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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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12,146 servers. Last updated 2025-12-04 15:11
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  • mcp-server-qdrantofficial

    qdrant
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    This repository is an example of how to create a MCP server for Qdrant, a vector search engine.
    Last updated 4 months ago
    4
    2
    1,093
    Apache 2.0

  • Chroma MCP Serverofficial

    chroma-core
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    A server that provides data retrieval capabilities powered by Chroma embedding database, enabling AI models to create collections over generated data and user inputs, and retrieve that data using vector search, full text search, and metadata filtering.
    Last updated 3 months ago
    13
    432
    Apache 2.0

  • Dumpling AI MCP Serverofficial

    DumplingAI
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    Integrates with Dumpling AI to provide data scraping, content processing, knowledge management, and code execution capabilities through tools for web interactions, document handling, and AI services.
    Last updated 5 months ago
    27
    23
    29
    MIT License

  • Graphlit MCP Serverofficial

    graphlit
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    The Model Context Protocol (MCP) Server enables integration between MCP clients and the Graphlit service. Ingest anything from Slack to Gmail to podcast feeds, in addition to web crawling, into a Graphlit project - and then retrieve relevant contents from the MCP client.
    Last updated 11 days ago
    525
    369
    MIT License
    • Apple

  • Memory MCP

    drdee
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    A Model Context Protocol server that allows users to store, retrieve, update, and delete memories using SQLite storage.
    Last updated 8 months ago
    51
    5
    8
    MIT License

  • Memory Bank MCP

    hoppo-chan
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    A Model Context Protocol plugin that helps AI assistants maintain persistent project context through structured markdown files, providing a systematic approach to tracking project goals, decisions, progress, and patterns.
    Last updated 6 months ago
    3
    29
    18
    MIT License
    • Apple
    • Linux

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