{"slug":"xuzhougeng-proteinmpnn","source_name":"xuzhougeng/proteinmpnn","name":"Xuzhougeng/Proteinmpnn","description":"Inverse-fold a protein backbone (PDB structure) into amino-acid sequence with ProteinMPNN (Dauparas et al. 2022, github.com/dauparas/ProteinMPNN). Reach for this skill to run sequence design on RFdiffusion backbones, to redesign one chain of a PDB while holding interface residues fixed, or to generate a temperature-swept set of sequences for downstream folding.","version":1,"lift":{"pass_rate_delta_pts":22.73,"pass_rate_pct":100,"total_cases":22,"passed_cases":22,"tokens_delta_pct":17.3,"turns_delta_pct":0,"verdict":"pass","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-14T03:06:16.505453+00:00"},"skill_score":1,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":22.73,"with_pass_pct":100,"without_pass_pct":77.3,"tokens_delta_pct":17.3,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":22,"verdict":"pass","never_hurt":true,"completed_at":"2026-08-14T03:06:16.505453+00:00","run_id":"e021f592-0fc2-414b-b881-28e546eab73b","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":"5b9450d47f264e30b20234b897d629ea4feef7a2a9d56c2b2d66eb4b1a804302","raw_url":"https://app.decimal.ai/s/xuzhougeng-proteinmpnn/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/xuzhougeng-proteinmpnn"}