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Open-Source MCP servers

Production-ready MCP servers that extend AI capabilities through file access, database connections, API integrations, and other contextual services.

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9,443 servers. Last updated -

Matching MCP tools:

Matching MCP servers:

  • pg-mcp

    stuzero
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    PG-MCP is an HTTP server implementation that enables AI systems to interact with PostgreSQL databases via MCP, providing tools for querying, connecting to multiple databases, and exploring schema resources. The system enriches context by extracting table/column description from database catalogs.
    Last updated -
    24
    • Linux
    • Apple

  • MCP Vector Sync

    qtoexdj
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    A multi-tenant service that automatically monitors Supabase database changes, generates OpenAI embeddings, and maintains synchronized vector search capabilities for each tenant's projects.
    Last updated -

  • MCP Memory

    XileForce
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    A MCP Server that gives AI assistants the ability to remember information about users across conversations using vector search technology.
    Last updated -

  • Baidu Vector Database MCP Serverofficial

    baidu
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    A server that provides access to Baidu Cloud Vector Database functionality through the Model Context Protocol, enabling LLM applications to perform vector searches and database operations via natural language.
    Last updated -
    14
    3
    Apache 2.0
    • Apple

  • Local Vector Store MCP Server

    Paddione
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    Enables document search and retrieval using TF-IDF vector similarity across HTML and PDF files. Provides ingest, query, and vector store management capabilities through both HTTP API and MCP stdio interfaces.
    Last updated -

  • Simple Files Vector Store Server

    lishenxydlgzs
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    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.
    Last updated -
    10
    31
    MIT License

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  • DevEnvInfoServer

    carterlasalle
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    An MCP server that provides detailed information about your development environment to the Cursor code editor, enabling more context-aware assistance.
    Last updated -
    5
    MIT License
    • Linux
    • Apple

  • Qdrant MCP Server

    andrewlwn77
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    Provides semantic memory capabilities using Qdrant vector database with configurable embedding providers, allowing storage and retrieval of information using vector similarity.
    Last updated -
    1
    Apache 2.0

  • All-Search MCP Server

    HyunjunJeon
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    security
    F
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    An MCP server that enables web search and document retrieval capabilities through Tavily API and LangConnect vector database, supporting AI agents in gathering information for comprehensive report generation.
    Last updated -
    23

  • System Information MCP Server

    dknell
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    Provides real-time system metrics and information through a Model Context Protocol interface, enabling access to CPU usage, memory statistics, disk information, network status, and running processes.
    Last updated -
    7
    2
    • Apple
    • Linux

  • MCP Registry Server

    jaw9c
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    Enables searching and retrieving detailed information about MCP servers from the official MCP registry. Provides tools to list servers with filtering options and get comprehensive details about specific servers.
    Last updated -
    2

  • Python Codebase Analysis RAG System

    shervinemp
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    An MCP server that analyzes Python codebases using AST, stores code elements in a vector database, and enables natural language queries about code structure and functionality using RAG with Google's Gemini models.
    Last updated -
    5

  • Zendesign MCP Server

    vishnumallela
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    An MCP server that allows Cursor users to fetch real-time information about Zendesign design system components.
    Last updated -
    MIT License
    • Apple
    • Linux

  • steam

    dsp
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    Provide information about the games you played and how long you played them for to an LLM
    Last updated -
    3
    MIT License

  • RAG Information Retriever

    ChandrahaasJ
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    An MCP server that implements Retrieval-Augmented Generation to efficiently retrieve and process important information from various sources, providing accurate and contextually relevant responses.
    Last updated -

  • JR East Delay Information MCP Server

    tinjyuu
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    An MCP server that provides real-time delay information for JR East train lines, accessible via MCP clients like Claude Desktop through the 'getDelays' tool.
    Last updated -
    4
    MIT License

  • Knowledge Graph Memory Server

    AgentWong
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    A persistent memory implementation using a local knowledge graph that lets Claude remember information about users across conversations.
    Last updated -
    6
    MIT License

  • BundlerMCP

    subelsky
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    Enables agents to query information about gems in a Ruby project's Gemfile, including source code and metadata.
    Last updated -
    18
    MIT License

  • MCP Memory

    aiwithbenefits
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    An MCP server that gives AI assistants the ability to remember user information (preferences, behaviors) across conversations using vector search technology.
    Last updated -

  • MCP Server for Qdrant

    Jimmy974
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    A Machine Control Protocol (MCP) server that enables storing and retrieving information from a Qdrant vector database with semantic search capabilities.
    Last updated -
    • Linux
    • Apple

  • Cortex MCPofficial

    cortexapps
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    A Model Context Protocol server that provides natural language access to Cortex API, enabling users to query information about their system's structure and make faster decisions about services, incidents, and team responsibilities.
    Last updated -
    2
    MIT License

  • FirstCycling MCP Server

    r-huijts
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    Provides professional cycling data from FirstCycling, allowing users to retrieve comprehensive information about cyclists, race results, historical cycling data, and team information through natural language queries.
    Last updated -
    18
    14
    MIT License
    • Apple

  • MCP Memory

    d0kwon
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    F
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    MCP server that gives MCP clients (like Cursor, Claude, Windsurf) the ability to remember user information across conversations using vector search technology.
    Last updated -

  • MCP Memory

    Puliczek
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    security
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    A server that gives MCP clients (Cursor, Claude, Windsurf, etc.) the ability to remember user information across conversations using vector search technology.
    Last updated -
    76

  • MCP Memory Server

    sdimitrov
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    security
    F
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    Implements long-term memory capabilities for AI assistants using PostgreSQL with pgvector for efficient vector similarity search, enabling semantic retrieval of stored information.
    Last updated -
    43
    • Apple
    • Linux

  • MCP Memory

    redaphid
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    security
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    An MCP server that enables clients like Cursor, Claude, and Windsurf to remember user information and preferences across conversations using vector search technology.
    Last updated -

  • MCP Memory

    georgetso
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    security
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    An MCP server that gives AI assistants (like Cursor, Claude, Windsurf) the ability to remember user information across conversations using vector search technology.
    Last updated -