Auto Paper Improvement Loop

Auto Paper Improvement Loop is a Writing 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

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ai-researchai-toolsarisautonomous-agentclaudeclaude-codeclaude-code-skillscodexdeep-learninggptidea-generationllmmachine-learningmcpmcp-serverml-researchopenaipaper-reviewpaper-writingresearch-automation

Install in seconds

Install Auto Paper Improvement Loop

Copy Auto Paper Improvement Loop 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-paper-improvement-loop ~/.claude/skills/auto-paper-improvement-loop

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-paper-improvement-loop/SKILL.md in wanshuiyin/Auto-claude-code-research-in-sleep
Installs to: ~/.claude/skills/auto-paper-improvement-loop
Collection: One of 25 skills cataloged from this repository
Category: Writing — 1012 skills

What Auto Paper Improvement Loop does

Auto Paper Improvement Loop iteratively improves a generated paper via external LLM review, fix implementation, and recompilation for two rounds. Use it after paper generation to catch structural and presentation issues.

Auto Paper Improvement Loop is cataloged under Writing on DirSkills. Auto Paper Improvement Loop comes from a repository tagged ai-research, ai-tools, aris, autonomous-agent and claude.

Documentation

README

Excerpt

Auto Paper Improvement Loop: Review → Fix → Recompile

🔒 Do not wrap this skill in /loop, /schedule, or CronCreate. It already loops internally (review → fix → recompile) with its own round structure and a deliberate fresh-reviewer bias guard each round (no codex-reply). Re-asking it to "improve the paper" on a wall-clock timer produces no new signal — quality changes when the review changes, not when the clock ticks — and a timed re-run that also accepts its own output to decide when to stop crosses into self-acquittal (acceptance-gate.md). Schedule the external wait that precedes it, not the improvement loop. See shared-references/external-cadence.md.

Autonomously improve the paper at: $ARGUMENTS

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

Commands Auto Paper Improvement Loop provides

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

/loop
/schedule
/paper-plan
/paper-figure
/paper-write
/paper-compile
/auto-review-loop
/auto-paper-improvement-loop
/overleaf-sync
/resubmit-pipeline
/proof-checker
/paper-claim-audit

Frequently asked about Auto Paper Improvement Loop

What else does wanshuiyin publish alongside Auto Paper Improvement Loop?
Auto Paper Improvement Loop 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 Paper Improvement Loop 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 Paper Improvement Loop compare to other Writing skills?
Auto Paper Improvement Loop ranks #78 by stars among the 1012 Writing skills in this catalog. The most-starred ones next to it are Article Writing, Social Media Content Calendar and Knowledge Comic Creator. 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 Paper Improvement Loop against them. Open each page to compare what they document and how they install.