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research-refine

100 / 100 · Low risk

Fine to try.

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

Turn a vague research direction into a problem-anchored, elegant, frontier-aware, implementation-oriented method plan via iterative GPT-6-Astra review. Use when the user says "refine my approach", "帮我细化方案", "decompose this problem", "打磨idea", "refine research plan", "细化研究方案", or wants a concrete research method that stays simple, focused, and top-venue ready instead of a vague or overbuilt idea.

Works with any agent that supports SKILL.md skills.

What this skill can do

We found nothing in the files we read that matches our rules. That does not prove the skill is safe: see the limits of static scanning.

Other copies in this repository

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

• skills/42-wanshuiyin-ARIS/skills/skills-codex/research-refine 100/100 · Low risk
• skills/42-wanshuiyin-ARIS/skills/skills-codex-claude-review/research-refine 100/100 · Low risk
• skills/42-wanshuiyin-ARIS/skills/skills-codex-gemini-review/research-refine 100/100 · Low risk

Install

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

if [ -e ~/.agents/skills/'research-refine' ] || [ -L ~/.agents/skills/'research-refine' ]; then echo 'A skill folder named research-refine 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 "$d" checkout --quiet '8684584e7d1127940f018157d2c579974fae8f79' -- 'skills/42-wanshuiyin-ARIS/skills/research-refine' && mkdir -p ~/.agents/skills && cp -R "$d"/'skills/42-wanshuiyin-ARIS/skills/research-refine' ~/.agents/skills/'research-refine' && 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/'research-refine' ~/.claude/skills/'research-refine' (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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