Individual skill

matplotlib

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.

visualization/matplotlib/SKILL.md

Source commit 9a4b2db21fc4b217136ae4a0e6faad42d179ca03

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Matches the observed repository HEAD

Yes

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Yes

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No

Observed behavior

Network or broad shell

Last checked

Nov 11, 2026

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