Enables AI coding agents to debug Python projects by running pytest, extracting failure locations, displaying code context around failures, and optionally requesting fix suggestions from Gemini.
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process.env. You'll be asked to provide them before it can run.GEMINI_API_KEY— enable Gemini analysis (optional)GEMINI_MODELMCP_ALLOWED_ROOTS— pytest runs with a timeout + output cap, and file access is restricted to the server root unless explicitly allowlisted via .[](https://m8ven.ai/mcp/shanirap-mcp-server-na3k0f)