Enables turning any Python function into an auto-registered MCP tool and serving them over a FastMCP server with auto-discovery, optional auth, and request context.
Enables MCP tool calls with strict schema validation and stdio isolation, while providing a security gateway for tool-level authorization, streaming PII redaction, and model failover routing.
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.