{"slug":"xuzhougeng-fair-esm2","source_name":"xuzhougeng/fair-esm2","name":"Xuzhougeng/Fair Esm2","description":"Embed proteins with Meta AI's ESM-2 (`fair-esm` package). Use this skill when: (1) Extracting per-residue or per-sequence embeddings for downstream ML, (2) Masked-LM likelihood / mutation effect scoring, (3) Contact prediction from a sequence.","version":1,"lift":{"pass_rate_delta_pts":36.36,"pass_rate_pct":90.9,"total_cases":22,"passed_cases":20,"tokens_delta_pct":39,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-14T02:46:12.454120+00:00"},"skill_score":null,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":36.36,"with_pass_pct":90.9,"without_pass_pct":54.5,"tokens_delta_pct":39,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":20,"verdict":"mixed","never_hurt":false,"completed_at":"2026-08-14T02:46:12.454120+00:00","run_id":"fceeb1cf-c6f8-40dd-b709-d1206c31d6df","version_number":1,"is_latest_version":true,"gate":null}],"trust":{"skill_safety":"passed","safety_status":"clean","intent_verdict":"safe","content_status":"clean","indexable":true},"license":"Apache-2.0","install_count":0,"manifest_hash":"9cc073588443ff6fb925cb507790a9237f646b77858b15545e84ad0ae19febd8","raw_url":"https://app.decimal.ai/s/xuzhougeng-fair-esm2/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/xuzhougeng-fair-esm2"}