Auto Review Loop is an AI Engineering skill for Claude Code, published by OpenLAIR in dr-claw.
Auto Review Loop runs repeated review, fix, and re-review cycles until an external reviewer gives a passing assessment or the round limit is reached. Use it for autonomous iterative improvement of research or code.
Auto Review Loop is cataloged under AI Engineering on DirSkills. Auto Review Loop comes from a repository tagged ai-agents, ai-scientist, auto-research, claude-code and claude-science-desktop-alternative.
Documentation
Autonomously iterate: review → implement fixes → re-review, until the external reviewer gives a positive assessment or MAX_ROUNDS is reached.
This is the opening of the README. Read the full README on GitHub.
Slash commands named in this skill’s SKILL.md, listed in the order they first appear.
/aris-auto-review-loop/aris-training-check/aris-paper-illustration/aris-result-to-claim/aris-paper-plan/aris-paper-writeAuto Review Loop is one of 25 skills that DirSkills catalogs from OpenLAIR/dr-claw, the repository it ships in. Its siblings there include ARIS Infra, Ablation Planner and Academic Researcher. 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 OpenLAIR in that same repository. The rest of the collection is listed on the OpenLAIR/dr-claw page.
Auto Review Loop ranks #1339 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.
Auto Review Loop is one of 25 skills cataloged on DirSkills from OpenLAIR/dr-claw.
Auto Review Loop is one of 2451 AI Engineering skills cataloged on DirSkills, ranked #1339 by stars among them.