</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/observability/neatlogs</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/observability/openlit</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/observability/opik</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/observability/overview</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/observability/patronus-evaluation</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/observability/portkey</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/observability/tracing</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/observability/truefoundry</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/observability/weave</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/quickstart</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/skills</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/snippets/snippet-intro</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/telemetry</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/ai-ml/aimindtool</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/ai-ml/codeinterpretertool</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/ai-ml/dalletool</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/ai-ml/daytona</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/ai-ml/e2bsandboxtools</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/ai-ml/langchaintool</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/ai-ml/llamaindextool</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/ai-ml/overview</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/ai-ml/ragtool</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/ai-ml/visiontool</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/automation/apifyactorstool</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/automation/composiotool</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/automation/multiontool</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/automation/overview</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/automation/waittool</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/automation/zapieractionstool</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/cloud-storage/bedrockkbretriever</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/cloud-storage/overview</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/cloud-storage/s3readertool</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/cloud-storage/s3writertool</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/database-data/mongodbvectorsearchtool</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/database-data/mysqltool</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/database-data/nl2sqltool</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/database-data/overview</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/database-data/pgsearchtool</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/database-data/qdrantvectorsearchtool</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/database-data/singlestoresearchtool</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/database-data/snowflakesearchtool</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/database-data/weaviatevectorsearchtool</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/file-document/csvsearchtool</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/file-document/directoryreadtool</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/file-document/directorysearchtool</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/file-document/docxsearchtool</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/file-document/filereadtool</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/file-document/filewritetool</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/file-document/jsonsearchtool</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/file-document/mdxsearchtool</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/file-document/ocrtool</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/file-document/overview</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/file-document/pdf-text-writing-tool</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/file-document/pdfsearchtool</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/file-document/txtsearchtool</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/file-document/xmlsearchtool</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/integration/bedrockinvokeagenttool</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/integration/crewaiautomationtool</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/integration/mergeagenthandlertool</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/integration/overview</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/overview</loc>
    <lastmod>2026-08-28T11:47:23+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/search-research/arxivpapertool</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/search-research/bravesearchtool</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/search-research/codedocssearchtool</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/search-research/databricks-query-tool</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/search-research/exasearchtool</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/search-research/githubsearchtool</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/search-research/linkupsearchtool</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/search-research/overview</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/search-research/serpapi-googlesearchtool</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/search-research/serpapi-googleshoppingtool</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/search-research/serperdevtool</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/search-research/tavilyextractortool</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/search-research/tavilygetresearchtool</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/search-research/tavilyresearchtool</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/search-research/tavilysearchtool</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/search-research/websitesearchtool</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/search-research/youai-search</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/search-research/youtubechannelsearchtool</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/search-research/youtubevideosearchtool</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/tool-integrations/overview</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/web-scraping/brightdata-tools</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/web-scraping/browserbaseloadtool</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/web-scraping/firecrawlcrawlwebsitetool</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/web-scraping/firecrawlscrapewebsitetool</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/web-scraping/firecrawlsearchtool</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/web-scraping/hyperbrowserloadtool</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/web-scraping/overview</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/web-scraping/oxylabsscraperstool</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/web-scraping/scrapeelementfromwebsitetool</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/web-scraping/scrapegraphscrapetool</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/web-scraping/scrapewebsitetool</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/web-scraping/scrapflyscrapetool</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/web-scraping/seleniumscrapingtool</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/web-scraping/serperscrapewebsitetool</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/web-scraping/spidertool</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/web-scraping/stagehandtool</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/docs/v1.15.9/en/tools/web-scraping/youai-contents</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/cli/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/cli/src/crewai_cli/templates/crew/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/cli/src/crewai_cli/templates/declarative_flow/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/cli/src/crewai_cli/templates/flow/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/cli/src/crewai_cli/templates/json_crew/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/cli/src/crewai_cli/templates/tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-core/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-files/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/aws/bedrock/agents/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/aws/bedrock/browser/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/aws/bedrock/code_interpreter/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/aws/bedrock/knowledge_base/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/aws/s3/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/ai_mind_tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/apify_actors_tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/arxiv_paper_tool/Examples</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/arxiv_paper_tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/brave_search_tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/brightdata_tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/browserbase_load_tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/code_docs_search_tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/composio_tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/contextualai_create_agent_tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/contextualai_parse_tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/contextualai_query_tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/contextualai_rerank_tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/couchbase_tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/csv_search_tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/dalle_tool/README.MD</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/databricks_query_tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/daytona_sandbox_tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/db2_search_tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/directory_read_tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/directory_search_tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/docx_search_tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/e2b_sandbox_tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/exa_tools/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/file_read_tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/file_writer_tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/files_compressor_tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/firecrawl_crawl_website_tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/firecrawl_scrape_website_tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/firecrawl_search_tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/generate_crewai_automation_tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/github_search_tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/hyperbrowser_load_tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/invoke_crewai_automation_tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/jina_scrape_website_tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/json_search_tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/linkup/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/llamaindex_tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/mdx_search_tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/merge_agent_handler_tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/mongodb_vector_search_tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/multion_tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/mysql_search_tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/nl2sql/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/ocr_tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/oxylabs_amazon_product_scraper_tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/oxylabs_amazon_search_scraper_tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/oxylabs_google_search_scraper_tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/oxylabs_universal_scraper_tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/parallel_tools/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/pdf_search_tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/qdrant_vector_search_tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/rag/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/scrape_website_tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/scrapegraph_scrape_tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/scrapfly_scrape_website_tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/selenium_scraping_tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/serpapi_tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/serper_dev_tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/serply_api_tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/singlestore_search_tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/snowflake_search_tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/spider_tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/stagehand_tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/tavily_extractor_tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/tavily_get_research_tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/tavily_research_tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/tavily_search_tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/txt_search_tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/vision_tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/wait_tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/weaviate_tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/website_search/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/xml_search_tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/youtube_channel_search_tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/youtube_video_search_tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/crewai-tools/src/crewai_tools/tools/zapier_action_tool/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/crewai/versions/1.15.18/pages/lib/devtools/README</loc>
    <lastmod>2026-08-28T11:47:24+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lago/versions/1.52.1/pages/PULL_REQUEST_TEMPLATE</loc>
    <lastmod>2026-08-28T12:17:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lago/versions/1.52.1/pages/README</loc>
    <lastmod>2026-08-28T12:17:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lago/versions/1.52.1/pages/connectors/README</loc>
    <lastmod>2026-08-28T12:17:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lago/versions/1.52.1/pages/deploy/README</loc>
    <lastmod>2026-08-28T12:17:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lago/versions/1.52.1/pages/docker/README</loc>
    <lastmod>2026-08-28T12:17:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lago/versions/1.52.1/pages/docs/architecture</loc>
    <lastmod>2026-08-28T12:17:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lago/versions/1.52.1/pages/docs/database_partitioning</loc>
    <lastmod>2026-08-28T12:17:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lago/versions/1.52.1/pages/docs/dev_environment</loc>
    <lastmod>2026-08-28T12:17:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lago/versions/1.52.1/pages/docs/monitoring</loc>
    <lastmod>2026-08-28T12:17:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lago/versions/1.52.1/pages/events-processor/README</loc>
    <lastmod>2026-08-28T12:17:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/lago/versions/1.52.1/pages/extra/kafka-connect/clickhouse-kafka-connect-v1.3.4/doc/README</loc>
    <lastmod>2026-08-28T12:17:03+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/virtualbuddy/versions/2.2-b4/pages/LLM_POLICY</loc>
    <lastmod>2026-08-28T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/virtualbuddy/versions/2.2-b4/pages/README</loc>
    <lastmod>2026-08-28T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/virtualbuddy/versions/2.2-b4/pages/ReleaseNotes/VirtualBuddy%201.2%20Release%20Notes</loc>
    <lastmod>2026-08-28T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/virtualbuddy/versions/2.2-b4/pages/ReleaseNotes/VirtualBuddy%201.2.1%20Release%20Notes</loc>
    <lastmod>2026-08-28T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/virtualbuddy/versions/2.2-b4/pages/ReleaseNotes/VirtualBuddy%201.2.2%20Release%20Notes</loc>
    <lastmod>2026-08-28T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/virtualbuddy/versions/2.2-b4/pages/VirtualCore/Source/VirtualCatalog/README</loc>
    <lastmod>2026-08-28T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/virtualbuddy/versions/2.2-b4/pages/data/LegacyGuestApp/README</loc>
    <lastmod>2026-08-28T12:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/code-server/versions/4.135.0/pages/docs/FAQ</loc>
    <lastmod>2026-08-28T13:17:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/code-server/versions/4.135.0/pages/docs/MAINTAINING</loc>
    <lastmod>2026-08-28T13:17:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/code-server/versions/4.135.0/pages/docs/README</loc>
    <lastmod>2026-08-28T13:17:04+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/code-server/versions/4.135.0/pages/docs/android</loc>
    <lastmod>2026-08-28T13:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/code-server/versions/4.135.0/pages/docs/coder</loc>
    <lastmod>2026-08-28T13:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/code-server/versions/4.135.0/pages/docs/collaboration</loc>
    <lastmod>2026-08-28T13:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/code-server/versions/4.135.0/pages/docs/guide</loc>
    <lastmod>2026-08-28T13:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/code-server/versions/4.135.0/pages/docs/helm</loc>
    <lastmod>2026-08-28T13:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/code-server/versions/4.135.0/pages/docs/install</loc>
    <lastmod>2026-08-28T13:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/code-server/versions/4.135.0/pages/docs/ios</loc>
    <lastmod>2026-08-28T13:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/code-server/versions/4.135.0/pages/docs/ipad</loc>
    <lastmod>2026-08-28T13:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/code-server/versions/4.135.0/pages/docs/npm</loc>
    <lastmod>2026-08-28T13:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/code-server/versions/4.135.0/pages/docs/requirements</loc>
    <lastmod>2026-08-28T13:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/code-server/versions/4.135.0/pages/docs/termux</loc>
    <lastmod>2026-08-28T13:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/README</loc>
    <lastmod>2026-08-28T13:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/RELEASE</loc>
    <lastmod>2026-08-28T13:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/THANKYOU</loc>
    <lastmod>2026-08-28T13:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docker/README</loc>
    <lastmod>2026-08-28T13:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/README</loc>
    <lastmod>2026-08-28T13:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.14.0</loc>
    <lastmod>2026-08-28T13:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.14.1</loc>
    <lastmod>2026-08-28T13:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.15.0</loc>
    <lastmod>2026-08-28T13:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.15.1</loc>
    <lastmod>2026-08-28T13:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.15.10</loc>
    <lastmod>2026-08-28T13:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.15.11</loc>
    <lastmod>2026-08-28T13:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.15.12</loc>
    <lastmod>2026-08-28T13:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.15.13</loc>
    <lastmod>2026-08-28T13:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.15.14</loc>
    <lastmod>2026-08-28T13:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.15.15</loc>
    <lastmod>2026-08-28T13:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.15.16</loc>
    <lastmod>2026-08-28T13:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.15.17</loc>
    <lastmod>2026-08-28T13:17:05+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.15.18</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.15.19</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.15.2</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.15.20</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.15.21</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.15.22</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.15.23</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.15.24</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.15.25</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.15.26</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.15.3</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.15.4</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.15.5</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.15.6</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.15.7</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.15.8</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.15.9</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.16.0</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.16.1</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.16.2</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.16.3</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.16.4</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.16.5</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.17.0</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.17.1</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.17.10</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.17.12</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.17.2</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.17.3</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.17.4</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.17.5</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.17.6</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.17.7</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.17.8</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.17.9</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.18.0</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.18.1</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.18.10</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.18.11</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.18.12</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.18.13</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.18.14</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.18.15</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.18.2</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.18.3</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.18.4</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.18.5</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.18.6</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.18.7</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.18.8</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.18.9</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.19.0</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.19.1</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.19.10</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.19.11</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.19.2</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.19.3</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.19.4</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.19.5</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.19.6</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.19.7</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.19.8</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.19.9</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.20.0</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.20.1</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.20.10</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.20.11</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.20.2</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.20.3</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.20.4</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.20.5</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.20.6</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.20.7</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.20.8</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.20.9</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.21.0</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.21.1</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.21.10</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.21.11</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.21.12</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.21.13</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.21.14</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.21.15</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.21.16</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.21.2</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.21.3</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.21.4</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.21.5</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.21.6</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.21.7</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.21.8</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.21.9</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.22.0</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.22.1</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.22.2</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.22.3</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.22.4</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.22.5</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.22.6</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.23.0</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.23.1</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.23.2</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.23.3</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.23.4</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.23.5</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.24.0</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.24.1</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.24.2</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.24.3</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.25.0</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.25.1</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.25.2</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.25.3</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.25.4</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.25.5</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/0.25.6</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/changelog/deprecated</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/deploy/byoc</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/deploy/ci/github-actions</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/deploy/ci/gitlab-ci</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/deploy/citus</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/deploy/cloud-platforms/digitalocean</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/deploy/cloud-platforms/dokku</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/deploy/cloud-platforms/fly</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/deploy/cloud-platforms/railway</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/deploy/cloud-platforms/render</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/deploy/enterprise</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/deploy/logical-replication/configuration</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/deploy/logical-replication/getting-started</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/deploy/logical-replication/multi-database</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/deploy/logical-replication/operational-guide</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/deploy/overview</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/deploy/self-hosted/extension</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/deploy/self-hosted/high-availability</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/deploy/self-hosted/kubernetes</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/deploy/third-party-extensions</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/deploy/upgrading</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/aggregates/bucket/datehistogram</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/aggregates/bucket/filters</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/aggregates/bucket/histogram</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/aggregates/bucket/range</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/aggregates/bucket/terms</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/aggregates/facets</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/aggregates/limitations</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/aggregates/metrics/average</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/aggregates/metrics/cardinality</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/aggregates/metrics/count</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/aggregates/metrics/minmax</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/aggregates/metrics/percentiles</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/aggregates/metrics/stats</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/aggregates/metrics/sum</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/aggregates/metrics/tophits</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/aggregates/overview</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/aggregates/tuning</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/filtering</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/full-text/fuzzy</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/full-text/highlight</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/full-text/match</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/full-text/overview</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/full-text/phrase</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/full-text/proximity</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/full-text/term</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/getting-started/ai-agents</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/getting-started/environment</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/getting-started/install</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/getting-started/load</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/getting-started/queries</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/hybrid/overview</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/hybrid/rrf</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/indexing/columnar</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/indexing/create-index</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/indexing/indexing-arrays</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/indexing/indexing-composite</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/indexing/indexing-expressions</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/indexing/indexing-json</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/indexing/indexing-partial</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/indexing/indexing-vectors</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/indexing/reindexing</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/indexing/verify-index</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/joins/overview</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/migration/elasticsearch-feature-comparison</loc>
    <lastmod>2026-08-28T13:17:06+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/performance-tuning/create-index</loc>
    <lastmod>2026-08-28T13:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/performance-tuning/overview</loc>
    <lastmod>2026-08-28T13:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/performance-tuning/reads</loc>
    <lastmod>2026-08-28T13:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/performance-tuning/writes</loc>
    <lastmod>2026-08-28T13:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/query-builder/compound/all</loc>
    <lastmod>2026-08-28T13:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/query-builder/compound/query-parser</loc>
    <lastmod>2026-08-28T13:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/query-builder/overview</loc>
    <lastmod>2026-08-28T13:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/query-builder/phrase/phrase-prefix</loc>
    <lastmod>2026-08-28T13:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/query-builder/phrase/regex-phrase</loc>
    <lastmod>2026-08-28T13:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/query-builder/specialized/more-like-this</loc>
    <lastmod>2026-08-28T13:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/query-builder/term/range-term</loc>
    <lastmod>2026-08-28T13:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/query-builder/term/regex</loc>
    <lastmod>2026-08-28T13:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/sorting/boost</loc>
    <lastmod>2026-08-28T13:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/sorting/score</loc>
    <lastmod>2026-08-28T13:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/sorting/topk</loc>
    <lastmod>2026-08-28T13:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/token-filters/alphanumeric</loc>
    <lastmod>2026-08-28T13:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/token-filters/ascii-folding</loc>
    <lastmod>2026-08-28T13:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/token-filters/lowercase</loc>
    <lastmod>2026-08-28T13:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/token-filters/overview</loc>
    <lastmod>2026-08-28T13:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/token-filters/stemming</loc>
    <lastmod>2026-08-28T13:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/token-filters/stopwords</loc>
    <lastmod>2026-08-28T13:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/token-filters/token-length</loc>
    <lastmod>2026-08-28T13:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/token-filters/trim</loc>
    <lastmod>2026-08-28T13:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/tokenizers/available-tokenizers/chinese-compatible</loc>
    <lastmod>2026-08-28T13:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/tokenizers/available-tokenizers/edge-ngrams</loc>
    <lastmod>2026-08-28T13:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/tokenizers/available-tokenizers/icu</loc>
    <lastmod>2026-08-28T13:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/tokenizers/available-tokenizers/jieba</loc>
    <lastmod>2026-08-28T13:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/tokenizers/available-tokenizers/lindera</loc>
    <lastmod>2026-08-28T13:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/tokenizers/available-tokenizers/literal-normalized</loc>
    <lastmod>2026-08-28T13:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/tokenizers/available-tokenizers/literal</loc>
    <lastmod>2026-08-28T13:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/tokenizers/available-tokenizers/ngrams</loc>
    <lastmod>2026-08-28T13:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/tokenizers/available-tokenizers/regex</loc>
    <lastmod>2026-08-28T13:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/tokenizers/available-tokenizers/simple</loc>
    <lastmod>2026-08-28T13:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/tokenizers/available-tokenizers/source-code</loc>
    <lastmod>2026-08-28T13:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/tokenizers/available-tokenizers/unicode</loc>
    <lastmod>2026-08-28T13:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/tokenizers/available-tokenizers/whitespace</loc>
    <lastmod>2026-08-28T13:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/tokenizers/multiple-per-field</loc>
    <lastmod>2026-08-28T13:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/tokenizers/overview</loc>
    <lastmod>2026-08-28T13:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/tokenizers/search-tokenizer</loc>
    <lastmod>2026-08-28T13:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/vector/overview</loc>
    <lastmod>2026-08-28T13:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/vector/querying</loc>
    <lastmod>2026-08-28T13:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/documentation/vector/tuning</loc>
    <lastmod>2026-08-28T13:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/snippets/version</loc>
    <lastmod>2026-08-28T13:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/welcome/architecture</loc>
    <lastmod>2026-08-28T13:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/welcome/guarantees</loc>
    <lastmod>2026-08-28T13:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/welcome/introduction</loc>
    <lastmod>2026-08-28T13:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/welcome/limitations</loc>
    <lastmod>2026-08-28T13:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/welcome/roadmap</loc>
    <lastmod>2026-08-28T13:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/docs/welcome/support</loc>
    <lastmod>2026-08-28T13:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/pg_search/README</loc>
    <lastmod>2026-08-28T13:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/pg_search/src/postgres/customscan/joinscan/README</loc>
    <lastmod>2026-08-28T13:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/paradedb/versions/0.25.6/pages/stressgres/README</loc>
    <lastmod>2026-08-28T13:17:07+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/.agents/skills/add-admin-api-endpoint/SKILL</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/.agents/skills/add-admin-api-endpoint/permissions</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/.agents/skills/add-admin-api-endpoint/reference</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/.agents/skills/add-admin-api-endpoint/validation</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/.agents/skills/add-private-feature-flag/SKILL</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/.agents/skills/commit/SKILL</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/.agents/skills/convert-internal-package-to-typescript/SKILL</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/.agents/skills/convert-internal-package-to-typescript/references/history-and-verification</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/.agents/skills/create-database-migration/SKILL</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/.agents/skills/create-database-migration/examples</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/.agents/skills/create-database-migration/rules</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/.agents/skills/format-number/SKILL</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/.agents/skills/migrate-internal-package/SKILL</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/.agents/skills/migrate-internal-package/references/history-and-merge</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/.agents/skills/migrate-internal-package/references/legacy-integration</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/.agents/skills/shade-component-decision/SKILL</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/.agents/skills/shade-dropdown-surface-contract/SKILL</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/.agents/skills/shade-imports/SKILL</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/.agents/skills/shade-input-surface-recipe/SKILL</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/.agents/skills/shade-new-component/SKILL</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/.agents/skills/shade-no-dark-variants/SKILL</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/.agents/skills/shade-page-templates/SKILL</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/.agents/skills/shade-shadcn-install/SKILL</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/.agents/skills/shade-tokens-not-hex/SKILL</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/.agents/skills/shade-use-primitives/SKILL</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/CONTEXT-MAP</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/README</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/apps/admin/README</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/apps/admin/index</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/apps/admin/test-utils/acceptance/README</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/apps/admin/test-utils/analytics/README</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/apps/admin-toolbar/README</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/apps/admin-x-framework/README</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/apps/announcement-bar/README</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/apps/comments-ui/README</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/apps/ember-admin/README</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/apps/ember-admin/app/README</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/apps/ember-admin/app/index</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/apps/portal/CONTEXT</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/apps/portal/README</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/apps/shade/README</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/apps/shade/src/docs/component-contracts</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/apps/shade/src/docs/contributing</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/apps/shade/src/docs/introduction</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/apps/shade/src/docs/layers</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/apps/shade/src/docs/page-types</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/apps/shade/src/docs/patterns-guide</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/winmerge/versions/2.16.58.2/pages/Docs/Developers/Options</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/apps/shade/src/docs/primitives-guide</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/winmerge/versions/2.16.58.2/pages/Docs/Developers/README</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/apps/shade/src/docs/recipes-guide</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/winmerge/versions/2.16.58.2/pages/Docs/Developers/UnitTesting</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/apps/shade/src/docs/tokens</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/winmerge/versions/2.16.58.2/pages/Docs/Developers/readme-developers</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/apps/signup-form/README</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/winmerge/versions/2.16.58.2/pages/Docs/Logos/README</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/apps/signup-form/index</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/apps/signup-form/preview</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/winmerge/versions/2.16.58.2/pages/Docs/Manual/README</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/apps/sodo-search/README</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/winmerge/versions/2.16.58.2/pages/Docs/README</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/configs/eslint/README</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/docker/dev-gateway/README</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/winmerge/versions/2.16.58.2/pages/Docs/Users/ChangeLog</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/docker/ghost-dev/README</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/docs/README</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/docs/codebase/authentication</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/docs/codebase/configuration</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/docs/codebase/database</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/docs/codebase/internal-caching</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/docs/codebase/jobs</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/docs/codebase/monorepo-structure</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/winmerge/versions/2.16.58.2/pages/Docs/Users/ChangeLog-md</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/docs/codebase/post-analytics</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/docs/codebase/runtime-architecture</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/docs/codebase/site-uuid</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/docs/codebase/stripe-flows</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/docs/codebase/theme-compatibility</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/docs/contributing/development-setup</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/docs/contributing/documentation</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/docs/contributing/e2e-testing</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/winmerge/versions/2.16.58.2/pages/Docs/Users/README</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/docs/contributing/performance-testing</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/winmerge/versions/2.16.58.2/pages/Docs/Users/ReleaseNotes</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/docs/contributing/shipping</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/winmerge/versions/2.16.58.2/pages/Docs/Users/ReleaseNotes-md</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/docs/contributing/testing-development-urls</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/docs/contributing/testing-email</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/winmerge/versions/2.16.58.2/pages/Externals/StackWalker/README</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/docs/contributing/testing</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/winmerge/versions/2.16.58.2/pages/Externals/crystaledit/README</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/docs/contributing/translating-ghost</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/docs/contributing/workflow</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/winmerge/versions/2.16.58.2/pages/Externals/googletest/README</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/docs/practices/api-design</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/winmerge/versions/2.16.58.2/pages/Externals/googletest/googletest/include/gtest/internal/custom/README</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/docs/practices/database-migrations</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/winmerge/versions/2.16.58.2/pages/Externals/poco/README</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/docs/practices/error-handling</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/winmerge/versions/2.16.58.2/pages/Externals/poco/doc/Acknowledgements</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/docs/practices/feature-flags</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/winmerge/versions/2.16.58.2/pages/Externals/tree-sitter/README</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/winmerge/versions/2.16.58.2/pages/Externals/tree-sitter/lib/src/unicode/README</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/docs/practices/internationalization</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/winmerge/versions/2.16.58.2/pages/Filters/README</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/docs/reference/node-compatibility</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/winmerge/versions/2.16.58.2/pages/Installer/InnoSetup/README</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/winmerge/versions/2.16.58.2/pages/Installer/WiX/README</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/winmerge/versions/2.16.58.2/pages/Plugins/README</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/e2e/README</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/winmerge/versions/2.16.58.2/pages/Plugins/src_Delphi/README</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/e2e/data-factory/README</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/winmerge/versions/2.16.58.2/pages/Plugins/src_VB/README</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/ghost/core/content/adapters/README</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/winmerge/versions/2.16.58.2/pages/Plugins/src_VCPP/README</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/ghost/core/content/data/README</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/winmerge/versions/2.16.58.2/pages/README</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/ghost/core/content/images/README</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/winmerge/versions/2.16.58.2/pages/ShellExtension/README</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/ghost/core/content/logs/README</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/winmerge/versions/2.16.58.2/pages/Testing/GoogleTest/README</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/ghost/core/content/public/README</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/ghost/core/content/settings/README</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/winmerge/versions/2.16.58.2/pages/Testing/selftests/README</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/ghost/core/core/cli/README</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/winmerge/versions/2.16.58.2/pages/Tools/Scripts/README</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/ghost/core/core/server/adapters/scheduling/README</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/ghost/core/core/server/data/schema/README</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/ghost/core/core/server/data/tinybird/ARCHITECTURE</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/ghost/core/core/server/data/tinybird/README</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/ghost/core/core/server/data/tinybird/endpoints/README</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/ghost/core/core/server/data/tinybird/scripts/README</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/ghost/core/core/server/services/README</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/ghost/core/core/server/services/gift-links/CONTEXT</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/ghost/core/core/server/services/gifts/CONTEXT</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/ghost/core/core/server/services/gifts/README</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/ghost/core/core/server/services/link-redirection/README</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/ghost/core/core/server/services/machine-payments/README</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/ghost/core/core/server/services/mail/templates/invite-user-by-api-key</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/ghost/core/core/server/services/mail/templates/invite-user</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/ghost/core/core/server/services/mail/templates/notification</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/ghost/core/core/server/services/mail/templates/raw/invite-user</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/ghost/core/core/server/services/mail/templates/raw/reset-password</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/ghost/core/core/server/services/mail/templates/raw/test</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/ghost/core/core/server/services/mail/templates/raw/welcome</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/ghost/core/core/server/services/mail/templates/reset-password</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/ghost/core/core/server/services/mail/templates/test</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/ghost/core/core/server/services/mail/templates/welcome</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/ghost/core/core/server/services/member-attribution/README</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/ghost/core/core/server/services/stripe/README</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/ghost/core/core/server/views/maintenance</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/koenig/README</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/koenig/kg-card-factory/README</loc>
    <lastmod>2026-08-28T13:17:09+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/koenig/kg-clean-basic-html/README</loc>
    <lastmod>2026-08-28T13:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/koenig/kg-converters/README</loc>
    <lastmod>2026-08-28T13:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/koenig/kg-default-cards/README</loc>
    <lastmod>2026-08-28T13:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/koenig/kg-default-nodes/README</loc>
    <lastmod>2026-08-28T13:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/koenig/kg-default-transforms/README</loc>
    <lastmod>2026-08-28T13:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/koenig/kg-html-to-lexical/README</loc>
    <lastmod>2026-08-28T13:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/koenig/kg-lexical-html-renderer/README</loc>
    <lastmod>2026-08-28T13:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/koenig/kg-markdown-html-renderer/README</loc>
    <lastmod>2026-08-28T13:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/koenig/kg-simplemde/README</loc>
    <lastmod>2026-08-28T13:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/koenig/kg-unsplash-selector/README</loc>
    <lastmod>2026-08-28T13:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/koenig/kg-utils/README</loc>
    <lastmod>2026-08-28T13:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/koenig/koenig-lexical/README</loc>
    <lastmod>2026-08-28T13:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/packages/README</loc>
    <lastmod>2026-08-28T13:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/packages/_template/README</loc>
    <lastmod>2026-08-28T13:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/packages/adapters/cache-base/README</loc>
    <lastmod>2026-08-28T13:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/packages/adapters/jobs-base/README</loc>
    <lastmod>2026-08-28T13:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/packages/adapters/redirects-base/README</loc>
    <lastmod>2026-08-28T13:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/packages/adapters/route-settings-base/README</loc>
    <lastmod>2026-08-28T13:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/packages/adapters/scheduling-base/README</loc>
    <lastmod>2026-08-28T13:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/packages/adapters/sso-base/README</loc>
    <lastmod>2026-08-28T13:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/packages/adapters/storage-base/README</loc>
    <lastmod>2026-08-28T13:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/packages/admin-api-schema/README</loc>
    <lastmod>2026-08-28T13:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/packages/admin-api-schema/src/schemas/README</loc>
    <lastmod>2026-08-28T13:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/packages/custom-field-types/README</loc>
    <lastmod>2026-08-28T13:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/packages/nql-string/README</loc>
    <lastmod>2026-08-28T13:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/packages/parse-email-address/README</loc>
    <lastmod>2026-08-28T13:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/ghost/versions/6.61.0/pages/scripts/README</loc>
    <lastmod>2026-08-28T13:17:10+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/.agents/agents/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/.agents/agents/android-agent/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/.agents/agents/bare-agent/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/.agents/agents/reidbaker-agent/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/.agents/agents/reidbaker-agent/skills/code-review/SKILL</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/.agents/agents/reidbaker-agent/skills/code-review/references/critique_rules</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/.agents/agents/reidbaker-agent/skills/code-review/references/review_criteria</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/.agents/agents/reidbaker-agent/skills/code-review/references/splitting_reviews</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/.agents/agents/reidbaker-agent/skills/natural-writing/SKILL</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/.agents/rules/dart-editing</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/.agents/skills/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/.agents/skills/analyze-github-flake/SKILL</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/.agents/skills/dart-log-failure-parser/SKILL</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/.agents/skills/find-release/SKILL</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/.agents/skills/flutter-cherry-pick/SKILL</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/.agents/skills/flutter-pr-checks-finder/SKILL</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/.agents/skills/rebuilding-flutter-tool/SKILL</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/.agents/skills/shepherd-prs/SKILL</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/.agents/skills/shepherd-prs/scripts/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/.agents/skills/updating-android-sdk/SKILL</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/.agents/skills/upgrade-browser/SKILL</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/.gemini/styleguide</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/agent-artifacts/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/bin/internal/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/buildtools/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/a11y_assessments/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/a11y_assessments/ios/Runner/Assets.xcassets/LaunchImage.imageset/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/automated_tests/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/automated_tests/flutter_test/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/automated_tests/test_smoke_test/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/bots/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/customer_testing/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/devicelab/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/docs/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/docs/analytics-footer</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/forbidden_from_release_tests/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/integration_tests/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/integration_tests/android_engine_test/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/integration_tests/android_engine_test/lib/hcpp/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/integration_tests/android_hardware_smoke_test/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/integration_tests/android_hardware_smoke_test/test_driver/goldens/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/integration_tests/android_verified_input/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/integration_tests/android_views/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/integration_tests/channels/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/integration_tests/data_asset_app/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/integration_tests/data_asset_package/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/integration_tests/deferred_components_test/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/integration_tests/display_cutout_rotation/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/integration_tests/external_textures/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/integration_tests/flavors/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/integration_tests/flavors/ios/Runner/Assets.xcassets/LaunchImage.imageset/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/integration_tests/flutter_gallery/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/integration_tests/hybrid_android_views/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/integration_tests/ios_add2app_life_cycle/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/integration_tests/ios_add2app_life_cycle/flutterapp/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/integration_tests/ios_add2app_uiscene/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/integration_tests/ios_app_with_extensions/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/integration_tests/ios_app_with_extensions/ios/Runner/Assets.xcassets/LaunchImage.imageset/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/integration_tests/ios_host_app/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/integration_tests/ios_platform_view_tests/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/integration_tests/ios_platform_view_tests/ios/Runner/Assets.xcassets/LaunchImage.imageset/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/integration_tests/ios_platform_view_tests/ios/Runner/drawing_website</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/integration_tests/keyboard_hot_restart/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/integration_tests/link_hook/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/integration_tests/module_host_with_custom_build_v2_embedding/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/integration_tests/new_gallery/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/integration_tests/platform_interaction/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/integration_tests/pure_android_host_apps/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/integration_tests/pure_android_host_apps/android_custom_host_app/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/integration_tests/pure_android_host_apps/android_host_app_v2_embedding/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/integration_tests/pure_android_host_apps/host_app_kotlin_gradle_dsl/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/integration_tests/record_use_test_app/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/integration_tests/record_use_test_app/ios/Runner/Assets.xcassets/LaunchImage.imageset/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/integration_tests/release_smoke_test/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/integration_tests/release_smoke_test/ios/Runner/Assets.xcassets/LaunchImage.imageset/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/integration_tests/spell_check/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/integration_tests/spell_check/ios/Runner/Assets.xcassets/LaunchImage.imageset/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/integration_tests/ui/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/integration_tests/web_e2e_tests/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/integration_tests/wide_gamut_test/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/integration_tests/widget_preview_scaffold/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/integration_tests/widget_preview_scaffold/TESTING_README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/integration_tests/windowing_test/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/integration_tests/windows_startup_test/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/manual_tests/ios/Runner/Assets.xcassets/LaunchImage.imageset/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/packages_autoroller/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/snippets/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/snippets/config/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/snippets/config/skeletons/dartpad-sample</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/snippets/config/skeletons/sample</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/snippets/config/skeletons/snippet</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/tools/android_driver_extensions/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/tools/gen_defaults/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/tools/gen_keycodes/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/tools/gen_keycodes/data/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/tools/vitool/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/dev/tracing_tests/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/docs/Flutter-Self-Service-Index</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/docs/In-case-of-emergency</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/docs/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/docs/about/Flutter%27s-repository-architecture</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/docs/about/Glossary</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/docs/about/Project-teams</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/docs/about/The-Engine-architecture</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/docs/about/The-Framework-architecture</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/docs/about/Values</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/docs/contributing/Android-API-And-Related-Versions</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/docs/contributing/Chat</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/docs/contributing/Contributor-access</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/docs/contributing/Data-driven-Fixes</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/docs/contributing/Design-Documents</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/docs/contributing/Feature-flags</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/docs/contributing/Labeling-PRs</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/docs/contributing/Setting-up-the-Framework-development-environment</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/docs/contributing/Signing-commits</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/docs/contributing/Style-guide-for-Flutter-repo</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/docs/contributing/Tree-hygiene</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/docs/contributing/Using-the-Dart-analyzer</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/docs/contributing/What-should-I-work-on</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/docs/contributing/issue_hygiene/Making-animated-GIFs-of-Flutter-apps</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/docs/contributing/issue_hygiene/Popular-issues</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/docs/contributing/issue_hygiene/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/docs/contributing/testing/Fix-failing-checks</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/docs/contributing/testing/Flutter-Test-Fonts</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/docs/contributing/testing/How-to-write-a-memory-test-for-Flutter</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/code-server/versions/4.135.0/pages/docs/triage</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/docs/contributing/testing/How-to-write-a-render-speed-test-for-Flutter</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/code-server/versions/4.135.0/pages/docs/upgrade</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/code-server/versions/4.135.0/pages/src/browser/pages/error</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/code-server/versions/4.135.0/pages/src/browser/pages/login</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/docs/contributing/testing/Leak-tracking</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/docs/contributing/testing/Running-Flutter-Driver-tests-with-Web</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/docs/contributing/testing/Running-and-writing-tests</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/docs/contributing/testing/Test-Types-Overview</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/docs/contributing/testing/Test-coverage-for-package-flutter</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/docs/contributing/testing/Writing-Effective-Tests</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/docs/contributing/testing/Writing-a-golden-file-test-for-package-flutter</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/docs/contributing/use-reliable-links</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/docs/ecosystem/Package-migration-to-1.0.0</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/docs/ecosystem/Plugins-and-Packages-repository-structure</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/docs/ecosystem/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/docs/ecosystem/contributing/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/docs/ecosystem/contributing/Setting-up-the-Packages-development-environment</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/docs/ecosystem/contributing/Setting-up-the-Plugins-development-environment</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/docs/ecosystem/release/README</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/docs/ecosystem/release/Updating-Packages-repo-for-a-stable-release</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/docs/ecosystem/testing/Plugin-Tests</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/docs/ecosystem/testing/Understanding-Packages-tests</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/docs/engine/Crashes</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/docs/engine/Custom-Flutter-Engine-Embedders</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/docs/engine/Custom-Flutter-Engine-Embedding-in-AOT-Mode</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
  <url>
    <loc>https://contextqmd.com/libraries/flutter/versions/3.47.2/pages/docs/engine/Debugging-the-engine</loc>
    <lastmod>2026-08-28T13:17:13+07:00</lastmod>
  </url>
</urlset>
