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93,454 servers. Updated
20 Best GitHub MCP Servers: compared and ranked, October 2026Ranked from 1,731 matching servers on stars, growth, downloads and maintenance. Updated .

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    Enables LLMs to profile and analyze tabular data files (CSV, Parquet, Excel, JSON) by extracting schema, statistics, data quality issues, and dtype suggestions, returning structured JSON.
    7
    45 PyPI
    2
    MIT
  • A
    license
    A
    quality
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    maintenance
    Startup engineering acceleration signals for VC investors. Tracks commit velocity, contributor growth, and repo expansion across 20 sectors via public GitHub data. No API key required.
    8
    90 npm
    6
    MIT
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    quality
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    MCP server to query UK higher-education open data including National Student Survey results, student outcomes, and graduate earnings. Data is downloaded locally from official sources and compared against benchmarks.
    5
    MIT
  • A
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    quality
    D
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    Provides AI assistants with access to real-time space weather data and forecasts from NOAA's Space Weather Prediction Center, enabling queries and interpretations of geomagnetic storms, solar flares, and related indices.
    7
    1
    MIT
  • A
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    MCP server for Quant Data, providing measured market statistics for index futures and equities, including day-type probabilities, Weis volume-price waves, options max pain, and dealer gamma exposure. Includes free keyless access and emphasizes honest reporting of model limitations.
    5
    1
    MIT
  • F
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    Privacy-safe synthetic financial data for Latin American fintech, exposed to AI agents as an MCP Tool through the hosted Apify MCP Server. Supports Streamable HTTP, OAuth/API-token authentication, and generates synthetic users, savings goals and transactions without PII.
    2
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    Enables agents to compute cross-verified natal charts, verify ascendants from other tools, and inspect historical timezone data, while refusing to return unverifiable results.
    4
    122 npm
    2
    MIT
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    The only MCP server providing structured Chinese fashion supply chain intelligence for AI platforms. No equivalent data source exists in the MCP ecosystem. Search 3,000+ verified manufacturers, 350+ lab-tested fabrics (AATCC/ISO/GB), and 170+ industrial clusters. Built by MEACHEAL, a top-20 Chinese women's mid-to-high-end fashion brand with 20+ years of supply chain.
    19
    15 npm
    2
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  • A
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    Provides local academic literature search and writing support by querying OpenAlex, arXiv, and Crossref, downloading open-access PDFs, extracting IMRaD sections, and appending BibTeX references.
    4
    2
    MIT
  • A
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    Aggregates tech and AI signals from HackerNews, arXiv, Lobste.rs, and GitHub into a structured briefing. No authentication required.
    8
    39 PyPI
    MIT
  • A
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    quality
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    For AI agents and humans: Discover researchers, publications, datasets, and code repositories across a federated network of researcher digital twins. Compute S-Index impact metrics combining citation data from Semantic Scholar and Google Scholar with code and dataset quality scores from GitHub and Figshare.
    8
    1
    MIT
  • A
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    quality
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    maintenance
    MCP server pulling academic publications (arXiv, PubMed, HF Daily Papers), trending code (GitHub, HF Hub), and medical-device regulatory data (FDA 510(k), recalls) into newspaper-style briefings. Per-category round-robin, weighted configuration, sandbox-safe Python launcher.
    16
    5
    MIT
  • A
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    quality
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    maintenance
    An MCP server that lets an LLM query a DuckDB warehouse of EuroLeague and EuroCup basketball data in natural language, offering tools for player and team stats, shot charts, boxscores, and fantasy draft analysis without contacting upstream APIs.
    13
    1
    MIT