{"id":"yanshengjia-ml-road","name":"ml-road","af_score":15.0,"security_score":17.5,"reliability_score":15.0,"what_it_does":"ml-road is a GitHub repository that curates educational resources (courses, books, and links) related to machine learning and agentic AI. It primarily serves as a reading/training roadmap rather than providing an executable ML library or an API service.","best_when":"You want a centralized list of learning resources and references to guide self-directed study.","avoid_when":"You need a software component with programmatic interfaces (REST/SDK) or operational guarantees (uptime, retries, etc.).","last_evaluated":"2026-03-29T14:59:33.968938+00:00","has_mcp":false,"has_api":false,"auth_methods":[],"has_free_tier":false,"known_gotchas":["Not an API or SDK; an agent cannot call it to perform actions—only manual browsing/reading is possible.","Many links are external and may change or disappear; robustness depends on third-party sites.","Repo includes a disclaimer about educational/commercial use, so downstream compliance should be considered."],"error_quality":0.0}