{"slug":"k-dense-ai-matplotlib","source_name":"k-dense-ai/matplotlib","name":"K Dense AI/Matplotlib","description":"Low-level plotting library for full customization. Use when you need fine-grained control over every plot element, creating novel plot types, or integrating with specific scientific workflows. Export to PNG/PDF/SVG for publication. For quick statistical plots use seaborn; for interactive plots use plotly; for publication-ready multi-panel figures with journal styling, use scientific-visualization.","version":1,"lift":{"pass_rate_delta_pts":9.09,"pass_rate_pct":95.5,"total_cases":22,"passed_cases":21,"tokens_delta_pct":174.5,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-09T06:56:42.232047+00:00"},"skill_score":null,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":9.09,"with_pass_pct":95.5,"without_pass_pct":86.4,"tokens_delta_pct":174.5,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":22,"verdict":"mixed","never_hurt":true,"completed_at":"2026-08-09T06:56:42.232047+00:00","run_id":"5ae6c1c3-524c-4a6a-8b1b-8acd2fff9ebd","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":"https://github.com/matplotlib/matplotlib/tree/main/LICENSE","install_count":0,"manifest_hash":"cd52f78fd4a4cc9591c054714de7caf48a5ce73cc54b962357b9cac8ad28fed8","raw_url":"https://app.decimal.ai/s/k-dense-ai-matplotlib/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/k-dense-ai-matplotlib"}