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autoresearch

100 / 100 · Low risk

Fine to try.

By adriannoes/awesome-agentic-ai (GitHub) · coding · 99 stars · scanned at commit e797ed5

Autonomously optimize any Claude Code skill by running it repeatedly, scoring outputs against binary evals, mutating the prompt, and keeping improvements. Based on Karpathy's autoresearch methodology. Use when: optimize this skill, improve this skill, run autoresearch on, make this skill better, self-improve skill, benchmark skill, eval my skill, run evals on. Outputs: an improved SKILL.md, a results log, and a changelog of every mutation tried.

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.

Install

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

if [ -e ~/.agents/skills/'autoresearch' ] || [ -L ~/.agents/skills/'autoresearch' ]; then echo 'A skill folder named autoresearch already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/adriannoes/awesome-agentic-ai' "$d" && git -C "$d" checkout --quiet 'e797ed58cfe6dd6453fe7632f89d7226d203f6f6' -- 'cursor-claude-codex/skills/autoresearch' && mkdir -p ~/.agents/skills && cp -R "$d"/'cursor-claude-codex/skills/autoresearch' ~/.agents/skills/'autoresearch' && 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/'autoresearch' ~/.claude/skills/'autoresearch' (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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