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Independent project, not affiliated with Anthropic
wanshuiyin avatar

Research Refine

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

When you have a research direction that feels promising but fuzzy, this walks you through making it concrete enough to actually implement. It locks down your original problem statement so you don't drift, then iteratively refines your approach through GPT-5.5 reviews until you hit a quality threshold (default score of 9 out of 10). The whole thing is built around four principles: keep the problem anchored, prefer minimal mechanisms over kitchen sinks, focus on one sharp contribution, and use modern tools like LLMs only when they genuinely solve the bottleneck. Outputs a versioned log of each refinement round plus checkpoint recovery if your session dies halfway through. Useful when you catch yourself saying "I want to use transformers for X" but can't explain the actual method yet.

Install to Claude Code

npx -y skills add wanshuiyin/auto-claude-code-research-in-sleep --skill research-refine --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
Git & Pull RequestsCode Review & QualityData Science & MLProductivity & Planning
First SeenJun 3, 2026
View on GitHub

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

All 41 skills →
  • 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
  • Auto Review Loop Minimax330
  • Dse Loop328
  • Feishu Notify327
  • Training Check320
  • System Profile312
  • Comm Lit Review Claude Single201
  • Paper Figure437
  • Research Lit420
  • Idea Creator399

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