matplotlib is a skill in K-Dense-AI/scientific-agent-skills, last changed 1 Oct 2026. It can run shell commands, name web addresses, bundle scripts and pre-approve tools — read the findings before installing.
Creates and customizes scientific plots with Matplotlib. Used for fine-grained control over plot elements, novel plot types, and 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.
At a glance
What it can touch
How much a skill can do, not whether it is risky.
Pattern check
1 item to review
Broad tools pre-approved in allowed-tools
R34 · High · SKILL.md:4Commit a25cf9e · 3 Nov 2026
How the check worksPattern check:1 item to reviewSee it
Install
Each tab says whether it installs commit a25cf9e, the one we checked, or the latest version.
OpenCode also looks in .agents/skills/ and ~/.agents/skills/, so use the Any agent steps.
Goose also looks in .agents/skills/ and ~/.agents/skills/, so use the Any agent steps.
Windsurf (Devin Desktop) also looks in .agents/skills/ and ~/.agents/skills/, so use the Any agent steps.
Zed also looks in .agents/skills/ and ~/.agents/skills/, so use the Any agent steps.
Roo Code also looks in .agents/skills/ and ~/.agents/skills/, so use the Any agent steps.
Factory Droid also looks in .agents/skills/ and ~/.agents/skills/, so use the Any agent steps.
Junie also looks in .agents/skills/ and ~/.agents/skills/, so use the Any agent steps.
Amp also looks in .agents/skills/ and ~/.agents/skills/, so use the Any agent steps.
No install command here reaches Kiro. Copy the skill's folder into .kiro/skills/ in your project, or ~/.kiro/skills/ for all your projects. K-Dense-AI/scientific-agent-skills/skills/matplotlib (opens in a new tab)
Antigravity also looks in .agents/skills/, so the Any agent steps reach it with This project. For All projects, see where Antigravity looks.
Cline also looks in .claude/skills/, so the Claude Code steps reach it with This project. For All projects, see where Cline looks.
Read this before installing: Broad tools pre-approved in allowed-tools — SKILL.md:4
Claude Code
Pinned to commit a25cf9e, the one we checked.
From your project's root folder:
tmp="$(mktemp -d)" &&git clone -q --depth 1 --filter=blob:none --no-checkout https://github.com/K-Dense-AI/scientific-agent-skills.git "$tmp" &&git -C "$tmp" fetch -q --depth 1 origin a25cf9ec00e2745d03f8704acf6f6919694ccd9a &&git -C "$tmp" sparse-checkout set -- skills/matplotlib &&git -C "$tmp" checkout -q a25cf9ec00e2745d03f8704acf6f6919694ccd9a &&mkdir -p .claude/skills &&mkdir .claude/skills/matplotlib &&cp -R "$tmp"/skills/matplotlib/. .claude/skills/matplotlib/ &&rm -rf "$tmp"If Claude Code was already running and this created the skills folder, run /reload-skills.
Claude apps
Pinned to commit a25cf9e, the one we checked.
Skills in the Claude apps belong to your account rather than to a project.
Make matplotlib.zip, with the skill folder at the top level:
tmp="$(mktemp -d)" &&git clone -q --depth 1 --filter=blob:none --no-checkout https://github.com/K-Dense-AI/scientific-agent-skills.git "$tmp" &&git -C "$tmp" fetch -q --depth 1 origin a25cf9ec00e2745d03f8704acf6f6919694ccd9a &&git -C "$tmp" sparse-checkout set -- skills/matplotlib &&git -C "$tmp" checkout -q a25cf9ec00e2745d03f8704acf6f6919694ccd9a &&out="$(mktemp -d)" &&cp -R "$tmp"/skills/matplotlib "$out"/matplotlib &&(cd "$out" && zip -qr - matplotlib) > matplotlib.zip &&rm -rf "$tmp" "$out"In Claude, open Customize > Skills, select +, then + Create skill > Upload a skill, and choose matplotlib.zip.
On Free, Pro and Max plans, turn on Code execution and file creation (Create and edit files in newer settings) under Settings > Capabilities.
Codex
Pinned to commit a25cf9e, the one we checked.
From your project's root folder:
tmp="$(mktemp -d)" &&git clone -q --depth 1 --filter=blob:none --no-checkout https://github.com/K-Dense-AI/scientific-agent-skills.git "$tmp" &&git -C "$tmp" fetch -q --depth 1 origin a25cf9ec00e2745d03f8704acf6f6919694ccd9a &&git -C "$tmp" sparse-checkout set -- skills/matplotlib &&git -C "$tmp" checkout -q a25cf9ec00e2745d03f8704acf6f6919694ccd9a &&mkdir -p .agents/skills &&mkdir .agents/skills/matplotlib &&cp -R "$tmp"/skills/matplotlib/. .agents/skills/matplotlib/ &&rm -rf "$tmp"Codex picks up new skills on its own; restart it if this one does not appear.
Cursor
Pinned to commit a25cf9e, the one we checked.
From your project's root folder:
tmp="$(mktemp -d)" &&git clone -q --depth 1 --filter=blob:none --no-checkout https://github.com/K-Dense-AI/scientific-agent-skills.git "$tmp" &&git -C "$tmp" fetch -q --depth 1 origin a25cf9ec00e2745d03f8704acf6f6919694ccd9a &&git -C "$tmp" sparse-checkout set -- skills/matplotlib &&git -C "$tmp" checkout -q a25cf9ec00e2745d03f8704acf6f6919694ccd9a &&mkdir -p .cursor/skills &&mkdir .cursor/skills/matplotlib &&cp -R "$tmp"/skills/matplotlib/. .cursor/skills/matplotlib/ &&rm -rf "$tmp"Copilot & VS Code
Pinned to commit a25cf9e, the one we checked.
From your project's root folder:
tmp="$(mktemp -d)" &&git clone -q --depth 1 --filter=blob:none --no-checkout https://github.com/K-Dense-AI/scientific-agent-skills.git "$tmp" &&git -C "$tmp" fetch -q --depth 1 origin a25cf9ec00e2745d03f8704acf6f6919694ccd9a &&git -C "$tmp" sparse-checkout set -- skills/matplotlib &&git -C "$tmp" checkout -q a25cf9ec00e2745d03f8704acf6f6919694ccd9a &&mkdir -p .github/skills &&mkdir .github/skills/matplotlib &&cp -R "$tmp"/skills/matplotlib/. .github/skills/matplotlib/ &&rm -rf "$tmp"In a running Copilot CLI session, run /skills reload.
Or install it with gh skill, which also installs the commit we checked. Needs GitHub CLI 2.90 or later.
gh skill install K-Dense-AI/scientific-agent-skills skills/matplotlib/SKILL.md@a25cf9ec00e2745d03f8704acf6f6919694ccd9a --agent github-copilot --scope projectGemini CLI
Pinned to commit a25cf9e, the one we checked.
From your project's root folder:
tmp="$(mktemp -d)" &&git clone -q --depth 1 --filter=blob:none --no-checkout https://github.com/K-Dense-AI/scientific-agent-skills.git "$tmp" &&git -C "$tmp" fetch -q --depth 1 origin a25cf9ec00e2745d03f8704acf6f6919694ccd9a &&git -C "$tmp" sparse-checkout set -- skills/matplotlib &&git -C "$tmp" checkout -q a25cf9ec00e2745d03f8704acf6f6919694ccd9a &&mkdir -p .gemini/skills &&mkdir .gemini/skills/matplotlib &&cp -R "$tmp"/skills/matplotlib/. .gemini/skills/matplotlib/ &&rm -rf "$tmp"In a running session, run /skills reload.
Or use Gemini CLI’s own installer. Installs the latest version, not the one we checked.
gemini skills install https://github.com/K-Dense-AI/scientific-agent-skills.git --path skills/matplotlib --scope workspaceAny agent
Pinned to commit a25cf9e, the one we checked.
OpenCode, Goose, Windsurf (Devin Desktop), Zed, Roo Code, Factory Droid, Junie, Amp and Antigravity read .agents/skills in a project.
From your project's root folder:
tmp="$(mktemp -d)" &&git clone -q --depth 1 --filter=blob:none --no-checkout https://github.com/K-Dense-AI/scientific-agent-skills.git "$tmp" &&git -C "$tmp" fetch -q --depth 1 origin a25cf9ec00e2745d03f8704acf6f6919694ccd9a &&git -C "$tmp" sparse-checkout set -- skills/matplotlib &&git -C "$tmp" checkout -q a25cf9ec00e2745d03f8704acf6f6919694ccd9a &&mkdir -p .agents/skills &&mkdir .agents/skills/matplotlib &&cp -R "$tmp"/skills/matplotlib/. .agents/skills/matplotlib/ &&rm -rf "$tmp"Or use the skills CLI from skills.sh. Installs the latest version, not the one we checked. The skills CLI reports installs to skills.sh unless you set DISABLE_TELEMETRY=1.
npx skills@1.7.4 add K-Dense-AI/scientific-agent-skills --skill matplotlibWhat it can touch
From the files and frontmatter at commit a25cf9e. This is how much a skill can do, not whether it is risky.
Pattern check
Pattern check: 1 item to review · commit a25cf9e · 3 Nov 2026
We checked every text file in this skill, at commit a25cf9e on 3 Nov 2026, against 45 published patterns such as download-and-run commands, hidden text and credential access. We don't run the skill, we don't read the web pages it points to, and we can't judge everything its instructions might lead an agent to do. In published tests, pattern checks like this one missed most malicious skills. Read the skill before you install it — especially anything it asks you to download or run.
How the check worksReport an incorrect finding
Outside links we did not follow
- https://github.com/matplotlib/matplotlib/tree/main/LICENSE
- https://matplotlib.org/stable/api/prev_api_changes/api_changes_3.11.0.html
- https://matplotlib.org/stable/users/explain/figure/backends.html
- https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.savefig.html
- https://matplotlib.org/stable/users/explain/colors/colormapnorms.html
- https://matplotlib.org/
- https://matplotlib.org/stable/gallery/index.html
- https://matplotlib.org/cheatsheets/
- https://matplotlib.org/stable/tutorials/index.html
- https://doi.org/10.48550/arXiv.2609.00065
Show 14 more
- https://arxiv.org/abs/2609.00065
- http://export.arxiv.org/api/query?id_list=2609.00065
- https://matplotlib.org/stable/api/index.html
- https://matplotlib.org/stable/gallery/color/named_colors.html
- https://matplotlib.org/stable/users/explain/artists/performance.html
- https://matplotlib.org/stable/users/explain/axes/constrainedlayout_guide.html
- https://matplotlib.org/stable/api/axes_api.html
- https://matplotlib.org/stable/api/_as_gen/matplotlib.axes.Axes.errorbar.html
- https://matplotlib.org/stable/api/_as_gen/matplotlib.axes.Axes.boxplot.html
- https://matplotlib.org/stable/api/_as_gen/matplotlib.axes.Axes.violinplot.html
- https://matplotlib.org/stable/api/_as_gen/matplotlib.axes.Axes.quiver.html
- https://matplotlib.org/stable/api/_as_gen/mpl_toolkits.mplot3d.axes3d.Axes3D.plot_surface.html
- https://matplotlib.org/stable/users/explain/customizing.html
- https://matplotlib.org/stable/users/explain/colors/colormaps.html
Format check
Each agent reads SKILL.md a little differently. We check the file against each one's published rules; we don't run the skill in any agent.
Agent Skills specPasses
The open format from agentskills.io, held to the strictest version of each rule among the agents we check.
- Note
Reference files over 100 lines with no table of contents at the top: references/api_reference.md (411 lines), references/common_issues.md (582 lines), references/plot_types.md (515 lines) and references/styling_guide.md (642 lines). B5
Fix: Add a short list of the sections at the top of each.
- Note
Claude CodePasses
Claude Code reads its own extra fields, ignores unknown ones, and still loads a skill whose frontmatter is broken, without its fields.
- Note
Reference files over 100 lines with no table of contents at the top: references/api_reference.md (411 lines), references/common_issues.md (582 lines), references/plot_types.md (515 lines) and references/styling_guide.md (642 lines). B5
Fix: Add a short list of the sections at the top of each.
- Note
Claude apps & API uploadPasses
Uploading to claude.ai or the Claude API, or packaging with Anthropic's script, accepts only the six spec fields and stops on anything else.
- Note
The description is 358 characters. The claude.ai Help Center says 200 at most, though Anthropic's API docs and validator allow 1,024. D4
Fix: If the claude.ai upload refuses it, trim the description to 200 characters.
- Note
Reference files over 100 lines with no table of contents at the top: references/api_reference.md (411 lines), references/common_issues.md (582 lines), references/plot_types.md (515 lines) and references/styling_guide.md (642 lines). B5
Fix: Add a short list of the sections at the top of each.
- Note
- OpenAI (Codex & API)Passes
- VS Code & CopilotPasses
SKILL.md
We only show SKILL.md text here when its licence clearly allows it.
Read SKILL.md on GitHub (opens in a new tab)Files
7 files
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