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auto-paper-improvement-loop

95 / 100 · Low risk

Fine to try.

By brycewang-stanford/Auto-Empirical-Research-Skills (GitHub) · research · 5,016 stars · scanned at commit 8684584

Autonomously improve a generated paper via GPT-6-Astra xhigh review → implement fixes → recompile, for 2 rounds. Use when user says "改论文", "improve paper", "论文润色循环", "auto improve", or wants to iteratively polish a generated paper.

Works with any agent that supports SKILL.md skills.

What this skill can do

Other copies in this repository

brycewang-stanford/Auto-Empirical-Research-Skills has 3 more folders with a skill named auto-paper-improvement-loop. This page shows the lowest-scoring copy.

• skills/42-wanshuiyin-ARIS/skills/skills-codex/auto-paper-improvement-loop 95/100 · Low risk
• skills/42-wanshuiyin-ARIS/skills/skills-codex-claude-review/auto-paper-improvement-loop 95/100 · Low risk
• skills/42-wanshuiyin-ARIS/skills/skills-codex-gemini-review/auto-paper-improvement-loop 95/100 · Low risk

Install

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

if [ -e ~/.agents/skills/'auto-paper-improvement-loop' ] || [ -L ~/.agents/skills/'auto-paper-improvement-loop' ]; then echo 'A skill folder named auto-paper-improvement-loop already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills' "$d" && git -C "$d" checkout --quiet '8684584e7d1127940f018157d2c579974fae8f79' -- 'skills/42-wanshuiyin-ARIS/skills/auto-paper-improvement-loop' && mkdir -p ~/.agents/skills && cp -R "$d"/'skills/42-wanshuiyin-ARIS/skills/auto-paper-improvement-loop' ~/.agents/skills/'auto-paper-improvement-loop' && 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-paper-improvement-loop' ~/.claude/skills/'auto-paper-improvement-loop' (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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