{"slug":"bio-metagenomics-visualization","source_name":"bio-metagenomics-visualization","name":"Bio Metagenomics Visualization","description":"Visualize metagenomic profiles using R (phyloseq, microbiome) and Python (matplotlib, seaborn). Create stacked bar plots, heatmaps, PCA plots, and diversity analyses. Use when creating publication-quality figures from MetaPhlAn, Bracken, or other taxonomic profiling output.","version":1,"lift":{"pass_rate_delta_pts":45.45,"pass_rate_pct":50,"total_cases":22,"passed_cases":11,"tokens_delta_pct":71.2,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-07-24T08:18:52.572581+00:00"},"skill_score":0.5,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":45.45,"with_pass_pct":50,"without_pass_pct":4.5,"tokens_delta_pct":71.2,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":22,"verdict":"mixed","never_hurt":true,"completed_at":"2026-07-24T08:18:52.572581+00:00","run_id":"9c33ee44-4873-4174-a3ea-dd4a614a4035","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":null,"install_count":0,"manifest_hash":"0d1dbd48dc8c2780c50626a5b14729cd72d010eb55fd8f6de5fdf90e9ca9c8a4","raw_url":"https://app.decimal.ai/s/bio-metagenomics-visualization/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/bio-metagenomics-visualization"}