Auto Review Loop LLM

Auto Review Loop LLM 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 LLM

Copy Auto Review Loop LLM 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-llm ~/.claude/skills/auto-review-loop-llm

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

What Auto Review Loop LLM does

Auto Review Loop LLM runs an autonomous review-improve-re-review loop for research, using any OpenAI-compatible LLM API as an external reviewer until it gives a positive assessment or max rounds are reached. Configure via llm-chat MCP server or environment variables.

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

Documentation

README

Excerpt

Auto Review Loop (Generic LLM): Autonomous Research Improvement

🔒 Do not wrap this skill in /loop, /schedule, or CronCreate. Like /auto-review-loop, it already loops internally (review → fix → re-review), feeding each round's prior-round summary into the next review prompt (the backend is a stateless per-round API/MCP call, not a shared thread). An external timer re-enters from the top each tick, dropping that accumulated context and firing the verdict on wall-clock time instead of on artifact change — zero new signal, full token cost. Schedule the external wait that precedes it, not the verdict. See shared-references/external-cadence.md.

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

Commands Auto Review Loop LLM provides

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

/loop
/schedule
/auto-review-loop

Frequently asked about Auto Review Loop LLM

What else does wanshuiyin publish alongside Auto Review Loop LLM?
Auto Review Loop LLM 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 LLM 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 LLM compare to other AI Engineering skills?
Auto Review Loop LLM ranks #306 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 LLM against them. Open each page to compare what they document and how they install.