{"id":"stephenlacy-mathom","name":"mathom","af_score":30.8,"security_score":53.0,"reliability_score":15.0,"what_it_does":"mathom is a local-first platform to run and monitor MCP (Model Context Protocol) servers, providing a local dashboard, live logs/metrics/status, and OAuth2-based authentication so MCP clients can access servers securely.","best_when":"You want to run MCP servers on your machine (or self-hosted) with OAuth2 authentication and want operational visibility through a UI.","avoid_when":"You need a clearly specified public API contract (OpenAPI/SDK/webhooks) for automation, or you cannot or do not want to manage local services (database/log endpoints) and container setup.","last_evaluated":"2026-03-30T13:37:00.087456+00:00","has_mcp":false,"has_api":false,"auth_methods":["OAuth2 (as described for MCP clients that support OAuth2)"],"has_free_tier":false,"known_gotchas":["README focuses on CLI usage and UI; it does not document programmatic API endpoints, response schemas, or error formats for agent automation.","Configuration references multiple required URLs (BETTER_AUTH_URL, LOG_URL, DATABASE_URL), so local setup is non-trivial for automated agents."],"error_quality":0.0}