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116,645 servers. Updated
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
    A
    maintenance
    Security analysis for Python codebases through the guard-core engine: SecurityConfig validation that catches keys pydantic silently drops, docs search over the vendored corpus, live detection probing, and verified setup guidance for Python, Typescript, Rust, PHP and Go adapters.
    9
    103 PyPI
    3
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    C++26 paper reference MCP with lookup_paper, fuzzy search, and compiler_status tools over a 216-paper ISO/IEC 14882:2026 corpus. Backs a Claude Code plugin that biases the model toward final-form C++26 idioms (reflection, contracts, std::execution senders, expansion statements, #embed).
    3
    4
    MIT
  • F
    license
    A
    quality
    C
    maintenance
    Searches Claude Code documentation via BM25 indexing, returning ranked snippets with category filtering. Enables fast, local search over official docs without full-document scans.
    4
    -
  • A
    license
    A
    quality
    C
    maintenance
    Serves bundled local engineering guidance—four instructions, a control Guide and 20 software engineering procedures—over local STDIO so coding agents can discover and read the right procedure for a task. It is read-only and stateless, leaving all project changes and permissions to the consuming agent.
    2
    Apache 2.0
  • A
    license
    A
    quality
    D
    maintenance
    Connects to vibe-code-best-practices.vercel.app to index 817 tools across 185 sections and 10 domains, routes the right tool/Skill for your project need, and can recommend a full stack.
    9
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables MCP-capable clients to search team knowledge, browse an integration catalog, and get sourced product answers through deterministic, offline tools.
    3
    7 npm
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Enables execution and analysis of Pylpex code through an interpreter, supporting code execution, tokenization, variable inspection, and providing language documentation and examples.
    4
    1
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    Provides comprehensive documentation about AWS AgentCore framework to GenAI tools, enabling users to build production-ready AI agents with enterprise-grade security, observability, and scalability. Offers guidance on identity management, API integration, monitoring, code execution, memory storage, and tool integration for AI agents.
    7
    Apache 2.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables document retrieval, code generation, and code review for Minecraft China (NetEase) ModSDK development. It automates the creation of Mod projects, JSON configurations, and Python scripts while ensuring compliance with official development standards.
    97
    GPL 3.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables organizations to centrally manage and distribute Claude Code skills, allowing members to connect and use the latest skill instructions via a single command.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables AI assistants to search and query documentation from multiple sources including Voiceflow and Claude Code, with full-text search, code examples retrieval, and step-by-step tutorials access.
    1
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Serves a lab's manuscript library over the Model Context Protocol, letting clients list works, read text, search paragraphs, browse figures and notes, and record dead ends. Access is filtered by per-person sharing tiers, so each contributor's chosen slice of text, figure previews, assets and notes is what gets exposed.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    MCP server for exploring the ECMAScript specification and its implementation, enabling semantic search of spec sections, JavaScript execution in engine262, and access to a knowledge graph linking spec sections to implementation functions.
    76 npm
    ISC
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI assistants and agents to ask support questions, search knowledge articles, and list available articles from a configured support bot through MCP tools.
    6 npm
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    A local, read-only MCP server that lets coding agents search the complete AAS skill catalog, compose and validate agent-chosen skill stacks, and generate reproducible, reviewable plans without uploading project code.
    6,024 npm
    1
    MIT