Matplotlib
zLanqing/codex-claude-academic-skills
Low-level plotting library for full customization. An agent skill from zLanqing/codex-claude-academic-skills.
Follow the bundled grouped-scatter significance guide. An agent skill from Jinze-Lee/codex-skills-workbench.
Install Significance Group Scatter
$ npx skills add Jinze-Lee/codex-skills-workbench --skill significance-group-scatter -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install Jinze-Lee/codex-skills-workbench significance-group-scatter --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/Jinze-Lee/codex-skills-workbench.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/significance-group-scatter .claude/skills/significance-group-scatter && rm -rf skills-srcUse ~/.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/
Install the "significance-group-scatter" agent skill from https://github.com/Jinze-Lee/codex-skills-workbench/tree/main/skills/significance-group-scatter into .claude/skills/significance-group-scatter/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "significance-group-scatter", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/Jinze-Lee/codex-skills-workbench/tree/main/skills/significance-group-scatterType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add Jinze-Lee/codex-skills-workbench --skill significance-group-scatter -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install Jinze-Lee/codex-skills-workbench significance-group-scatter --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Jinze-Lee/codex-skills-workbench.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/significance-group-scatter .agents/skills/significance-group-scatter && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "significance-group-scatter" agent skill from https://github.com/Jinze-Lee/codex-skills-workbench/tree/main/skills/significance-group-scatter into .agents/skills/significance-group-scatter/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "significance-group-scatter", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add Jinze-Lee/codex-skills-workbench --skill significance-group-scatter -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install Jinze-Lee/codex-skills-workbench significance-group-scatter --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Jinze-Lee/codex-skills-workbench.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/significance-group-scatter .cursor/skills/significance-group-scatter && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "significance-group-scatter" agent skill from https://github.com/Jinze-Lee/codex-skills-workbench/tree/main/skills/significance-group-scatter into .cursor/skills/significance-group-scatter/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "significance-group-scatter", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/Jinze-Lee/codex-skills-workbench.git --path skills/significance-group-scatter--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add Jinze-Lee/codex-skills-workbench --skill significance-group-scatter -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install Jinze-Lee/codex-skills-workbench significance-group-scatter --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Jinze-Lee/codex-skills-workbench.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/significance-group-scatter .gemini/skills/significance-group-scatter && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "significance-group-scatter" agent skill from https://github.com/Jinze-Lee/codex-skills-workbench/tree/main/skills/significance-group-scatter into .gemini/skills/significance-group-scatter/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "significance-group-scatter", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install Jinze-Lee/codex-skills-workbench significance-group-scatterInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add Jinze-Lee/codex-skills-workbench --skill significance-group-scatter -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/Jinze-Lee/codex-skills-workbench.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/significance-group-scatter .github/skills/significance-group-scatter && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "significance-group-scatter" agent skill from https://github.com/Jinze-Lee/codex-skills-workbench/tree/main/skills/significance-group-scatter into .github/skills/significance-group-scatter/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "significance-group-scatter", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add Jinze-Lee/codex-skills-workbench --skill significance-group-scatter -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install Jinze-Lee/codex-skills-workbench significance-group-scatter --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Jinze-Lee/codex-skills-workbench.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/significance-group-scatter .opencode/skills/significance-group-scatter && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "significance-group-scatter" agent skill from https://github.com/Jinze-Lee/codex-skills-workbench/tree/main/skills/significance-group-scatter into .opencode/skills/significance-group-scatter/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "significance-group-scatter", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
significance-group-scatter- GitHub stars
- 109
- Token cost
- ~299 tokens
- SKILL.md length
- 108 words
- Files
- 3 (incl. references)
- Skills in repo
- 17
- Repo updated
- First seen
- Licence
- None found
At a glance
Follow the bundled grouped-scatter significance guide. An agent skill from Jinze-Lee/codex-skills-workbench.
- Works in 5 steps: Read references/source-note.md first. → Follow the note's grouping rules,… → Replace stale variable names,… → …
- Explicitly invokes $significance-group-scatter
- SKILL.md covers Overview, Workflow and Source
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Significance Group Scatter is an agent skill from Jinze-Lee/codex-skills-workbench. Follow the bundled grouped-scatter significance guide. Use this skill only when the user explicitly invokes $significance-group-scatter. Do not auto-select this skill for general grouped scatterplot or significance-highlighting tasks.
Its SKILL.md is about 300 tokens, which your agent loads only when the skill is triggered. The skill folder holds 4 other files, including reference files (for example `agents/openai.yaml` and `references/source-note.md`).
It sits in Data & Analytics.
When your agent uses it
- Explicitly invokes $significance-group-scatter
Example prompts
- “/significance-group-scatter”
Workflow steps
5 steps, taken from the first numbered list in SKILL.md.
- Read references/source-note.md first.
- Follow the note's grouping rules, significance emphasis logic, and modeling conventions closely.
- Replace stale variable names, covariates, and outputs with current project equivalents instead of copying blindly.
- Preserve the original visual emphasis strategy while adapting to the present dataset.
- If the note conflicts with the current user request, follow the current request and explain the adjustment.
What it can do on your machine
Read from SKILL.md and the folder at commit 7aa34a5. 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.
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
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
Significance Group Scatter loads about 299 tokens when it runs, and up to ~641 if it reads all its reference files. Until then it costs about 66 tokens; SKILL.md has 108 words of instructions outside code blocks.
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
Without a licence we can't republish the file, so here is its outline and opening line. It has 108 words (~299 tokens).
“Use references/source-note.md as the source of truth for this skill.”
- name
- significance-group-scatter
Files
SKILL.md and 2 other files (references) in skills/significance-group-scatter of Jinze-Lee/codex-skills-workbench.
- SKILL.md
- agents/openai.yaml
- references/source-note.md
Open the folder on GitHubat commit 7aa34a5
Compare with similar skills
Significance Group Scatter 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.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Significance Group Scatter this skillJinze-Lee/codex-skills-workbench | 109 | — | ~299 | Automated safety check: Pass | None | |
| MatplotlibzLanqing/codex-claude-academic-skills | 4.7k | 17 repos | ~2.9k | Automated safety check: Pass | MIT | |
| Exploratory Data Analysisspacering-net/codeg | 3.9k | 14 repos | ~3.6k | Automated safety check: Pass | MIT | |
| Scikit LearnzLanqing/codex-claude-academic-skills | 4.7k | 16 repos | ~3.9k | Automated safety check: Pass | BSD-3-Clause | |
| Chart Visualizationbytedance/deer-flow | 84k | 1 repos | ~840 | Automated safety check: Pass | MIT | |
| TimesFM Forecastinggoogle-research/timesfm | 34k | — | ~4.7k | Automated safety check: Pass | Apache-2.0 |
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Perform comprehensive exploratory data analysis on scientific data files across 200+ file formats.
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Chart Visualization
bytedance/deer-flow
Picks a suitable chart type from 26 options for your data, maps the data to that chart's parameters and generates a chart image through a JavaScript script.
TimesFM Forecasting
google-research/timesfm
Forecasts any univariate time series zero-shot with Google's TimesFM model, returning point forecasts and calibrated prediction intervals without training.
- Official
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Categories
Questions about Significance Group Scatter
What does Significance Group Scatter do?
Follow the bundled grouped-scatter significance guide. An agent skill from Jinze-Lee/codex-skills-workbench. Significance Group Scatter is an agent skill from Jinze-Lee/codex-skills-workbench. Follow the bundled grouped-scatter significance guide.
When should I use Significance Group Scatter?
Significance Group Scatter fits situations like: explicitly invokes $significance-group-scatter.
How do I install Significance Group Scatter in Claude Code?
Run `npx skills add Jinze-Lee/codex-skills-workbench --skill significance-group-scatter -a claude-code`. Or copy the skill folder (skills/significance-group-scatter in Jinze-Lee/codex-skills-workbench) into .claude/skills/significance-group-scatter in your project. Claude Code loads it when a task matches its description.
How do I install Significance Group Scatter in Codex?
Run `npx skills add Jinze-Lee/codex-skills-workbench --skill significance-group-scatter -a codex`. Or copy the skill folder (skills/significance-group-scatter in Jinze-Lee/codex-skills-workbench) into .agents/skills/significance-group-scatter in your project. Codex loads it when a task matches its description.
Can I use Significance Group Scatter 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 Jinze-Lee/codex-skills-workbench --skill significance-group-scatter -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/significance-group-scatter, .gemini/skills/significance-group-scatter, .github/skills/significance-group-scatter and .opencode/skills/significance-group-scatter in your project.
What does Significance Group Scatter need to run?
SKILL.md names no scripts, command-line tools or credentials: Significance Group Scatter is instructions for the agent only.
Does Significance Group Scatter access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Significance Group Scatter 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 Significance Group Scatter use?
No licence was found for Significance Group Scatter or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Significance Group Scatter use?
About 299 tokens (SKILL.md is roughly 1.2k 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 342 tokens, read only when the agent opens those files.
What are the alternatives to Significance Group Scatter?
Skills that share tags, products or a category with Significance Group Scatter: Matplotlib (zLanqing/codex-claude-academic-skills, 4.7k stars), Exploratory Data Analysis (spacering-net/codeg, 3.9k stars), Scikit Learn (zLanqing/codex-claude-academic-skills, 4.7k stars) and Chart Visualization (bytedance/deer-flow, 84k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Significance Group Scatter?
Jinze-Lee (a GitHub user) maintains it in Jinze-Lee/codex-skills-workbench, which has 109 GitHub stars. The repository holds 17 skills in this directory. The repository was last updated on May 2, 2026.
Source: Jinze-Lee/codex-skills-workbench on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.