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116,585 servers. Updated
20 Best GitHub MCP Servers: compared and ranked, November 2026Ranked from 2,153 matching servers on stars, growth, downloads and maintenance. Updated .

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  • A
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    An MCP server for rendering common ECharts visualizations from structured tool arguments, exposing per-chart opener tools that map to independent HTML app resources.
    18
    6 npm
    2
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables building dashboard widgets from natural-language instructions, returning a declarative UI spec for a Vue renderer. Supports chart-type selection via heuristics with LLM fallback for ambiguous cases.
    MIT
  • A
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    Not graded
    quality
    A
    maintenance
    Enables AI assistants and other MCP clients to inspect code_aster MED results read-only, including reading values, rendering images, creating journal figures, and opening the interactive viewer, without running simulations or modifying files.
    MIT
  • A
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    Not graded
    quality
    C
    maintenance
    Enables AI agents to perform Black-Litterman portfolio optimization with investor views, backtesting, and asset analysis, generating dashboards for visualization.
    57 PyPI
    MIT
  • F
    license
    Not graded
    quality
    C
    maintenance
    Enables AI assistants to drive a live TradingView chart in Chrome, turning natural-language trading ideas into compiled Pine Script indicators, adding them to charts, and reading back results. It also supports chart navigation, indicator management, screenshots, and strategy tester backtest results.
    96
    -
  • F
    license
    Not graded
    quality
    C
    maintenance
    Enables AI assistants to control a logged-in TradingView chart in Chrome, including writing and compiling Pine Script indicators, adding them to charts, changing symbols and timeframes, capturing screenshots, and retrieving strategy tester results.
    -
  • A
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    A
    quality
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    maintenance
    Renders OHLCV data as candlestick chart PNGs and returns inline images. It is a pure renderer with no network access, allowing models to view charts generated from provided data.
    1
    MIT
  • A
    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
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables MCP clients to teach on a view-only local browser chalkboard by drawing equations, plots, molecules, diagrams, and science illustrations step by step, with snapshots and saved lessons.
    7
    386 npm
    1
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables Claude Desktop to view and interact with the currently open QGIS project, including layers, styling, selections, Processing algorithms, attribute editing, and geocoding, all running locally.
    10
    GPL 2.0
  • F
    license
    A
    quality
    C
    maintenance
    Enables real-time stock analysis across US, Indian NSE, and BSE tickers through Yahoo Finance, with tools for prices, history, financials, peer comparison, technical indicators, sector overviews, and interactive dashboards.
    7
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  • A
    license
    A
    quality
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    maintenance
    An unofficial MCP server that provides 17 tools for Yandex/Google rank tracking via the Topvisor API v2, enabling project management, keyword import, asynchronous position checks, and retrieval of history and SERP snapshots.
    17
    28 npm
    1
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI agents to browse and filter experiment runs, retrieve metrics, logs, tables, and artifacts, plot comparisons as PNG images, and download full-fidelity training history for local analysis against a self-hosted Open Train server. It also provides diagnostic tooling that surfaces metric evidence and investigation leads without asserting causality.
    16
    MIT
  • F
    license
    A
    quality
    D
    maintenance
    A lightweight MCP server for managing personal finances locally. It allows users to log transactions, view summaries, manage categories, and interact with their budget via any MCP-compatible LLM client.
    12
    -
  • A
    license
    A
    quality
    B
    maintenance
    Lets an MCP client read PX4 SITL .ulg logs and answer why a flight failed or underperformed — failsafes, arming reasons, estimator validity versus simulator ground truth, and how late PX4 followed offboard velocity setpoints. It also lists, searches, scans and plots topics, messages and parameters across logs, replacing hand-written pyulog scripts.
    12
    MIT
  • F
    license
    B
    quality
    C
    maintenance
    Publishes a spending-summary tool alongside an interactive HTML view, letting people click a category in the answer to fetch the individual expense records behind that total. Keeps calculations and their supporting evidence together in a single inspectable flow.
    2
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  • F
    license
    B
    quality
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    maintenance
    Exposes Google Ads and Meta Marketing performance data, campaign settings, and change history to Claude (Cowork) for live daily-dashboard workflows.
    3
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  • A
    license
    B
    quality
    B
    maintenance
    Enables users to create, validate, view, and export system stock-and-flow maps from a versioned JSON model through MCP-capable hosts over local stdio or hosted Streamable HTTP. Supports causal-loop and nested-level mapping while keeping submitted model content with the caller and requiring no LLM provider key.
    5
    15 npm
    GPL 3.0
  • 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
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    Not graded
    quality
    B
    maintenance
    Enables MCP clients holding a control key to create, update, publish, and unpublish dashboards and their charts, plus read-only access to dashboards, view stats, and audit logs. Published dashboards are viewable through public links in a minimal web UI, where viewers can request tweaks that the agent applies via these tools.
    1
    MIT
  • A
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    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