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Independent project, not affiliated with Anthropic
wanshuiyin avatar

Research Review

wanshuiyin/auto-claude-code-research-in-sleep
379 installs14.3k stars
Summary

Sends your research work to an external AI reviewer (GPT-5.5 by default via Codex MCP, or manual review backend) and runs a multi-round critical dialogue at maximum reasoning depth. It compiles your project context, asks for NeurIPS-level feedback on claims and methodology, then iterates on weaknesses until you have a concrete experiment plan and claims matrix. Best when you need honest criticism before you burn GPU weeks or submit to a venue. The workflow saves full conversation traces and produces a standalone review document with actionable TODOs ranked by acceptance lift per compute hour. You can push back on criticisms in follow-up rounds, which is the point: it's a conversation, not a one-shot roast.

Install to Claude Code

npx -y skills add wanshuiyin/auto-claude-code-research-in-sleep --skill research-review --agent claude-code

Installs into .claude/skills of the current project.

CodeRabbit
CodeRabbit
AI writes the code. CodeRabbit catches the slop.
Try For Free →
Lid closed, agents working
Lid closed, agents working
Keeps your Mac awake while Claude Code, Codex or Cursor works. Lets it sleep when they are done.
Try free for 7 days →
Block distraction from your iPhone for freeBlock distraction from your iPhone for free
Block distraction from your iPhone for free
Block distracting apps from your iPhone permanently without a 3rd party app. Free and open source.
Block now (100% free) →
Granola, the best AI meeting recorder
Granola, the best AI meeting recorder
Notes, actions and memory. Without a meeting bot. First month 100% off.
Download for free →
belt - the only tool your agent needs
belt - the only tool your agent needs
belt cli automatically finds the best tools and skills for your agent. image, video, music, tts...
one prompt install →
Open Steps
Open Steps
Free an open-source skills that make AI coding agents easier to understand, verify, and control.
Download for free →
AppSignal
AppSignal
Monitor with ease. Code with confidence.
Start Free Trial →
Agent, connect blockchain
Agent, connect blockchain
Connect your Claude agent to live crypto prices and trading routes via 1inch
Get the MCP →
CodeRabbit
CodeRabbit
AI writes the code. CodeRabbit catches the slop.
Try For Free →
Lid closed, agents working
Lid closed, agents working
Keeps your Mac awake while Claude Code, Codex or Cursor works. Lets it sleep when they are done.
Try free for 7 days →
Block distraction from your iPhone for freeBlock distraction from your iPhone for free
Block distraction from your iPhone for free
Block distracting apps from your iPhone permanently without a 3rd party app. Free and open source.
Block now (100% free) →
Granola, the best AI meeting recorder
Granola, the best AI meeting recorder
Notes, actions and memory. Without a meeting bot. First month 100% off.
Download for free →
belt - the only tool your agent needs
belt - the only tool your agent needs
belt cli automatically finds the best tools and skills for your agent. image, video, music, tts...
one prompt install →
Open Steps
Open Steps
Free an open-source skills that make AI coding agents easier to understand, verify, and control.
Download for free →
AppSignal
AppSignal
Monitor with ease. Code with confidence.
Start Free Trial →
Agent, connect blockchain
Agent, connect blockchain
Connect your Claude agent to live crypto prices and trading routes via 1inch
Get the MCP →
Files
SKILL.md

Select a file.

Featured
CodeRabbit
CodeRabbit
AI writes the code. CodeRabbit catches the slop.
Try For Free →
Lid closed, agents working
Lid closed, agents working
Keeps your Mac awake while Claude Code, Codex or Cursor works. Lets it sleep when they are done.
Try free for 7 days →
Block distraction from your iPhone for freeBlock distraction from your iPhone for free
Block distraction from your iPhone for free
Block distracting apps from your iPhone permanently without a 3rd party app. Free and open source.
Block now (100% free) →
Granola, the best AI meeting recorder
Granola, the best AI meeting recorder
Notes, actions and memory. Without a meeting bot. First month 100% off.
Download for free →
belt - the only tool your agent needs
belt - the only tool your agent needs
belt cli automatically finds the best tools and skills for your agent. image, video, music, tts...
one prompt install →
Open Steps
Open Steps
Free an open-source skills that make AI coding agents easier to understand, verify, and control.
Download for free →
AppSignal
AppSignal
Monitor with ease. Code with confidence.
Start Free Trial →
Agent, connect blockchain
Agent, connect blockchain
Connect your Claude agent to live crypto prices and trading routes via 1inch
Get the MCP →
Categories
Backend & APIsGit & Pull RequestsCode Review & QualityData Science & ML
First SeenJun 3, 2026
View on GitHub

More from wanshuiyin/auto-claude-code-research-in-sleep

All 41 skills →
  • Analyze Results370
  • Novelty Check368
  • Paper Write366
  • Auto Paper Improvement Loop363
  • Pixel Art362
  • Experiment Plan361
  • Run Experiment358
  • Formula Derivation356
  • Research Refine356
  • Monitor Experiment355
  • Paper Slides354
  • Paper Illustration353
  • Paper Plan351
  • Proof Writer344
  • Mermaid Diagram340
  • Paper Compile340
  • Research Refine Pipeline340
  • Ablation Planner337
  • Experiment Bridge337
  • Paper Poster336
  • Rebuttal335
  • Result To Claim335
  • Auto Review Loop Llm334
  • Idea Discovery Robot331

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