matplotlib
matplotlib is a Scientific data analysis & plotting skill for AI agents, published by K-Dense-AI in the claude-scientific-skills repository on GitHub. Skillspace rates matplotlib C (72/100) and it passed the safety scan; a judge model has also reviewed it.
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.
- Grade
- C
- Quality
- 72 / 100
- Safety
- Passed
- GitHub stars
- 44,723
Placed #6 of 6 in the judged category final for Scientific data analysis & plotting.
This rating describes the version of the repository we crawled; it may have changed since, so go by its current files.
Our review
- Architecture
- 96 / 100
- Maturity
- Basic: a single SKILL.md
- Security scan
- No issues found
- License
- Not declared. Check the repository before reusing it.
Judge review
Placed #6 of 6 in the judged category final for Scientific data analysis & plotting.
- Trigger
78 78 - Instructions
55 55 - Specificity
75 75 - Safety
88 88 - Disclosure
35 35 - Maintenance
30 30
Good disambiguation from sibling plotting skills in the description, but the body is an unstructured wall of generic matplotlib tutorial code with no references split, tests, or workflow guidance.
Not checked yet
- Category is a classifier prediction; no model has read this skill yet
- No blind task eval yet
- Scope (portable / vendor / repo-internal) not assessed; only the top of each category is read for scope
- Sibling files (scripts, references) not fetched; security scan covers SKILL.md only
Also published in 1 other repo
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