Autoresearch Agent
Autonomous experiment loop that optimizes any file by a measurable metric.
About this skill
name: autoresearch-agent description: Use when Autonomous experiment loop that optimizes any file by a measurable metric.
Autoresearch Agent
Autonomous experiment loop that optimizes any file by a measurable metric. Inspired by Karpathy's autoresearch. The agent edits a target file, runs a fixed evaluation, keeps improvements (git commit), discards failures (git reset), and loops indefinitely. Use when: user wants to optimize code speed, reduce bundle/image size, improve test pass rate, optimize prompts, improve content quality (headlines, copy, CTR), or run any measurable improvement loop. Requires: a target file, an evaluation command that outputs a metric, and a git repo. — One of 337+ skills in Ali Reza's multi-agent claude-skills collection (Claude, Codex, Gemini, Hermes; ~19k stars).
What you get
- Public GitHub repo (alirezarezvani/claude-skills)
- the autoresearch-agent skill folder with SKILL.md. Part of a 337-skill / 30-agent / 70-command install.
Customize your output
- Fork the repo and adapt the skill's instructions and references to your workflow.
Example output
Activates automatically when your request matches Autoresearch Agent; chains with the other skills, agents, and commands in the collection.
Best for
Creators, builders, and teams using Claude Code.
SKILL.md preview
---
name: autoresearch-agent
description: Use when Autonomous experiment loop that optimizes any file by a measurable metric.
---
# Autoresearch Agent
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