ShaheerKhawaja

Auto Optimize — Development skill for Claude Code

Development community

Self-improving agent optimization — generates challenger variants of any agent/command, benchmarks against baseline, promotes winners, logs learnings to instincts.

How to install Auto Optimize

Installs to ~/.claude/commands/shaheerkhawaja-productionos-auto-optimize.md

Terminal

mkdir -p ~/.claude/commands && curl -fsSL https://raw.githubusercontent.com/ShaheerKhawaja/ProductionOS/HEAD/.claude/commands/auto-optimize.md -o ~/.claude/commands/shaheerkhawaja-productionos-auto-optimize.md

Restart Claude Code, or start a new session, for it to be picked up.

What Auto Optimize does

name: auto-optimize description: "Self-improving agent optimization — generates challenger variants of any agent/command, benchmarks against baseline, promotes winners, logs learnings to instincts. Inspired by Karpathy's autoresearch pattern." arguments:

name: target description: "Agent or command to optimize (e.g., 'code-reviewer', 'security-hardener', '/production-upgrade')" required: true
name: challengers description: "Number of challenger variants to generate (defaul

Alternatives in Development

Andrej Karpathy Skills — 7404 65 1 7.5k ★
Autoresearch — Claude Autoresearch Skill — Autonomous goal-directed iteration for Claude Code 2.5k ★
Evolve — 分析直觉（Instincts）并建议或生成进化的结构 1.9k ★