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91,189 servers. Updated
20 Best GitHub MCP Servers: compared and ranked, September 2026Ranked from 1,676 matching servers on stars, growth, downloads and maintenance. Updated .

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  • A
    license
    Not graded
    quality
    C
    maintenance
    A Windows-optimized server providing universal data analytics for JSON and CSV files through over 32 tools including schema discovery and interactive visualizations. It is specifically designed for seamless integration with Claude Desktop on Windows.
    1
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    AI-powered terrain analysis for any location on Earth. Uses super-resolution and computes environmental risk metrics including erosion, water flow, and a composite Site Intelligence Score.
    3
    MIT
  • A
    license
    A
    quality
    F
    maintenance
    A lightweight MCP server for linear-static structural analysis of bridges and building frames, providing tools to build 3D beam/truss models, analyze with built-in or CalculiX solvers, and export to FreeCAD.
    17
    4
    MIT
  • A
    license
    B
    quality
    B
    maintenance
    MCP server for IG's REST Trading API and Lightstreamer streaming API. Provides tools for accounts, markets, positions, orders, watchlists, sentiment, OTC trades, and streaming price/account/trade/chart data.
    22
    Apache 2.0
  • A
    license
    B
    quality
    C
    maintenance
    Enables querying options chains and estimating gamma exposure for ETFs and liquid underlyings, including proxy gamma calculations and historical gamma snapshots.
    9
    GPL 3.0
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables data analysis and visualization operations such as loading CSV/Excel/JSON files, computing summary statistics, generating charts, and exploring datasets via SSE/HTTP.
    MIT
  • F
    license
    Not graded
    quality
    C
    maintenance
    MCP server for domestic futures analytics, providing tools to fetch OHLCV data, check data quality, analyze market metrics, and generate markdown reports via the Model Context Protocol.
    -
  • F
    license
    Not graded
    quality
    C
    maintenance
    Enables agents to discover available Mu2e analyses and run them on art files, returning parsed physics metrics and job results.
    -
  • F
    license
    Not graded
    quality
    C
    maintenance
    Provides comprehensive statistical analysis tools for industrial data including time series analysis, correlation calculations, stationarity tests, outlier detection, causal analysis, and forecasting capabilities. Enables data quality assessment and statistical modeling through a FastAPI-based MCP architecture.
    7
    -