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  <url>
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  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/embedders/overview</loc>
    <lastmod>2026-06-02T06:45:00.867Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/embedders/qdrant-fastembed</loc>
    <lastmod>2026-06-02T06:45:00.869Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/embedders/sentence-transformer-embedder</loc>
    <lastmod>2026-06-02T06:45:00.865Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/embedders/together-embedder</loc>
    <lastmod>2026-06-02T06:45:00.866Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/embedders/vllm-embedder-local</loc>
    <lastmod>2026-06-02T06:45:00.871Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/embedders/vllm-embedder-remote</loc>
    <lastmod>2026-06-02T06:45:00.910Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/embedders/voyageai-embedder</loc>
    <lastmod>2026-06-02T06:45:00.905Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/filters/agentic-filtering</loc>
    <lastmod>2026-06-02T06:45:00.907Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/filters/agentic-filtering-with-output-schema</loc>
    <lastmod>2026-06-02T06:45:00.902Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/filters/async-agentic-filtering</loc>
    <lastmod>2026-06-02T06:45:00.906Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/filters/async-filtering</loc>
    <lastmod>2026-06-02T06:45:00.909Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/filters/filtering</loc>
    <lastmod>2026-06-02T06:45:00.951Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/filters/filtering-on-load</loc>
    <lastmod>2026-06-02T06:45:00.903Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/filters/filtering-with-conditions-on-agent</loc>
    <lastmod>2026-06-02T06:45:00.909Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/filters/filtering-with-conditions-on-team</loc>
    <lastmod>2026-06-02T06:45:00.904Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/filters/filtering-with-invalid-keys</loc>
    <lastmod>2026-06-02T06:45:00.903Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/filters/vector-dbs/filtering-chroma-db</loc>
    <lastmod>2026-06-02T06:45:00.945Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/filters/vector-dbs/filtering-lance-db</loc>
    <lastmod>2026-06-02T06:45:00.943Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/filters/vector-dbs/filtering-milvus</loc>
    <lastmod>2026-06-02T06:45:00.950Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/filters/vector-dbs/filtering-mongo-db</loc>
    <lastmod>2026-06-02T06:45:00.940Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/filters/vector-dbs/filtering-pgvector</loc>
    <lastmod>2026-06-02T06:45:00.948Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/filters/vector-dbs/filtering-pinecone</loc>
    <lastmod>2026-06-02T06:45:00.942Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/filters/vector-dbs/filtering-qdrant-db</loc>
    <lastmod>2026-06-02T06:45:00.941Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/filters/vector-dbs/filtering-surrealdb</loc>
    <lastmod>2026-06-02T06:45:00.944Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/filters/vector-dbs/filtering-weaviate</loc>
    <lastmod>2026-06-02T06:45:01.000Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/filters/vector-dbs/overview</loc>
    <lastmod>2026-06-02T06:45:00.995Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/os/multiple-knowledge-instances</loc>
    <lastmod>2026-06-02T06:45:00.991Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/os/overview</loc>
    <lastmod>2026-06-02T06:45:00.994Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/overview</loc>
    <lastmod>2026-06-02T06:45:01.001Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/protocol/file-system</loc>
    <lastmod>2026-06-02T06:45:00.993Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/protocol/overview</loc>
    <lastmod>2026-06-02T06:45:00.996Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/quickstart/batching</loc>
    <lastmod>2026-06-02T06:45:01.002Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/quickstart/from-gcs</loc>
    <lastmod>2026-06-02T06:45:01.033Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/quickstart/from-multiple</loc>
    <lastmod>2026-06-02T06:45:01.037Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/quickstart/from-path</loc>
    <lastmod>2026-06-02T06:45:01.039Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/quickstart/from-s3</loc>
    <lastmod>2026-06-02T06:45:01.022Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/quickstart/from-topic</loc>
    <lastmod>2026-06-02T06:45:01.023Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/quickstart/from-url</loc>
    <lastmod>2026-06-02T06:45:01.038Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/quickstart/from-youtube</loc>
    <lastmod>2026-06-02T06:45:01.035Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/quickstart/include-exclude-files</loc>
    <lastmod>2026-06-02T06:45:01.035Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/quickstart/isolate-vector-search</loc>
    <lastmod>2026-06-02T06:45:01.038Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/quickstart/knowledge-instructions</loc>
    <lastmod>2026-06-02T06:45:01.024Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/quickstart/overview</loc>
    <lastmod>2026-06-02T06:45:01.081Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/quickstart/remove-content</loc>
    <lastmod>2026-06-02T06:45:01.079Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/quickstart/remove-vectors</loc>
    <lastmod>2026-06-02T06:45:01.062Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/quickstart/skip-if-exists</loc>
    <lastmod>2026-06-02T06:45:01.080Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/quickstart/skip-if-exists-contentsdb</loc>
    <lastmod>2026-06-02T06:45:01.063Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/quickstart/specify-reader</loc>
    <lastmod>2026-06-02T06:45:01.061Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/quickstart/text-content</loc>
    <lastmod>2026-06-02T06:45:01.060Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/readers/arxiv-reader</loc>
    <lastmod>2026-06-02T06:45:01.079Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/readers/arxiv-reader-async</loc>
    <lastmod>2026-06-02T06:45:01.060Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/readers/csv-field-labeled-reader</loc>
    <lastmod>2026-06-02T06:45:01.064Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/readers/csv-reader</loc>
    <lastmod>2026-06-02T06:45:01.106Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/readers/csv-reader-async</loc>
    <lastmod>2026-06-02T06:45:01.108Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/readers/csv-reader-custom-encodings</loc>
    <lastmod>2026-06-02T06:45:01.104Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/readers/csv-reader-url-async</loc>
    <lastmod>2026-06-02T06:45:01.101Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/readers/doc-kb-async</loc>
    <lastmod>2026-06-02T06:45:01.105Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/readers/docling-multi-formats</loc>
    <lastmod>2026-06-02T06:45:01.107Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/readers/docling-reader</loc>
    <lastmod>2026-06-02T06:45:01.102Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/readers/docling-reader-async</loc>
    <lastmod>2026-06-02T06:45:01.107Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/readers/docling-reader-url</loc>
    <lastmod>2026-06-02T06:45:01.102Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/readers/excel-legacy-xls</loc>
    <lastmod>2026-06-02T06:45:01.103Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/readers/excel-reader</loc>
    <lastmod>2026-06-02T06:45:01.136Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/readers/firecrawl-reader</loc>
    <lastmod>2026-06-02T06:45:01.135Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/readers/json-reader</loc>
    <lastmod>2026-06-02T06:45:01.129Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/readers/markdown-reader-async</loc>
    <lastmod>2026-06-02T06:45:01.135Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/readers/md-reader-async</loc>
    <lastmod>2026-06-02T06:45:01.133Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/readers/overview</loc>
    <lastmod>2026-06-02T06:45:01.134Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/readers/pdf-reader-async</loc>
    <lastmod>2026-06-02T06:45:01.132Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/readers/pdf-reader-password</loc>
    <lastmod>2026-06-02T06:45:01.131Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/readers/pdf-reader-url-password</loc>
    <lastmod>2026-06-02T06:45:01.130Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/readers/pptx-reader</loc>
    <lastmod>2026-06-02T06:45:01.170Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/readers/pptx-reader-async</loc>
    <lastmod>2026-06-02T06:45:01.129Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/readers/tavily-reader</loc>
    <lastmod>2026-06-02T06:45:01.171Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/readers/tavily-reader-async</loc>
    <lastmod>2026-06-02T06:45:01.168Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/readers/web-reader</loc>
    <lastmod>2026-06-02T06:45:01.170Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/readers/web-search-reader</loc>
    <lastmod>2026-06-02T06:45:01.165Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/readers/web-search-reader-async</loc>
    <lastmod>2026-06-02T06:45:01.164Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/readers/website-reader</loc>
    <lastmod>2026-06-02T06:45:01.168Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/search-type/hybrid-search</loc>
    <lastmod>2026-06-02T06:45:01.166Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/search-type/keyword-search</loc>
    <lastmod>2026-06-02T06:45:01.172Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/search-type/overview</loc>
    <lastmod>2026-06-02T06:45:01.167Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/search-type/vector-search</loc>
    <lastmod>2026-06-02T06:45:01.201Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/vector-db/cassandra-db/cassandra-db</loc>
    <lastmod>2026-06-02T06:45:01.206Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/vector-db/chroma-db/chroma-db</loc>
    <lastmod>2026-06-02T06:45:01.202Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/vector-db/chroma-db/chroma-db-hybrid-search</loc>
    <lastmod>2026-06-02T06:45:01.203Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/vector-db/clickhouse-db/clickhouse</loc>
    <lastmod>2026-06-02T06:45:01.200Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/vector-db/couchbase-db/couchbase-db</loc>
    <lastmod>2026-06-02T06:45:01.206Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/vector-db/lance-db/lance-db</loc>
    <lastmod>2026-06-02T06:45:01.231Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/vector-db/lance-db/lance-db-cloud</loc>
    <lastmod>2026-06-02T06:45:01.243Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/vector-db/lance-db/lance-db-hybrid-search</loc>
    <lastmod>2026-06-02T06:45:01.227Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/vector-db/lance-db/lance-db-with-mistral-embedder</loc>
    <lastmod>2026-06-02T06:45:01.245Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/vector-db/langchain/langchain-db</loc>
    <lastmod>2026-06-02T06:45:01.230Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/vector-db/lightrag/lightrag</loc>
    <lastmod>2026-06-02T06:45:01.245Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/vector-db/llamaindex-db/llamaindex-db</loc>
    <lastmod>2026-06-02T06:45:01.231Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/vector-db/milvus-db/milvus-db</loc>
    <lastmod>2026-06-02T06:45:01.273Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/vector-db/milvus-db/milvus-db-hybrid-search</loc>
    <lastmod>2026-06-02T06:45:01.272Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/vector-db/milvus-db/milvus-db-range-search</loc>
    <lastmod>2026-06-02T06:45:01.273Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/vector-db/mongo-db/cosmos-mongodb-vcore</loc>
    <lastmod>2026-06-02T06:45:01.266Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/vector-db/mongo-db/mongo-db</loc>
    <lastmod>2026-06-02T06:45:01.267Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/vector-db/mongo-db/mongo-db-hybrid-search</loc>
    <lastmod>2026-06-02T06:45:01.269Z</lastmod>
  </url>

  <url>
    <loc>https://agno-v2-agentos-knowledge.mintlify.app/examples/knowledge/vector-db/pgvector/pgvector-db</loc>
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