plotnine static visualization (ggplot2 syntax for Python). An agent skill from brycewang-stanford/Auto-Empirical-Research-Skills.

Custom licenceAuto-check passedData & Analytics

Install Plotnine

skills CLI
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill plotnine -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills plotnine --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/plotnine .claude/skills/plotnine && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
plotnine
GitHub stars
4.5k
Token cost
~1.5k tokens
SKILL.md length
459 words
Files
7 (incl. references)
Skills in repo
369
Repo updated
First seen
Licence
Custom licence

At a glance

plotnine static visualization (ggplot2 syntax for Python). An agent skill from brycewang-stanford/Auto-Empirical-Research-Skills.

  • Works in 4 steps: Write plot code to… → Execute via Bash with automatic output… → Validation results get automatically… → …
  • Static publication-quality figures with grammar-of-graphics syntax
  • SKILL.md covers What is Plotnine?, How to Use This Skill, Quick Decision Trees and File-First Execution in…, plus 3 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Plotnine is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. plotnine static visualization (ggplot2 syntax for Python). Geoms, aesthetics, scales, coordinates, facets, themes. Use for static publication-quality figures with grammar-of-graphics syntax. For interactive charts use plotly; for maps use geopandas.

Its SKILL.md is about 1.5k tokens, which your agent loads only when the skill is triggered. The skill folder holds 7 other files, including reference files (for example `references/aesthetics.md`, `references/facets-themes.md` and `references/geoms.md`).

It sits in Data & Analytics, covering Data visualization and Geospatial analysis. It works with Python and Plotly. The repository describes itself as: 🔬 A curated collection of 23,000+ agent skills for empirical research across 8 social science disciplines. | 精选 23,000+ AI Agent 技能库,覆盖8大社会科学学科的实证研究。CoPaper.AI…

When your agent uses it

  • Static publication-quality figures with grammar-of-graphics syntax
  • Tasks that involve Data visualization
  • Tasks that involve Geospatial analysis

Example prompts

  • “/plotnine”

Requirements

  • Python 3

Workflow steps

4 steps, taken from the first numbered list in SKILL.md.

  1. Write plot code to scripts/stage8_analysis/{step}_{plot-name}.py
  2. Execute via Bash with automatic output capture wrapper script
  3. Validation results get automatically embedded in scripts as comments
  4. If failed, create versioned copy for fixes

What it can do on your machine

Read from SKILL.md and the folder at commit 9fa87d8. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md (its code samples are python).

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    Links to these hosts (documentation or services it may open):

    • plotnine.org

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Plotnine loads about 1.5k tokens when it runs, and up to ~9.3k if it reads all its reference files. Until then it costs about 65 tokens; SKILL.md has 459 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~65
When it runs · the whole SKILL.md, loaded when a task matches
~1.5k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~9.3k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 459 words (~1,506 tokens).

“plotnine static visualization library for Python, implementing the grammar of graphics (ggplot2 syntax). Covers geoms (point, line, bar, histogram, boxplot, smooth), aesthetics, scales, coordinates, facets, and themes. Use when creating static publication-quality figures with ggplot2-style syntax, producing charts for print…”

— opening of SKILL.md by brycewang-stanford, Custom licence
name
plotnine
metadata.audience
research-coders
metadata.domain
python-library
metadata.library-version
0.15.x
metadata.skill-last-updated
2026-03-26

Read the full SKILL.md on GitHub

Files

SKILL.md and 6 other files (references) in skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/plotnine of brycewang-stanford/Auto-Empirical-Research-Skills.

  • SKILL.md
  • references/aesthetics.md
  • references/facets-themes.md
  • references/geoms.md
  • references/gotchas.md
  • references/quickstart.md
  • references/scales-coords.md

Open the folder on GitHubat commit 9fa87d8

Compare with similar skills

Plotnine next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Plotnine compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Plotnine this skillbrycewang-stanford/Auto-Empirical-Research-Skills4.5k—~1.5kAutomated safety check: PassCustom licence
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Plotlydavila7/claude-code-templates32k14 repos~1.8kAutomated safety check: PassMIT
Molecular Visualization 3dmoljaechang-hits/SciAgent-Skills370—~3.2kAutomated safety check: PassBSD-3-Clause
SeabornK-Dense-AI/scientific-agent-skills48k1 repos~3.4kAutomated safety check: NotesBSD-3-Clause
Data Visualizationw95/awesome-claude-corporate-skills2352 repos~2.8kAutomated safety check: PassMIT

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Works with

Questions about Plotnine

What does Plotnine do?

plotnine static visualization (ggplot2 syntax for Python). An agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. Plotnine is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. plotnine static visualization (ggplot2 syntax for Python).

When should I use Plotnine?

Plotnine fits situations like: static publication-quality figures with grammar-of-graphics syntax; tasks that involve Data visualization; tasks that involve Geospatial analysis.

How do I install Plotnine in Claude Code?

Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill plotnine -a claude-code`. Or copy the skill folder (skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/plotnine in brycewang-stanford/Auto-Empirical-Research-Skills) into .claude/skills/plotnine in your project. Claude Code loads it when a task matches its description.

How do I install Plotnine in Codex?

Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill plotnine -a codex`. Or copy the skill folder (skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/plotnine in brycewang-stanford/Auto-Empirical-Research-Skills) into .agents/skills/plotnine in your project. Codex loads it when a task matches its description.

Can I use Plotnine in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill plotnine -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/plotnine, .gemini/skills/plotnine, .github/skills/plotnine and .opencode/skills/plotnine in your project.

What does Plotnine need to run?

SKILL.md names no scripts, command-line tools or credentials: Plotnine is instructions for the agent only. Our summary lists: Python 3.

Does Plotnine access the network?

SKILL.md names 1 domain. As links in the text: plotnine.org. This is read from the text; nothing was executed.

Is Plotnine safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Plotnine use?

Plotnine has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.

How many tokens does Plotnine use?

About 1.5k tokens (SKILL.md is roughly 6k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 7.8k tokens, read only when the agent opens those files.

What are the alternatives to Plotnine?

Skills that share tags, products or a category with Plotnine: CJK Font Setup for Plots (xjtulyc/MedgeClaw, 617 stars), Plotly (davila7/claude-code-templates, 32k stars), Molecular Visualization 3dmol (jaechang-hits/SciAgent-Skills, 370 stars) and Seaborn (K-Dense-AI/scientific-agent-skills, 48k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Plotnine?

brycewang-stanford (a GitHub user) maintains it in brycewang-stanford/Auto-Empirical-Research-Skills, which has 4,517 GitHub stars. The repository holds 369 skills in this directory. The repository was last updated on October 5, 2026.

Source: brycewang-stanford/Auto-Empirical-Research-Skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.