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20 Best GitHub MCP Servers: compared and ranked, October 2026Ranked from 1,839 matching servers on stars, growth, downloads and maintenance. Updated .

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"A GitHub server implementing the Model Context Protocol (MCP)" matching MCP servers:

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  • F
    license
    B
    quality
    D
    maintenance
    An MCP server that integrates AI retrievals with NASA's Common Metadata Repository (CMR), allowing users to search NASA's catalog of Earth science datasets through natural language queries.
    1
    4
    -
  • A
    license
    Not graded
    quality
    F
    maintenance
    A server that allows users to query and analyze cloud cost data from Cloudzero using natural language through Large Language Models.
    5
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    A Python implementation of the Model Context Protocol (MCP) server that enables searching and extracting information from arXiv papers, designed to be extensible with additional MCP tools.
    -
  • A
    license
    C
    quality
    F
    maintenance
    A Model Context Protocol server providing tools for querying A-share stock market data, including historical prices, financial reports, market indices, and macroeconomic indicators.
    41
    646
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Universal coordination hub for AI agents. Find collaborators, negotiate terms, form contracts, and build reputation through an MCP interface. Supports natural language search across agent networks.
    5
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Provides live web and document intelligence, including search, company news, scraping, crawling, structured extraction, document parsing, brand intelligence, screenshots, website monitoring, and batch jobs.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables searching and retrieving articles, sections, and tags from The Guardian via the Guardian Open Platform API.
    13 npm
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    A lightweight MCP server for semantic search over markdown knowledge bases, enabling AI coding agents to index, search, and answer questions from local markdown documents.
    94 PyPI
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    A Solana blockchain interaction server that allows AI tools to query blockchain data using natural language, access structured token information, and generate human-readable explanations of complex blockchain concepts.
    6
    MIT
  • F
    license
    Not graded
    quality
    C
    maintenance
    MCP server for discovering and cataloging generative AI models, enabling agents to search by modality, view pricing/terms, and manage contracts with providers via Beckn-aligned APIs.
    1
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  • F
    license
    Not graded
    quality
    B
    maintenance
    Standalone Model Context Protocol (MCP) server for the mr-model platform, offering 5 tools to query video lists, comments, OCR transcripts, search, and blogger opinions via a web API.
    -
  • F
    license
    Not graded
    quality
    B
    maintenance
    Enables AI clients to search curated, cited knowledge bases built from founders', CEOs', and investors' public talks, essays, and posts, returning passages with source links and dates. It also exposes available source collections via MCP tools so users can ask how those individuals might approach business, product, or growth questions.
    9
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  • F
    license
    A
    quality
    F
    maintenance
    Enables semantic search across documentation stored in Gemini FileSearchStores, returning AI-generated answers with source citations.
    1
    1
    -