alphafold-database

Quick Review

Exceptional skill for accessing AlphaFold's 200M+ protein structures. The description is highly clear and actionable for CLI invocation. Task knowledge is comprehensive with working code examples for retrieval, downloading, confidence analysis, bulk access via GCP, and batch processing. Structure is excellent with logical progression from simple to complex use cases, proper separation of concerns, and clear signposting to the API reference. Novelty is strong—while a CLI agent could technically make API calls, this skill significantly reduces token cost by providing optimized workflows, BioPython integration, confidence metric interpretation guidelines, security considerations, and bulk processing patterns that would require extensive trial-and-error. Minor improvement possible in structure by further condensing core sections, but overall this is a production-ready, highly valuable skill for computational biology workflows.