{"id":"lorenzosaraiva-mcpforge","name":"mcpforge","af_score":54.5,"security_score":45.2,"reliability_score":36.2,"what_it_does":"CLI tool that generates MCP servers from OpenAPI specs or scraped API docs. It can optimize/curate endpoint toolsets for agent use, generate deterministic workflow-oriented tools, and includes diff/update and smoke-testing for generated servers.","best_when":"You have a stable (or trackable) OpenAPI spec and want an MCP server whose tool list is curated and workflow-oriented for agent reliability.","avoid_when":"You need a stable production workflow without any AI-assisted curation (optimization/docs inference) or when you cannot access upstream specs/docs for init/update/diff.","last_evaluated":"2026-03-30T15:36:11.525607+00:00","has_mcp":true,"has_api":false,"auth_methods":["Anthropic API key for --optimize (required by README)","Generated server includes auth scaffolding (details not specified in README)"],"has_free_tier":false,"known_gotchas":["Generated workflow tools depend on upstream operations; upstream changes may break workflows until you run update/diff.","Optimization uses Claude; if ANTHROPIC_API_KEY is missing, optimization is skipped and tool quality/size may differ.","Spec parsing/scraping from docs pages may produce an inferred API shape that can be less accurate than a provided OpenAPI spec.","Smoke tests use minimal inputs and treat structured handler errors as pass in dry-run mode; real-world usage may still require more robust input validation."],"error_quality":0.0}