Optimize

by evo-hq

Optimize is an AI Engineering skill for Claude Code, published by evo-hq in evo.

1.4K stars105 forkson evo-hq/evoAdded 2026/08/19+1% in starsRepository updated 2026/07/17

View source on GitHub Download repo ZIP

agent-skillsautonomous-agentsautoresearchclaude-codecode-optimizationcodexevolutionary-algorithmsllm-agents

Install in seconds

Install Optimize

Copy Optimize into your Claude Code skills folder. Run the command in your terminal, or review the source on GitHub before installing.

terminal

npx degit https://github.com/evo-hq/evo/tree/main/scripts/rlm_eval ~/.claude/skills/rlm_eval

Requires Node.js. Downloads this skill only — not the rest of the repository — into your Claude Code skills folder.

Without Node.js

git clone https://github.com/evo-hq/evo.git

Clones the whole repository, then copy the skill’s own directory into your skills folder yourself.

In this catalog

Source file: scripts/rlm_eval/baseline_SKILL.md in evo-hq/evo
Installs to: ~/.claude/skills/rlm_eval
Collection: One of 8 skills cataloged from this repository
Category: AI Engineering — 2451 skills

What Optimize does

Optimize runs the evo optimization loop with parallel subagents until interrupted or the stall limit is reached. Use it after a baseline experiment is committed to evolve code changes against benchmarks and prune dead branches.

Optimize is cataloged under AI Engineering on DirSkills. Optimize comes from a repository tagged agent-skills, autonomous-agents, autoresearch, claude-code and code-optimization.

Documentation

README

Excerpt

Run the evo optimization loop. Each round, the orchestrator writes structured briefs and spawns parallel subagents that execute within them. Each subagent is semi-autonomous: it reads the pointer traces, forms the concrete edit, runs experiments, and can iterate within its branch. Runs until interrupted or the stall limit is reached.

Host conventions

This skill runs on any host that implements the Agent Skills spec. When the body uses generic phrases, apply the host's best-fit equivalent:

This is the opening of the README. Read the full README on GitHub.

Commands Optimize provides

Slash commands named in this skill’s SKILL.md, listed in the order they first appear.

/optimize
/discover

Frequently asked about Optimize

What else does evo-hq publish alongside Optimize?
Optimize is one of 8 skills that DirSkills catalogs from evo-hq/evo, the repository it ships in. Its siblings there include Discover, Evo Report and Evo Subagent Protocol. Each one is a separate skill with its own page in this directory, installs the same way Optimize does, and is maintained by evo-hq in that same repository. The rest of the collection is listed on the evo-hq/evo page.
How does Optimize compare to other AI Engineering skills?
Optimize ranks #1070 by stars among the 2451 AI Engineering skills in this catalog. The most-starred ones next to it are Architecture Decision Records, AI-First Engineering and Agentic OS. DirSkills ranks by the star count of the repository each skill ships in, so that order reflects how popular those repositories are rather than any review of Optimize against them. Open each page to compare what they document and how they install.