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autoresearch

80 / 100 · Low risk

Fine to try.

By leo-kuang-ai/spec-first (GitHub) · coding · 111 stars · scanned at commit 74655dc

Autonomous goal-directed iteration loop: modify, verify, keep/discard against a metric or a checkable success predicate, with bounded cycles, plateau/ceiling backstops, safety-screened commands, and a ship gate that never auto-approves. Use for iterate-and-verify improvement loops, multi-bug zeroing, security hardening loops, and regression-gated shipping. Not for one-shot questions, single-bug diagnosis without a loop (spec-debug), ordinary code review (spec-code-review), implementation planni…

Works with any agent that supports SKILL.md skills.

What this skill can do

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=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/leo-kuang-ai/spec-first' "$d" && git -C "$d" checkout --quiet '74655dc86b1270bb52239e0f8bc9517de7a7071c' -- 'skills/autoresearch' && mkdir -p ~/.agents/skills && cp -R "$d"/'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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