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  • F
    license
    Not graded
    quality
    B
    maintenance
    Provides a persistent Jupyter kernel for executing code, inspecting variables and dataframes, and checking SQL query plans, enabling agents to work with stateful Python sessions.
    -
  • A
    license
    A
    quality
    C
    maintenance
    Connects to an existing IPython kernel for persistent Python code execution, preserving variables and state across calls. It enables AI agents and clients to share a live kernel for interactive coding, execution, kernel status checks, and interrupts.
    4
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables AI assistants to perform controlled Linux system administration tasks like reading logs, managing services, cron jobs, WordPress, and executing sandboxed Python code, with strict security constraints.
    29
    2
    GPL 2.0
  • A
    license
    B
    quality
    B
    maintenance
    An MCP server that connects directly to a Jupyter kernel via ZMQ, enabling AI assistants to read, create, edit, execute, and manage Jupyter Notebooks as MCP tools.
    9
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    An MCP server that connects to existing IPython kernels, allowing Claude to execute code in a shared persistent environment with your IDE.
    2
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    Enables AI agents to execute Jupyter notebook cells with persistent kernel state, output persistence, and structured JSON control surface.
    2
    -
  • A
    license
    Not graded
    quality
    C
    maintenance
    Connects Claude Code to local Jupyter kernels for code execution, kernel management, and notebook execution, with security gating and output capture.
    PolyForm Noncommercial 1.0.0
  • A
    license
    B
    quality
    A
    maintenance
    An MCP server that lets AI models run code in 31 languages, evaluate symbolic math and logic problems, and measure complexity—exposed as 48 tools for execution, session management, translation, optimization, and more.
    52
    3
    Apache 2.0
  • A
    license
    A
    quality
    D
    maintenance
    An MCP server that manages an IPython kernel, allowing LLMs to execute Python code in a project's virtual environment.
    8
    1
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI assistants to read, edit, and execute Jupyter notebook files (.ipynb) with live kernel output, without requiring JupyterLab.
    17
    MIT
  • F
    license
    A
    quality
    B
    maintenance
    Data-visualization MCP server for ROOT Workspace. It enables creating and iterating on charts (Vega-Lite, Python plots) with a persistent kernel and vision loop.
    8
    -
  • 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