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    • A
      license
      Not graded
      quality
      C
      maintenance
      A modular RAG framework exposing MCP tools for hybrid document search, enabling AI assistants to query private knowledge bases with multimodal support and full observability.
      MIT
    • A
      license
      Not graded
      quality
      C
      maintenance
      A modular RAG framework exposing knowledge retrieval tools via MCP, enabling AI assistants to perform hybrid search, reranking, and multimodal document queries with full observability and evaluation.
      MIT
    • F
      license
      Not graded
      quality
      B
      maintenance
      Enables enterprise knowledge search through a chat interface, comparing traditional RAG with MCP-driven retrieval using hybrid BM25 and dense vector search, Ollama-powered answer generation, and question routing to domain-specific retrieval tools.
    • F
      license
      Not graded
      quality
      B
      maintenance
      MCP server for a modular RAG system that enables natural language question answering over enterprise documents with intent-aware routing, adaptive retrieval, and citation-backed responses.
    • A
      license
      Not graded
      quality
      C
      maintenance
      MCP server for hybrid documentation search (keyword + vector) and RAG chat, enabling natural language queries with cited answers from indexed repositories.
      MIT

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