Exploratory Data Analysis
spacering-net/codeg
Perform comprehensive exploratory data analysis on scientific data files across 200+ file formats.
End-to-end R data analysis workflow from exploration through regression to publication-ready tables and figures
Install Data Analysis
$ npx skills add maxwell2732/paper-replicate-agent-demo --skill data-analysis -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install maxwell2732/paper-replicate-agent-demo data-analysis --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/maxwell2732/paper-replicate-agent-demo.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/data-analysis .claude/skills/data-analysis && 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 "data-analysis" agent skill from https://github.com/maxwell2732/paper-replicate-agent-demo/tree/main/.claude/skills/data-analysis into .claude/skills/data-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "data-analysis", 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/maxwell2732/paper-replicate-agent-demo/tree/main/.claude/skills/data-analysisType 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 maxwell2732/paper-replicate-agent-demo --skill data-analysis -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install maxwell2732/paper-replicate-agent-demo data-analysis --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/maxwell2732/paper-replicate-agent-demo.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.claude/skills/data-analysis .agents/skills/data-analysis && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "data-analysis" agent skill from https://github.com/maxwell2732/paper-replicate-agent-demo/tree/main/.claude/skills/data-analysis into .agents/skills/data-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "data-analysis", 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 maxwell2732/paper-replicate-agent-demo --skill data-analysis -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install maxwell2732/paper-replicate-agent-demo data-analysis --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/maxwell2732/paper-replicate-agent-demo.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.claude/skills/data-analysis .cursor/skills/data-analysis && 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 "data-analysis" agent skill from https://github.com/maxwell2732/paper-replicate-agent-demo/tree/main/.claude/skills/data-analysis into .cursor/skills/data-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "data-analysis", 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/maxwell2732/paper-replicate-agent-demo.git --path .claude/skills/data-analysis--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 maxwell2732/paper-replicate-agent-demo --skill data-analysis -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install maxwell2732/paper-replicate-agent-demo data-analysis --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/maxwell2732/paper-replicate-agent-demo.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.claude/skills/data-analysis .gemini/skills/data-analysis && 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 "data-analysis" agent skill from https://github.com/maxwell2732/paper-replicate-agent-demo/tree/main/.claude/skills/data-analysis into .gemini/skills/data-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "data-analysis", 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 maxwell2732/paper-replicate-agent-demo data-analysisInstalls 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 maxwell2732/paper-replicate-agent-demo --skill data-analysis -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/maxwell2732/paper-replicate-agent-demo.git skills-src && mkdir -p .github/skills && cp -r skills-src/.claude/skills/data-analysis .github/skills/data-analysis && 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 "data-analysis" agent skill from https://github.com/maxwell2732/paper-replicate-agent-demo/tree/main/.claude/skills/data-analysis into .github/skills/data-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "data-analysis", 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 maxwell2732/paper-replicate-agent-demo --skill data-analysis -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install maxwell2732/paper-replicate-agent-demo data-analysis --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/maxwell2732/paper-replicate-agent-demo.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.claude/skills/data-analysis .opencode/skills/data-analysis && 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 "data-analysis" agent skill from https://github.com/maxwell2732/paper-replicate-agent-demo/tree/main/.claude/skills/data-analysis into .opencode/skills/data-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "data-analysis", 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
data-analysis- GitHub stars
- 136
- Used in
- 2 other repos
- Token cost
- ~1.1k tokens
- SKILL.md length
- 407 words
- Files
- 1
- Skills in repo
- 9
- Repo updated
- First seen
- Licence
- None found
At a glance
End-to-end R data analysis workflow from exploration through regression to publication-ready tables and figures
- Works in 5 steps: Setup and Data Loading → Exploratory Data Analysis → Main Analysis → …
- Tasks that involve Data analysis
- SKILL.md covers Constraints, Workflow Phases, Script Structure and Important
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Data Analysis is an agent skill from maxwell2732/paper-replicate-agent-demo. End-to-end R data analysis workflow from exploration through regression to publication-ready tables and figures
Its SKILL.md is about 1.1k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Data & Analytics, covering Data analysis. The repository describes itself as: A structured Claude Code workflow for empirically replicating published research using UK Biobank (UKB) data, created by Chen Zhu 朱晨 | 遗传社科研究.
When your agent uses it
- Tasks that involve Data analysis
Example prompts
- “/data-analysis”
Requirements
- Pre-approved tools (allowed-tools): Read, Grep, Glob, Write, Edit, Bash, Task
Workflow steps
5 steps, taken from the step headings in SKILL.md.
- Setup and Data Loading
- Exploratory Data Analysis
- Main Analysis
- Publication-Ready Output
- Save and Review
What it can do on your machine
Read from SKILL.md and the folder at commit 83399e0. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves these tools, so the agent can use them without asking each time:
ReadGrepGlobWriteEditBashTask
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 r).
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
Data Analysis loads about 1.1k tokens when it runs. Until then it costs about 31 tokens; SKILL.md has 407 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: notes
The automated check noted patterns worth knowing about, such as sudo or a known installer.
- NotePre-approves every shell command (allowed-tools: Bash)SKILL.md
allowed-tools: Read, Grep, Glob, Write, Edit, Bash, Task
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 407 words (~1,099 tokens).
“Run an end-to-end data analysis in R: load, explore, analyze, and produce publication-ready output.”
- name
- data-analysis
- allowed-tools
- Read, Grep, Glob, Write, Edit, Bash, Task
- disable-model-invocation
- true
- argument-hint
- [dataset path or description of analysis goal]
Files
Just SKILL.md in .claude/skills/data-analysis of maxwell2732/paper-replicate-agent-demo.
Open the folder on GitHubat commit 83399e0
Used in 2 other repositories
We found 3 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 2 other GitHub owners. This page covers the copy in maxwell2732/paper-replicate-agent-demo, which our catalogue first saw on October 7, 2026.
Compare with similar skills
Data Analysis 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 |
|---|---|---|---|---|---|---|
| Data Analysis this skillmaxwell2732/paper-replicate-agent-demo | 136 | 2 repos | ~1.1k | Automated safety check: Notes | None | |
| Exploratory Data Analysisspacering-net/codeg | 3.8k | 15 repos | ~3.6k | Automated safety check: Pass | MIT | |
| Excel and CSV Data Analysisbytedance/deer-flow | 83k | 4 repos | ~2.2k | Automated safety check: Pass | MIT | |
| Exploratory Data AnalysisOleafly/Oleafly | 205 | 2 repos | ~3.4k | Automated safety check: Notes | MIT | |
| Python Executorcortega26/chile-hub | 113 | 2 repos | ~1.5k | Automated safety check: Pass | MIT | |
| Agentic Kaggle WorkflowFrankS-IntelLab/agentic-kaggle-skill | 188 | — | ~4k | Automated safety check: Pass | MIT |
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Comprehensive manuscript review covering argument structure, econometric specification, citation completeness, and potential referee objections
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Related
Categories
Questions about Data Analysis
What does Data Analysis do?
End-to-end R data analysis workflow from exploration through regression to publication-ready tables and figures. Data Analysis is an agent skill from maxwell2732/paper-replicate-agent-demo.
When should I use Data Analysis?
Data Analysis fits situations like: tasks that involve Data analysis.
How do I install Data Analysis in Claude Code?
Run `npx skills add maxwell2732/paper-replicate-agent-demo --skill data-analysis -a claude-code`. Or copy the skill folder (.claude/skills/data-analysis in maxwell2732/paper-replicate-agent-demo) into .claude/skills/data-analysis in your project. Claude Code loads it when a task matches its description.
How do I install Data Analysis in Codex?
Run `npx skills add maxwell2732/paper-replicate-agent-demo --skill data-analysis -a codex`. Or copy the skill folder (.claude/skills/data-analysis in maxwell2732/paper-replicate-agent-demo) into .agents/skills/data-analysis in your project. Codex loads it when a task matches its description.
Can I use Data Analysis 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 maxwell2732/paper-replicate-agent-demo --skill data-analysis -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/data-analysis, .gemini/skills/data-analysis, .github/skills/data-analysis and .opencode/skills/data-analysis in your project.
What does Data Analysis need to run?
SKILL.md names no scripts, command-line tools or credentials: Data Analysis is instructions for the agent only. Its frontmatter pre-approves these tools: Read, Grep, Glob, Write, Edit, Bash, Task.
Does Data Analysis 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 Data Analysis safe to install?
Our automated static check of SKILL.md found notes only (pre-approves every shell command (allowed-tools: bash)), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.
What licence does Data Analysis use?
No licence was found for Data Analysis or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Data Analysis use?
About 1.1k tokens (SKILL.md is roughly 4.4k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Data Analysis?
Skills that share tags, products or a category with Data Analysis: Exploratory Data Analysis (spacering-net/codeg, 3.8k stars), Excel and CSV Data Analysis (bytedance/deer-flow, 83k stars), Exploratory Data Analysis (Oleafly/Oleafly, 205 stars) and Python Executor (cortega26/chile-hub, 113 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Data Analysis?
maxwell2732 (a GitHub user) maintains it in maxwell2732/paper-replicate-agent-demo, which has 136 GitHub stars. The repository holds 9 skills in this directory. The repository was last updated on May 22, 2026.
Source: maxwell2732/paper-replicate-agent-demo on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.