Peer Review
K-Dense-AI/claude-scientific-writer
Prepare evidence-bounded, constructive peer-review drafts and structured manuscript assessments.
Structured, reproducible analysis documentation. An agent skill from nimrodfisher/data-analytics-skills.
Install Analysis Documentation
$ npx skills add nimrodfisher/data-analytics-skills --skill analysis-documentation -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install nimrodfisher/data-analytics-skills analysis-documentation --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/nimrodfisher/data-analytics-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/02-documentation-knowledge/analysis-documentation .claude/skills/analysis-documentation && 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 "analysis-documentation" agent skill from https://github.com/nimrodfisher/data-analytics-skills/tree/main/02-documentation-knowledge/analysis-documentation into .claude/skills/analysis-documentation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "analysis-documentation", 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/nimrodfisher/data-analytics-skills/tree/main/02-documentation-knowledge/analysis-documentationType 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 nimrodfisher/data-analytics-skills --skill analysis-documentation -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install nimrodfisher/data-analytics-skills analysis-documentation --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/nimrodfisher/data-analytics-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/02-documentation-knowledge/analysis-documentation .agents/skills/analysis-documentation && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "analysis-documentation" agent skill from https://github.com/nimrodfisher/data-analytics-skills/tree/main/02-documentation-knowledge/analysis-documentation into .agents/skills/analysis-documentation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "analysis-documentation", 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 nimrodfisher/data-analytics-skills --skill analysis-documentation -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install nimrodfisher/data-analytics-skills analysis-documentation --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/nimrodfisher/data-analytics-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/02-documentation-knowledge/analysis-documentation .cursor/skills/analysis-documentation && 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 "analysis-documentation" agent skill from https://github.com/nimrodfisher/data-analytics-skills/tree/main/02-documentation-knowledge/analysis-documentation into .cursor/skills/analysis-documentation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "analysis-documentation", 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/nimrodfisher/data-analytics-skills.git --path 02-documentation-knowledge/analysis-documentation--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 nimrodfisher/data-analytics-skills --skill analysis-documentation -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install nimrodfisher/data-analytics-skills analysis-documentation --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/nimrodfisher/data-analytics-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/02-documentation-knowledge/analysis-documentation .gemini/skills/analysis-documentation && 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 "analysis-documentation" agent skill from https://github.com/nimrodfisher/data-analytics-skills/tree/main/02-documentation-knowledge/analysis-documentation into .gemini/skills/analysis-documentation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "analysis-documentation", 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 nimrodfisher/data-analytics-skills analysis-documentationInstalls 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 nimrodfisher/data-analytics-skills --skill analysis-documentation -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/nimrodfisher/data-analytics-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/02-documentation-knowledge/analysis-documentation .github/skills/analysis-documentation && 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 "analysis-documentation" agent skill from https://github.com/nimrodfisher/data-analytics-skills/tree/main/02-documentation-knowledge/analysis-documentation into .github/skills/analysis-documentation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "analysis-documentation", 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 nimrodfisher/data-analytics-skills --skill analysis-documentation -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install nimrodfisher/data-analytics-skills analysis-documentation --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/nimrodfisher/data-analytics-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/02-documentation-knowledge/analysis-documentation .opencode/skills/analysis-documentation && 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 "analysis-documentation" agent skill from https://github.com/nimrodfisher/data-analytics-skills/tree/main/02-documentation-knowledge/analysis-documentation into .opencode/skills/analysis-documentation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "analysis-documentation", 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
analysis-documentation- GitHub stars
- 465
- Token cost
- ~583 tokens
- SKILL.md length
- 276 words
- Files
- 3 (incl. references, assets)
- Skills in repo
- 31
- Repo updated
- First seen
- Licence
- MIT
At a glance
Structured, reproducible analysis documentation. An agent skill from nimrodfisher/data-analytics-skills.
- Works in 6 steps: Confirm audience and scope — determine… → Write the business context section —… → Document data sources — for each source,… → …
- Documenting analysis findings
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
- Creating analysis notebooks
What it does
Analysis Documentation is an agent skill from nimrodfisher/data-analytics-skills. Structured, reproducible analysis documentation. Use when documenting analysis findings, creating analysis notebooks, ensuring reproducibility, or building analysis archives for future reference.
Its SKILL.md is about 580 tokens, which your agent loads only when the skill is triggered. The skill folder holds 4 other files, including reference files and assets (for example `assets/analysis_doc_template.md` and `references/audience_depth_guide.md`).
It sits in Research & Science, covering Reproducible research. The repository describes itself as: A comprehensive list of Claude & Codex skills for a wide range of data analytics tasks. The licence is MIT.
When your agent uses it
- Documenting analysis findings
- Creating analysis notebooks
- Ensuring reproducibility
- Building analysis archives for future reference
Example prompts
- “/analysis-documentation”
Workflow steps
6 steps, taken from the first numbered list in SKILL.md.
- Confirm audience and scope — determine whether the primary reader is technical (data team), business (stakeholders), or both. For mixed…
- Write the business context section — state the business question, the stakeholders who requested the analysis, the decisions it informs…
- Document data sources — for each source, record the table or file, date range, row count, key columns, and any known quality issues or…
- Write the methodology section — describe the analytical approach, tools and library versions, key assumptions, and important decisions…
- Record results — include key metrics and statistics, embed or link visualisations with descriptive captions, and present findings in order…
- Write the insights, recommendations, and reproducibility section — connect each finding to a business implication and a next action…
What it can do on your machine
Read from SKILL.md and the folder at commit 9449d36. 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
Analysis Documentation loads about 583 tokens when it runs, and up to ~1.3k if it reads all its reference files. Until then it costs about 55 tokens; SKILL.md has 276 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
The full file from nimrodfisher/data-analytics-skills at commit 9449d36, republished under its MIT licence (© nimrodfisher). 276 words, ~583 tokens.
Download SKILL.mdSave it as
.claude/skills/analysis-documentation/SKILL.md (or your agent's skills folder). This skill also uses 2 other files; get the full folder from GitHub.- name
- analysis-documentation
- description
- Structured, reproducible analysis documentation. Use when documenting analysis findings, creating analysis notebooks, ensuring reproducibility, or building analysis archives for future reference.
Analysis Documentation
When to use
- Finalising an analysis before sharing it with stakeholders
- Handing off an analysis to another team member or to a future self
- Archiving recurring analyses so they can be run again consistently
- Preparing for peer review or a formal audit
- Converting an exploratory notebook into a reference document
Process
- Confirm audience and scope — determine whether the primary reader is technical (data team), business (stakeholders), or both. For mixed audiences, use a tiered structure. See
references/audience_depth_guide.mdfor calibration. - Write the business context section — state the business question, the stakeholders who requested the analysis, the decisions it informs, and the success criteria.
- Document data sources — for each source, record the table or file, date range, row count, key columns, and any known quality issues or exclusions applied.
- Write the methodology section — describe the analytical approach, tools and library versions, key assumptions, and important decisions made (and alternatives considered). Reference the assumptions log if one exists.
- Record results — include key metrics and statistics, embed or link visualisations with descriptive captions, and present findings in order of importance.
- Write the insights, recommendations, and reproducibility section — connect each finding to a business implication and a next action. Document the steps required to reproduce the analysis (data access, environment, execution order). Use
assets/analysis_doc_template.mdas the structure.
Inputs the skill needs
- Final code (SQL, Python, notebook) and outputs (charts, tables)
- Business question and stakeholder context
- Key findings and recommendations already identified
- Data source details (tables, date ranges, sample sizes)
- Library and tool versions used
Output
assets/analysis_doc_template.md— completed analysis document covering context, data, methodology, results, and reproducibility- Linked or embedded visualisations and code references
© nimrodfisher, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
SKILL.md and 2 other files (references, assets) in 02-documentation-knowledge/analysis-documentation of nimrodfisher/data-analytics-skills.
- SKILL.md
- assets/analysis_doc_template.md
- references/audience_depth_guide.md
Open the folder on GitHubat commit 9449d36
Compare with similar skills
Analysis Documentation 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 |
|---|---|---|---|---|---|---|
| Analysis Documentation this skillnimrodfisher/data-analytics-skills | 465 | — | ~583 | Automated safety check: Pass | MIT | |
| Peer ReviewK-Dense-AI/claude-scientific-writer | 2.4k | 2 repos | ~3.1k | Automated safety check: Notes | MIT | |
| Compute Environment Setupaipoch/open-science | 5.5k | 1 repos | ~2.6k | Automated safety check: Pass | Apache-2.0 | |
| CHARLS Paper Reproduction Guidexjtulyc/MedgeClaw | 617 | 1 repos | ~1.8k | Automated safety check: Pass | None | |
| Figure Styleaipoch/open-science | 5.5k | — | ~5.1k | Automated safety check: Pass | Apache-2.0 | |
| Add Bactopia Toolbactopia/bactopia | 522 | — | ~4.1k | Automated safety check: Pass | MIT |
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Compute Environment Setup
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Prepares setup instructions and a named activation file for a user-managed software environment on an Open-Science SSH or Slurm compute host.
CHARLS Paper Reproduction Guide
xjtulyc/MedgeClaw
Guides an agent through reproducing papers built on the CHARLS health and retirement survey, from variable mapping to cognition, depression and isolation scores.
Figure Style
aipoch/open-science
Publication-grade correctness and legibility rules for final-deliverable scientific figures, not exploratory plots.
Add Bactopia Tool
bactopia/bactopia
Scaffold a complete Bactopia Tool across all three tiers -- module, subworkflow, and workflow entry point under workflows/bactopia-tools/.
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Generates result-evidence contracts, tables and runnable q1 to q3 modeling code scaffolds for a math modeling paper from a model route, a data plan and cleaned data.
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Related
Categories
Questions about Analysis Documentation
What does Analysis Documentation do?
Structured, reproducible analysis documentation. An agent skill from nimrodfisher/data-analytics-skills. Analysis Documentation is an agent skill from nimrodfisher/data-analytics-skills. Structured, reproducible analysis documentation.
When should I use Analysis Documentation?
Analysis Documentation fits situations like: documenting analysis findings; creating analysis notebooks; ensuring reproducibility; building analysis archives for future reference.
How do I install Analysis Documentation in Claude Code?
Run `npx skills add nimrodfisher/data-analytics-skills --skill analysis-documentation -a claude-code`. Or copy the skill folder (02-documentation-knowledge/analysis-documentation in nimrodfisher/data-analytics-skills) into .claude/skills/analysis-documentation in your project. Claude Code loads it when a task matches its description.
How do I install Analysis Documentation in Codex?
Run `npx skills add nimrodfisher/data-analytics-skills --skill analysis-documentation -a codex`. Or copy the skill folder (02-documentation-knowledge/analysis-documentation in nimrodfisher/data-analytics-skills) into .agents/skills/analysis-documentation in your project. Codex loads it when a task matches its description.
Can I use Analysis Documentation 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 nimrodfisher/data-analytics-skills --skill analysis-documentation -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/analysis-documentation, .gemini/skills/analysis-documentation, .github/skills/analysis-documentation and .opencode/skills/analysis-documentation in your project.
What does Analysis Documentation need to run?
SKILL.md names no scripts, command-line tools or credentials: Analysis Documentation is instructions for the agent only.
Does Analysis Documentation 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 Analysis Documentation 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 Analysis Documentation use?
Analysis Documentation is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Analysis Documentation use?
About 583 tokens (SKILL.md is roughly 2.3k 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 719 tokens, read only when the agent opens those files.
What are the alternatives to Analysis Documentation?
Skills that share tags, products or a category with Analysis Documentation: Peer Review (K-Dense-AI/claude-scientific-writer, 2.4k stars), Compute Environment Setup (aipoch/open-science, 5.5k stars), CHARLS Paper Reproduction Guide (xjtulyc/MedgeClaw, 617 stars) and Figure Style (aipoch/open-science, 5.5k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Analysis Documentation?
nimrodfisher (a GitHub user) maintains it in nimrodfisher/data-analytics-skills, which has 465 GitHub stars. The repository holds 31 skills in this directory. The repository was last updated on September 25, 2026.
Source: nimrodfisher/data-analytics-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.