ClaudSkills / Science & Research / science-misc

Auto Review Loop

Q: What is a Claude Code skill and how does the Auto Review Loop 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. Auto Review Loop is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Science & Research category. Learn more at https://claudskills.com/learn/what-is-skill-md/.

Category: Science & Research · Sub-category: science-misc · Last updated: 2026-05-21

ai:claude type:review

Autonomous multi-round research review loop. Repeatedly reviews using Claude Code via claude-review MCP, implements fixes, and re-reviews until positive assessment or max rounds reached. Use when user says \"auto review loop\", \"review until it passes\", or wants autonomous iterative improvement.

From the source SKILL.md

Autonomously iterate: review → implement fixes → re-review, until the external reviewer gives a positive assessment or MAX_ROUNDS is reached.

What this skill does

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

When to invoke it: Use when user says \"auto review loop\", \"review until it passes\", or wants autonomous iterative improvement.

Who uses this skill

The Auto Review Loop Claude Code skill is built for researchers, data scientists, academics, and analysts working with complex data and scientific literature. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 118,000+ 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/auto-review-loop
curl -L https://claudskills.com/skills/auto-review-loop/SKILL.md \
  -o ~/.claude/skills/auto-review-loop/SKILL.md

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

Skills live at ~/.claude/skills/auto-review-loop/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\auto-review-loop\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 Auto Review Loop Claude Code skill?

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

What does the Auto Review Loop 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 Auto Review Loop skill?

Use Auto Review Loop when your Claude Code task falls under the Science & Research category — specifically in the science misc 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 Auto Review Loop" or describe the task and let Claude pick). Browse related skills at /category/science/.

What is a Claude Code skill and how does the Auto Review Loop 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. Auto Review Loop is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Science & Research category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Source: https://github.com/wangyi0403/dl-research-workflow/blob/HEAD/skills/auto-review-loop/SKILL.md
Author: wangyi0403

Cite this skill

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

APA

wangyi0403. (2026). Auto Review Loop [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/auto-review-loop/

BibTeX

@misc{auto-review-loop-2026,
  author    = {wangyi0403},
  title     = {Auto Review Loop [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/auto-review-loop/}
}

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