Auto Review Loop

Auto Review Loop is an AI Engineering skill for Claude Code, published by wanshuiyin in Auto-claude-code-research-in-sleep.

14.7K stars1.3K forkson wanshuiyin/Auto-claude-code-research-in-sleepAdded 2026/08/14Repository updated 2026/08/11

View source on GitHub Download repo ZIP

ai-researchai-toolsarisautonomous-agentclaudeclaude-codeclaude-code-skillscodexdeep-learninggptidea-generationllmmachine-learningmcpmcp-serverml-researchopenaipaper-reviewpaper-writingresearch-automation

Install in seconds

Install Auto Review Loop

Copy Auto Review Loop into your Claude Code skills folder. Run the command in your terminal, or review the source on GitHub before installing.

terminal

npx degit https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/main/skills/auto-review-loop ~/.claude/skills/auto-review-loop

Requires Node.js. Downloads this skill only — not the rest of the repository — into your Claude Code skills folder.

Without Node.js

git clone https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep.git

Clones the whole repository, then copy the skill’s own directory into your skills folder yourself.

In this catalog

Source file: skills/auto-review-loop/SKILL.md in wanshuiyin/Auto-claude-code-research-in-sleep
Installs to: ~/.claude/skills/auto-review-loop
Collection: One of 25 skills cataloged from this repository
Category: AI Engineering — 2451 skills

What Auto Review Loop does

Auto Review Loop autonomously iterates review, implements fixes, and re-reviews until an independent reviewer gives a policy-approved positive assessment or MAX_ROUNDS is reached.

Auto Review Loop is cataloged under AI Engineering on DirSkills. Auto Review Loop comes from a repository tagged ai-research, ai-tools, aris, autonomous-agent and claude.

Documentation

README

Excerpt

Auto Review Loop: Autonomous Research Improvement

🔒 Do not wrap this skill in /loop, /schedule, or CronCreate. It already loops internally (review → fix → re-review) and the reviewer carries round-to-round memory in one threadId (codex-reply). An external timer re-enters from the top each tick — fresh threadId, reviewer memory reset — firing the verdict on wall-clock time instead of on artifact change: zero new signal, full token cost. If you want to schedule something, schedule the external wait that precedes it (experiments done → then run this once). See shared-references/external-cadence.md.

This is the opening of the README. Read the full README on GitHub.

Commands Auto Review Loop provides

Slash commands named in this skill’s SKILL.md, listed in the order they first appear.

/loop
/schedule
/render-html
/auto-review-loop

Frequently asked about Auto Review Loop

What else does wanshuiyin publish alongside Auto Review Loop?
Auto Review Loop is one of 25 skills that DirSkills catalogs from wanshuiyin/Auto-claude-code-research-in-sleep, the repository it ships in. Its siblings there include Ablation Planner, AlphaXiv and Analyze Results. Each one is a separate skill with its own page in this directory, installs the same way Auto Review Loop does, and is maintained by wanshuiyin in that same repository. The rest of the collection is listed on the wanshuiyin/Auto-claude-code-research-in-sleep page.
How does Auto Review Loop compare to other AI Engineering skills?
Auto Review Loop ranks #305 by stars among the 2451 AI Engineering skills in this catalog. The most-starred ones next to it are Architecture Decision Records, AI-First Engineering and Agentic OS. DirSkills ranks by the star count of the repository each skill ships in, so that order reflects how popular those repositories are rather than any review of Auto Review Loop against them. Open each page to compare what they document and how they install.