Analysis Review

Q: What is a Claude Code skill and how does the Analysis Review skill fit in?

A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Analysis Review is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Engineering category. Learn more at https://claudskills.com/learn/what-is-skill-md/.

Category: Engineering · Sub-category: languages · Last updated: 2026-06-09

type:review

Use when reviewing a data analysis, notebook, script, model, or result — your own before you ship it, a colleague's before it's published, or one handed to you to "check" or "sanity-check" — in R, Julia, or Python. Hunts specifically for the silent-failure classes that pass code review but produce wrong answers: unchecked joins, leakage, fished specifications, unreconciled totals, undefined metrics, and identification gaps. Use when the user says "review this analysis", "can you check my notebook", "does this look right", "sanity-check these numbers", "before I send this", or is about to accept someone else's analytical result. Also use when receiving review feedback on your own analysis, to verify the critique rather than reflexively agreeing.

What this skill does

Analysis Review is a community-contributed Claude Code skill in the languages sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/analysis-review/ and loads when your prompt matches the skill's trigger.

When to invoke it: Use when reviewing a data analysis, notebook, script, model, or result — your own before you ship it, a colleague's before it's published, or one handed to you to "check" or "sanity-check" — in R, Julia, or Python. Hunts specifically for the silent-failure classes that pass code review but produce wrong answers: unchecked joins, leakage, fished specifications, unreconciled totals, undefined metrics, and identification gaps.

Who uses this skill

The Analysis Review Claude Code skill is built for software engineers, backend developers, full-stack teams, and technical leads building and maintaining production systems. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 94,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/analysis-review
curl -L https://claudskills.com/skills/analysis-review/SKILL.md \
  -o ~/.claude/skills/analysis-review/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/analysis-review/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/analysis-review/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\analysis-review\SKILL.md on Windows. See the full install guide for step-by-step instructions.

📱 Install from your phone or desktop Telegram

Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

See pricing → Download desktop app

Frequently asked questions

How do I install the Analysis Review Claude Code skill?

Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/analysis-review/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.

What does the Analysis Review skill do?

Is this skill free to install?

Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.

When should I use the Analysis Review skill?

Use Analysis Review when your Claude Code task falls under the Engineering category — specifically in the languages area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use Analysis Review" or describe the task and let Claude pick). Browse related skills at /category/engineering/.

What is a Claude Code skill and how does the Analysis Review skill fit in?

A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Analysis Review is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Engineering category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Source: https://github.com/lancegui/causal-powers/blob/HEAD/skills/analysis-review/SKILL.md
License: MIT
Author: lancegui

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA

lancegui. (2026). Analysis Review [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/analysis-review/

BibTeX

@misc{analysis-review-2026,
  author    = {lancegui},
  title     = {Analysis Review [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/analysis-review/}
}

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