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    A lightweight, focused Model Context Protocol (MCP) server exposing SHAP model explainability as agent-callable tools with dual stdio/HTTP transports and a built-in Web GUI.
    6
    MIT
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    Turns existing FastAPI routes and custom Python functions into MCP tools, exposing them over ASGI, SSE, or stdio so desktop and chat AI clients can call them with native dependency-injected auth, progressive tool discovery, and self-correcting error responses. It also serves interactive in-chat HTML/JS widgets and a built-in browser inspector for testing tools without external CLIs.
    MIT