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  • Meilisearch MCP Server

    OrionPotter
    A
    license
    B
    quality
    Not graded
    maintenance
    Enables AI assistants to interact with Meilisearch through a standardized interface, supporting index and document management, search capabilities, settings configuration, task monitoring, and experimental vector search.
    68

  • MCP Memory Service -

    bobmatnyc
    A
    license
    Not graded
    quality
    D
    maintenance
    A cloud-based vector memory service that provides AI assistants with persistent storage, semantic search, and entity management via the Model Context Protocol. It features multi-tenant isolation and bidirectional synchronization with macOS and Google contacts and calendars.
    63
    1
    MIT

  • minirag

    mck-s
    A
    license
    Not graded
    quality
    C
    maintenance
    MCP server for a self-hosted RAG system that enables AI tools to search and retrieve grounded answers from locally ingested documents via MCP tools, with local embeddings and no API key required.
    MIT

  • Super-Memory-TS

    Veedubin
    A
    license
    Not graded
    quality
    C
    maintenance
    Local-first semantic memory server with project indexing for AI assistants. It enables AI assistants to store, retrieve, and search memories and project code using embeddings and vector search.
    71
    MIT

  • FS-MCP Server

    boleyn
    A
    license
    Not graded
    quality
    D
    maintenance
    A Model Context Protocol server that provides intelligent file reading and semantic search capabilities across multiple document formats with security-first access controls.
    7
    MIT

  • maxkb-knowledge-mcp

    North-CS
    F
    license
    Not graded
    quality
    C
    maintenance
    Enables querying MaxKB knowledge bases through MCP, supporting vector, hybrid, and full-text retrieval of relevant segments, as well as listing knowledge bases, documents, and workspaces.

  • py-mcp-qdrant-rag

    amornpan
    F
    license
    Not graded
    quality
    D
    maintenance
    Enables semantic search and retrieval-augmented generation (RAG) using Qdrant vector database. Supports indexing documents from URLs and local directories, with flexible embedding options using Ollama or OpenAI.
    2

  • Crawl4AI RAG MCP Server

    Rob-P-Smith
    F
    license
    Not graded
    quality
    D
    maintenance
    Enables AI assistants to crawl websites, extract and store web content with semantic search capabilities using vector embeddings, and retrieve information through natural language queries with tag-based filtering and intelligent content cleaning.

  • cheq-tickets

    GalDaich
    A
    license
    A
    quality
    C
    maintenance
    Enables semantic search and analysis of customer support tickets. Provides tools to search tickets, analyze the dataset, and retrieve individual tickets using natural language.
    3
    MIT

  • XMemo

    yonro
    A
    license
    A
    quality
    A
    maintenance
    XMemo is a secure, user-owned memory substrate and context engine for AI agents, CLIs, IDEs, and LLM workspaces. Exposed over Streamable HTTP MCP, it empowers agents with cross-session memory, task continuity, and personalized context. Key Features: * Personalized Context: Stores and recalls developer preferences, project guidelines, and coding patterns via semantic vector search. * Agent Daily Me
    4
    28
    155
    12
    MIT

  • PDP MCP Server

    VibeCoding4-JC
    A
    license
    C
    quality
    D
    maintenance
    An MCP server that provides RAG-powered Q\&A regarding Indonesia's Law No. 27 of 2022 on Personal Data Protection (UU PDP). It enables users to search for specific articles, legal definitions, data subject rights, and regulatory sanctions through Pinecone and OpenAI.
    2
    MIT