Autoresearch Agent

Autonomous experiment loop that optimizes any file by a measurable metric.

Development / Engineeringdevelopmentengineering
by AgentVoltv1.0.0Published 1y ago
Free to sign up · every skill included with AgentVolt Pro

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

SKILL.md
---
name: autoresearch-agent
description: Use when Autonomous experiment loop that optimizes any file by a measurable metric.
---

# Autoresearch Agent

… (sign up to view the full skill)
Sign up to view, copy, and install the full skill