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20 Best Code Execution MCP Servers: compared and ranked, November 2026Ranked from 1,332 matching servers on stars, growth, downloads and maintenance. Updated .

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  • A
    license
    A
    quality
    B
    maintenance
    Connects AI coding agents to Microsoft Flight Simulator via SimConnect, enabling full read/write access to SimVars, L-vars, events, calculator code execution, and embedded documentation for add-on development.
    32
    33 PyPI
    2
    AGPL 3.0
  • A
    license
    A
    quality
    C
    maintenance
    Enables managing services on OpenWrt, ImmortalWrt, and systemd-based routers via SSH, with read-only service listing, status, and log queries, plus write operations (start/stop/restart) requiring confirmationional confirmation and an optional shell execution capability.
    8
    1
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Enables running reproducible AVL 3.52 aerodynamic analyses through MCP, with input validation, isolated execution, sweeps, background jobs, and structured results including solver files.
    14
    GPL 2.0
  • A
    license
    A
    quality
    B
    maintenance
    Enables an LLM to read S1000D BREX data modules and check data modules against them, reporting allowed elements, values, SNS code meanings, and permitted illustration formats. Also returns each rule violation with its XPath location, actual value, rule ID, and severity, following the BREX reference chain layer by layer.
    5
    1,178 npm
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables natural language analysis of ArduPilot flight logs (.bin files) via AI chat apps like Claude Desktop, Cursor, and VS Code, providing explanations and answering questions about flight issues.
    12
    359 PyPI
    4
    AGPL 3.0
  • A
    license
    A
    quality
    B
    maintenance
    Model Context Protocol server for pyCycle/OpenMDAO engine-cycle workflows, enabling lifecycle management, variable inspection, execution, sweeps, and integration with CPACS aircraft analysis pipelines.
    10
    9 PyPI
    2
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables interaction with SU2 CFD solver for session lifecycle management, config editing, solver execution, and results inspection, with optional CPACS integration for aircraft analysis.
    6
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables autonomous satellite agents to communicate and coordinate for orbital operations such as collision avoidance, maneuver planning, and mission execution.
    1,927 npm
    MIT