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  • Why this server?

    Provides vector database capabilities through Chroma, enabling semantic document search, metadata filtering, and document management with persistent storage.

    Chroma MCP Server

    privetin
    -
    security
    A
    license
    -
    quality
    A Model Context Protocol server providing vector database capabilities through Chroma, enabling semantic document search, metadata filtering, and document management with persistent storage.
    17
    Python
    MIT License
    • Apple
    • Linux

  • Why this server?

    Automatically indexes markdown, html, and text files in specified directories to a vector store for enhanced context.

    Simple Files Vector Store Server

    lishenxydlgzs
    Verified
    -
    security
    A
    license
    -
    quality
    A very simple vector store that provides capability to watch a list of directories, and automatically index all the markdown, html and text files in the directory to a vector store to enhance context.
    123
    16
    TypeScript
    MIT License

  • Why this server?

    Enables semantic search, image search, and cross-modal search functionalities through integration with Jina AI's neural search capabilities.

    Jina AI MCP Server

    Sheshiyer
    -
    security
    A
    license
    -
    quality
    Enables semantic search, image search, and cross-modal search functionalities through integration with Jina AI's neural search capabilities.
    1
    JavaScript
    MIT License

  • Why this server?

    A high-performance FastAPI server featuring REST, GraphQL, and WebSocket APIs, along with real-time monitoring and vector search capabilities.

    MyAIServ MCP Server

    eagurin
    Verified
    -
    security
    A
    license
    -
    quality
    A high-performance FastAPI server supporting Model Context Protocol (MCP) for seamless integration with Large Language Models, featuring REST, GraphQL, and WebSocket APIs, along with real-time monitoring and vector search capabilities.
    5
    Python
    MIT License

  • Why this server?

    Vectorize MCP server for advanced retrieval, Private Deep Research, Anything-to-Markdown file extraction and text chunking.

    Vectorizeofficial

    vectorize-io
    A
    security
    A
    license
    A
    quality
    Vectorize MCP server for advanced retrieval, Private Deep Research, Anything-to-Markdown file extraction and text chunking.
    3
    15
    17
    JavaScript
    MIT License
    • Apple
    • Linux

  • Why this server?

    Provides semantic search capability over Obsidian vaults and exposes recent notes as resources to Claude through the MCP protocol.

    Obsidian Index MCP Server

    tcsavage
    -
    security
    F
    license
    -
    quality
    Provides semantic search capability over Obsidian vaults and exposes recent notes as resources to Claude through the MCP protocol.
    5
    Python

  • Why this server?

    Provides tools for listing and retrieving content from different knowledge bases using semantic search capabilities.

    Knowledge Base MCP Server

    jeanibarz
    A
    security
    A
    license
    A
    quality
    Provides tools for listing and retrieving content from different knowledge bases using semantic search capabilities.
    2
    6
    TypeScript
    The Unlicense
    • Linux
    • Apple

  • Why this server?

    A comprehensive suite of Model Context Protocol servers designed to extend AI agent Claude's capabilities with integrations for knowledge management, reasoning, advanced search, news access, and workspace tools.

    MTS MCP Server

    CalvinMagezi
    -
    security
    F
    license
    -
    quality
    A comprehensive suite of Model Context Protocol servers designed to extend AI agent Claude's capabilities with integrations for knowledge management, reasoning, advanced search, news access, and workspace tools.
    5
    TypeScript
    • Apple

  • Why this server?

    A Model Context Protocol server that enables Claude Desktop to access and analyze Chinese and global financial market data through the AKShare library.

    AKShare MCP Server

    ttjslbz001
    -
    security
    F
    license
    -
    quality
    A Model Context Protocol server that enables Claude Desktop to access and analyze Chinese and global financial market data through the AKShare library.
    3
    Python
    • Linux
    • Apple

  • Why this server?

    Semantic Scholar API, providing comprehensive access to academic paper data, author information, and citation networks.

    Semantic Scholar MCP Server

    YUZongmin
    Verified
    -
    security
    A
    license
    -
    quality
    Semantic Scholar API, providing comprehensive access to academic paper data, author information, and citation networks.
    22
    Python
    MIT License