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88,617 servers. Updated
20 Best Jira MCP Servers: compared and ranked, September 2026Ranked from 539 matching servers on stars, growth, downloads and maintenance. Updated .

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  • A
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    maintenance
    A production-ready foundation template for building Model Context Protocol (MCP) servers with FastAPI, featuring modular tools, comprehensive testing, and OpenShift deployment configurations. Includes automated transformation scripts to create custom domain-specific MCP servers.
    65
    Apache 2.0
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    license
    A
    quality
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    maintenance
    Ephemeral MicroVM-isolated code execution for AI agents. Run Python, Node, or bash — fresh hardware-isolated VM per call, hard-purged after. No state persists between calls.
    1
    33 npm
    MIT
  • A
    license
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    quality
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    A code-execution MCP server for Klaviyo and Shopify analytics, enabling safe JavaScript execution in a V8 sandbox with state persistence across calls.
    3
    28 npm
    MIT
  • A
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    quality
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    Enables AI agents to interact with Jupyter notebooks via MCP tools for querying, modifying, executing, and setting up notebooks, with state preservation and real-time collaboration.
    4
    45
    Apache 2.0
  • A
    license
    A
    quality
    A
    maintenance
    Enables serving a directory of Agent Skills to MCP clients, listing available skills, delivering their instructions and bundled files, and running only the scripts each skill explicitly declares under strict execution limits.
    4
    244 npm
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI assistants to execute Julia code efficiently with persistent sessions, avoiding startup costs and maintaining state across calls.
    3
    86
    MIT
  • A
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    quality
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    maintenance
    Enables AI agents to run persistent Node.js REPL sessions that preserve state across evaluations, supporting top-level await, module loading, and per-session npm package installation.
    6
    1
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Enables interactive Python execution with a persistent IPython kernel through MCP, retaining namespace state and providing structured output logs for agent and tool integrations.
    8
    Apache 2.0
  • A
    license
    A
    quality
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    maintenance
    A demonstration server that reveals security risks by accessing sensitive environment variables, illustrating how MCP tools can potentially leak user data without explicit consent.
    1
    8
    MIT
  • A
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    A
    quality
    B
    maintenance
    Enables AI assistants to interact with running games in real time — introspecting game state, simulating keyboard and mouse input to actually play, capturing screenshots, executing Lua code, hot-reloading files, and receiving push notifications when state changes.
    8
    MIT
  • A
    license
    A
    quality
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    maintenance
    MCP server for debugging Brainfuck programs. It provides tools to load code, step through execution, run programs, and inspect state.
    6
    24 npm
    CC BY-SA 4.0
  • A
    license
    A
    quality
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    maintenance
    Enables LLM clients to run GAUSS code against a real GAUSS installation, with persistent workspace state and full-precision data exchange.
    9
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Enables AI agents to interact with the Baltamatica scientific computing kernel, executing code, managing variables, and running scripts while preserving workspace state across calls.
    6
    5
    MIT
  • F
    license
    A
    quality
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    maintenance
    Enables adding and editing cells in local Jupyter Notebooks, and executing individual cells on the notebook's specified kernel, with state persisted across cells.
    6
    -
  • A
    license
    A
    quality
    F
    maintenance
    Enables AI models to dynamically create and execute their own custom tools through a meta-function architecture, supporting JavaScript, Python, and Shell runtimes with sandboxed security and human approval flows.
    5
    10
    MIT
  • F
    license
    A
    quality
    Not graded
    maintenance
    Bridges Claude Desktop, Claude Code CLI, and Claude Code for VS Code, enabling developers to plan in Desktop, save specs to project directories, and invoke Claude Code CLI with seamless state sharing across interfaces.
    4
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  • F
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    quality
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    maintenance
    A starter template for building custom MCP servers that can integrate with Claude Desktop, Cursor, and other AI assistants. Provides example tools, TypeScript support, and automated publishing workflows to help developers create their own AI assistant integrations.
    7
    4 npm
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