{"id":"mlzoo-mcp-forge","name":"mcp_forge","af_score":47.2,"security_score":28.8,"reliability_score":31.2,"what_it_does":"mcp_forge is a Python framework for building Model Context Protocol (MCP) servers by leveraging FastAPI and FastAPI-MCP to automatically expose FastAPI endpoints as MCP tools, with an emphasis on service-layer abstraction and dependency injection.","best_when":"You already have (or plan to have) a FastAPI service and want a repeatable pattern to expose selected operations as MCP tools.","avoid_when":"You need a fully specified production security posture (auth, authorization, throttling) out of the box, or you require strong operational guarantees like documented SLAs and robust retry/idempotency semantics.","last_evaluated":"2026-03-30T13:37:48.196397+00:00","has_mcp":true,"has_api":true,"auth_methods":[],"has_free_tier":false,"known_gotchas":["Auth, rate limiting, and structured error contracts are not documented in the provided README—agents should not assume robust API safety/limits.","Tool inclusion is manual via include_operations; omitting operation_id/include_operations may result in missing tools in the MCP server.","operation_id naming matters for MCP tool names; relying on defaults may produce awkward names."],"error_quality":0.0}