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.

skills/matplotlib/SKILL.md

Source commit b1f9b6e3306f8d870e23b2023057bf730090036f

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Yes

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Yes

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No

Observed behavior

Network or broad shell

Last checked

Nov 9, 2026

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