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20 Best GitHub MCP Servers: compared and ranked, October 2026Ranked from 1,788 matching servers on stars, growth, downloads and maintenance. Updated .

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  • F
    license
    Not graded
    quality
    C
    maintenance
    Enables natural-language analysis of GitHub repositories by exposing repository metadata, source code retrieval, search, and file reading as MCP tools, with answers grounded in the actual repository content.
    -
  • A
    license
    Not graded
    quality
    B
    maintenance
    Provides access to government development, geography and land information data through a FastMCP interface, including data on new building plans processed by the Building Authority.
    1
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    MCP server that provides a citation-first memory layer for AI agents, enabling verified search across Git-backed repositories and optional conversation memory. It exposes tools for doctor, sync, search, get, init, and ingest, returning JSON results with verified citations or abstain status.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI agents to search, read, and traverse a local knowledge base of Markdown files using full-text search and relationship graph, reducing token usage.
    MIT
  • F
    license
    Not graded
    quality
    C
    maintenance
    Enables querying a personal GitHub repository of solved LeetCode problems via natural language, including topic-based search and live retrieval of solution code with difficulty and tags.
    1
    -
  • A
    license
    A
    quality
    B
    maintenance
    A typed FastMCP server that wraps Tavily's web research API, providing tools for search, extract, map, crawl, and research workflows via MCP with prompts and resources.
    8
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI assistants to discover, retrieve, and compare official international development indicators from sources such as the World Bank, FAOSTAT, WHO, UNICEF, and IMF, while preserving source identifiers, units, and citations.
    10
    2
    MIT
  • A
    license
    C
    quality
    D
    maintenance
    Provides an MCP server that tracks open loops (pending decisions or replies) across email, agent sessions, and other channels, enabling agents to query what is waiting on whom.
    14
    MIT