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fastmcp-me

Agent Knowledge MCP

by fastmcp-me

Related Servers

Alternatives to Agent Knowledge MCP

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    • F
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      Enables LLM agents to search and retrieve a hybrid knowledge base of manuals, videos, PDFs, DOCX files and images through tools for hybrid BM25-plus-vector search with facet and tag filters, full document retrieval, semantically similar document lookup, and timestamped video transcript segments. It ships with an in-memory backend for instant local use and an identical Elasticsearch backend for production deployment over stdio or authenticated HTTP.
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    • A
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      Enables AI assistants to search and retrieve information from your knowledge base using RAG (Retrieval-Augmented Generation) with hybrid search, document indexing, and ChromaDB vector storage.
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    • A
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      Enables AI assistants to crawl, index, and retrieve information from technical documentation using semantic search, with optional knowledge graph validation for code hallucination detection.
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    TDQS

    B3.3/5.0

    Scored across 27 tools

    Disambiguation4/5

    Most tools have distinct purposes, e.g., user advice vs. system management. However, 'ask_mcp_advice' and 'ask_user_advice' could be confused, and 'create_document_template' and 'validate_document_schema' both deal with document structure, causing mild ambiguity.

    Naming Consistency3/5

    Names mostly use snake_case and start with a verb (e.g., create_index, delete_document), but some start with a noun (e.g., server_status, elasticsearch_status). This inconsistency can confuse an agent looking for a pattern.

    Tool Count3/5

    With 27 tools, the server covers many operations but feels slightly heavy. While each tool has a specific role, the count is borderline for an MCP server, potentially overwhelming for an agent.

    Completeness4/5

    The tool set covers most essential operations for managing an Elasticsearch knowledge base: index, document, configuration, and server management. A minor gap is the lack of an explicit update document tool beyond indexing, but overall it is comprehensive.

    Maintenance

    ActivityInactive
    ResponsivenessNo issues