{"id":"lorenzosaraiva-mcpforge","name":"mcpforge","homepage":null,"repo_url":"https://github.com/lorenzosaraiva/mcpforge","category":"devtools","subcategories":[],"tags":["mcp","openapi","cli","code-generation","agents","tooling","ai-automation"],"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.","use_cases":["Turn an OpenAPI spec into an MCP server with a curated, smaller tool surface for LLM agents","Create task/workflow tools that wrap multiple upstream API calls deterministically","Detect upstream spec drift (diff/update) and validate generated MCP tool registrations (test)","Bootstrap agent-ready integrations when you have OpenAPI or public docs URLs"],"not_for":["Directly acting as an API gateway to call upstream services without generating an MCP server first","Cases requiring fine-grained, vendor-specific auth flows beyond generated scaffolding","Environments where you cannot or do not want to use LLMs (Claude) for optimization/curation or docs inference"],"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.","alternatives":["OpenAPI-to-MCP generators that wrap endpoints 1:1 without AI curation","Hand-authored MCP servers for critical workflows","Frameworks that generate agent tools directly from OpenAPI with custom prompt/tool selection logic"],"af_score":54.5,"security_score":45.2,"reliability_score":36.2,"package_type":"mcp_server","discovery_source":["github"],"priority":"high","status":"evaluated","version_evaluated":null,"last_evaluated":"2026-03-30T15:36:11.525607+00:00","interface":{"has_rest_api":false,"has_graphql":false,"has_grpc":false,"has_mcp_server":true,"mcp_server_url":null,"has_sdk":false,"sdk_languages":[],"openapi_spec_url":null,"webhooks":false},"auth":{"methods":["Anthropic API key for --optimize (required by README)","Generated server includes auth scaffolding (details not specified in README)"],"oauth":false,"scopes":false,"notes":"README only specifies ANTHROPIC_API_KEY for the optimization step. Authentication for the generated MCP server is scaffolded, but specific mechanisms/scopes are not described here."},"pricing":{"model":null,"free_tier_exists":false,"free_tier_limits":null,"paid_tiers":[],"requires_credit_card":false,"estimated_workload_costs":null,"notes":"No pricing information found in provided content."},"requirements":{"requires_signup":false,"requires_credit_card":false,"domain_verification":false,"data_residency":[],"compliance":[],"min_contract":null},"agent_readiness":{"af_score":54.5,"security_score":45.2,"reliability_score":36.2,"mcp_server_quality":86.0,"documentation_accuracy":70.0,"error_message_quality":0.0,"error_message_notes":null,"auth_complexity":70.0,"rate_limit_clarity":0.0,"tls_enforcement":60.0,"auth_strength":45.0,"scope_granularity":20.0,"dependency_hygiene":40.0,"secret_handling":60.0,"security_notes":"The README indicates auth scaffolding in generated servers and requires an ANTHROPIC_API_KEY for AI curation, but provides no detail on auth mechanisms, scope granularity, secret handling, or whether HTTPS/TLS is enforced by the generated server. Security posture beyond these high-level points is unclear from provided content.","uptime_documented":0.0,"version_stability":50.0,"breaking_changes_history":50.0,"error_recovery":45.0,"idempotency_support":"true","idempotency_notes":"The toolset supports deterministic workflow execution and provides config-driven regeneration (generate) plus update/diff flows; explicit idempotency guarantees for upstream writes are not stated, but regeneration itself appears stable via stored config/IR.","pagination_style":"none","retry_guidance_documented":false,"known_agent_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."]}}