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auto-review-loop-llm

82 / 100 · Low risk

Fine to try. Some of what it can do is expected: a research skill usually looks things up on the internet.

By wanshuiyin/Auto-claude-code-research-in-sleep (GitHub) · research · 19,020 stars · scanned at commit 8f49392

Autonomous research review loop using any OpenAI-compatible LLM API. Configure via llm-chat MCP server or environment variables. Trigger with "auto review loop llm" or "llm review".

Works with any agent that supports SKILL.md skills.

What this skill can do

Can call paid AI services billed to you

The author does not mention this.

Found in 3 places.

Sends data to these websites: api.openai.com

This is disclosed by the author in the skill's SKILL.md or README. Expected for a research skill.

Found in 3 places.

Runs commands on your computer

The author does not mention this.

Found in 3 places.

Other copies in this repository

wanshuiyin/Auto-claude-code-research-in-sleep has 1 more folder with a skill named auto-review-loop-llm. This page shows the lowest-scoring copy.

Install

Paste this into your terminal. It downloads exactly the version we scanned, not whatever is newest.

if [ -e ~/.agents/skills/'auto-review-loop-llm' ] || [ -L ~/.agents/skills/'auto-review-loop-llm' ]; then echo 'A skill folder named auto-review-loop-llm already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep' "$d" && git -C "$d" checkout --quiet '8f493923f28c3f991dcca1287db97aa780d0969b' -- 'skills/auto-review-loop-llm' && mkdir -p ~/.agents/skills && cp -R "$d"/'skills/auto-review-loop-llm' ~/.agents/skills/'auto-review-loop-llm' && rm -rf "$d"; fi

Codex reads ~/.agents/skills directly. For Claude Code, Cursor, Copilot, Gemini CLI, Antigravity or OpenCode, also link it. For Claude Code: ln -s ~/.agents/skills/'auto-review-loop-llm' ~/.claude/skills/'auto-review-loop-llm' (other agents: ~/.cursor/skills, ~/.copilot/skills, ~/.gemini/skills, ~/.gemini/config/skills, ~/.config/opencode/skills). Or install through the finder skill, which does both.

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Score history

DateVersionScore
2026-11-118f4939282
2026-11-08290123482
2026-11-07290123457