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76,904 servers. Updated
20 Best GitHub MCP Servers — compared and ranked, August 2026Ranked from 1,620 matching servers on stars, growth, downloads and maintenance. Updated .

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"A FastAPI server for interacting with the GitHub API for file operations and repository management" matching MCP servers:

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    40-tool colour intelligence API for AI agents. Cultural risk, archive-verified colour naming, palette generation, WCAG accessibility, material physics, ecommerce copy, and image generation briefs. 16,682+ named colours across 43 cultural archives.
    66
    MIT
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    B
    quality
    C
    maintenance
    Provides tools to fetch IIIF manifests and retrieve specific image regions or scaled images for analysis. This server enables detailed interaction with International Image Interoperability Framework resources, supporting tasks like image description and transcription.
    3
    6
    MIT
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    An MCP server that enables AI assistants to search and retrieve anime figure data, collections, lists, and clubs from MyFigureCollection.net, including partner listings and barcode lookup.
    MIT
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    D
    maintenance
    A server that enables AI models to access Kakao Map features (place search, address lookup, route finding) and Daum search services (web, image, blog, cafe) through Model Context Protocol.
    17
    MIT
  • F
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    Remote MCP server for Zi Wei Dou Shu / Tu Vi Dau So astrology tools, exposing read-only tools like get_astrolabe, get_horoscope_decades, etc., designed for Railway deployment and OpenAI ChatGPT developer mode.
  • F
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    quality
    C
    maintenance
    OAuth-protected FastMCP server exposing eight read-only public APIs (currency, weather, art, pets, dictionary, random images, vehicles) via MCP tools, with optional Gemini LLM-based routing for query selection.
  • A
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    A
    quality
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    maintenance
    An oracle for machines that need to think sideways. Feed it a creative problem; it returns something you can't quite explain but can't stop using. Three free consultations.
    1
    1
    Creative Commons Attribution Non Commercial No Derivatives 4.0 International
  • F
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    Not graded
    quality
    D
    maintenance
    A Model-Client-Protocol server that enables users to search the Gallica digital library of the National Library of France and generate structured sequential research reports with formatted citations and relevant images.
    12
  • F
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    maintenance
    Enables searching documents in Gallica, the digital library of the Bibliothèque nationale de France, and generating structured research reports with citations and images.
  • A
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    B
    maintenance
    The MCP server for Divine API's Indian Astrology services, allowing AI assistants to query Vedic astrology data such as Panchang, Kundli, and matchmaking through natural language.
    MIT
  • A
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    Not graded
    quality
    D
    maintenance
    An API that exposes Unsplash image search, listing, and random photo capabilities as MCP tools, enabling AI models like Claude to directly interact with Unsplash's services.
    3
    MIT
  • A
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    A
    quality
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    maintenance
    Enables Korean Saju (Four Pillars of Destiny) calculation and myeongni-hak glossary lookup via MCP, allowing AI clients to compute accurate saju analysis and look up fortune-telling terms.
    4
    44
    MIT
  • A
    license
    A
    quality
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    maintenance
    Searches top design platforms like Dribbble and Behance to provide UI inspiration, color palettes, and layout patterns via the Serper API. It allows users to retrieve visual references, articles, and style guides directly within any MCP-compatible client.
    4
    10
    MIT
  • A
    license
    A
    quality
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    maintenance
    Enables AI assistants to look up tarot card meanings, search cards by keyword, draw random cards, and get yes/no answers for all 78 Rider-Waite-Smith cards with upright and reversed interpretations.
    5
    141
    1
    MIT
  • A
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    quality
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    Enables AI agents to interact with the Hooktheory API for chord progression generation, song analysis, and music theory data retrieval.
    2
    6
    MIT