{"slug":"jaechang-hits-matchms-spectral-matching","source_name":"jaechang-hits/matchms-spectral-matching","name":"Jaechang Hits/Matchms Spectral Matching","description":"MS spectral matching and metabolite ID with matchms. Import spectra (mzML, MGF, MSP, JSON), filter/normalize peaks, score similarity (cosine, modified cosine, fingerprint), build reproducible pipelines, identify unknowns vs spectral libraries. Use pyopenms for full LC-MS/MS proteomics.","version":1,"lift":{"pass_rate_delta_pts":36.36,"pass_rate_pct":95.5,"total_cases":22,"passed_cases":21,"tokens_delta_pct":217.7,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-23T23:24:33.721817+00:00"},"skill_score":0.9545,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":36.36,"with_pass_pct":95.5,"without_pass_pct":59.1,"tokens_delta_pct":217.7,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":22,"verdict":"mixed","never_hurt":true,"completed_at":"2026-08-23T23:24:33.721817+00:00","run_id":"a1d4c022-8d64-41c8-94d3-160d7f35250d","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":"c087e5daa691baa98479374d34b8f48c154356032f11607c60f0c83f64a26d72","raw_url":"https://app.decimal.ai/s/jaechang-hits-matchms-spectral-matching/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/jaechang-hits-matchms-spectral-matching"}