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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
    license
    B
    quality
    A
    maintenance
    Eleven local stdio MCP servers exposing a reproducible EPA SWMM stormwater-modelling workflow: model building, simulation with run manifests and continuity checks, calibration, GIS/QGIS, design storms and climate scenarios, uncertainty analysis, plotting, and modelling memory.
    4
    98 PyPI
    30
    MIT
  • F
    license
    Not graded
    quality
    B
    maintenance
    Enables natural-language queries about sales metrics, returning interactive charts inline in chat via MCP Apps with a markdown fallback for unsupported hosts.
    -
  • F
    license
    A
    quality
    C
    maintenance
    An MCP server that lets Claude or ChatGPT read, create, and edit mind maps stored in a GitHub repository, with support for local and HTTP transport.
    8
    -
  • A
    license
    A
    quality
    C
    maintenance
    A comprehensive MCP server that provides intelligent access to the HoloViz ecosystem, enabling AI assistants to help you build interactive dashboards and data visualizations with Panel, hvPlot, Lumen, Datashader, and your favorite Python libraries.
    20
    70 PyPI
    34
    BSD 3-Clause
  • A
    license
    A
    quality
    A
    maintenance
    QuestDB MCP server connects coding agents to a running QuestDB Web Console. The agent gets tools to create notebook cells, run queries, and build charts.
    36
    72 npm
    3
    Apache 2.0
  • A
    license
    A
    quality
    C
    maintenance
    Enables an AI assistant to explore BigQuery datasets, run read-only queries and create views, then build and refine dashboards in the Looker Studio editor — charts, text, shapes, themes and exact layouts — verifying the result with screenshots. Write actions are gated behind explicit configuration, dry-run and audit logging.
    11
    1
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Exposes read-only account-health tools for scores, trends, claims checks, risks, pipeline, and next actions, with audience-scoped output for internal or customer views.
    6
    MIT
  • A
    license
    B
    quality
    B
    maintenance
    Enables coding agents to turn finished sessions into Strava-style achievement cards with distance, elevation, effort, badges, and personal records, plus profile, activity feed, season recap, and leaderboard tools—all measured from session transcripts rather than self-reported.
    7
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables MCP-compatible agents to render privacy-first, deterministic Chart.js charts locally as PNG, SVG, PDF, or JSON, with configurable Sotheby's-inspired editorial themes per session.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI assistants to generate and render individual and composite Human Design charts, explore authorized chart and library data, and manage account usage and Website Builder projects with secure OAuth and entitlement filtering.
    1
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Exposes tools and resources for human-supervised geological modelling from borehole data, including validation, 3D implicit model construction with GemPy, and uncertainty analysis, with a deterministic audit trail.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    An MCP server for interacting with Microsoft PowerBI REST API, providing tools for data cleaning, transformation, analysis, and visualization within PowerBI.
    4
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    An MCP server that generates and manages nifdi diagrams as SVG files, bundled with skills that teach models in depth, placement grammar, and build workflow through natural language.
    Apache 2.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables local AI assistants to inspect Windows disk usage with treemap and folder X-ray views, retrieve cleanup previews, and receive application removal guidance, while exposing only non-destructive commands through MCP.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    A virtual statistician MCP server that provides real statistical methods—design of experiments, hypothesis testing, regression, SPC, MSA—via tested Python libraries, with plain-language interpretations and plotted outputs.
    1
    MIT
  • A
    license
    Not graded
    quality
    F
    maintenance
    Enables connecting to any SQL database, exploring schemas, running queries, and visualizing results with interactive charts from Claude Desktop.
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables slicing 3MF projects with a local Bambu Studio installation and exploring the resulting toolpaths, layers, print times, and filament usage in an interactive 3D viewer inside ChatGPT.
    AGPL 3.0