Optim Agent

Use when the user wants to optimize configurable system parameters against a measurable scalar objective, especially for model training, inference, quantitative strategies, reinforcement learning, scientific workflows, or other expensive black-box evaluations where reading the project can improve trial selection.

798 stars 42 forksAI, LLMs & Agents

Install

skills CLI (Claude Code, Cursor, Codex and more)
npx skills add Optim-Agent/optim-agent --skill optim-agent
Manual install
git clone --depth 1 https://github.com/Optim-Agent/optim-agent.git /tmp/optim-agent
mkdir -p ~/.claude/skills
cp -r /tmp/optim-agent/. ~/.claude/skills/optim-agent

Personal skills live in ~/.claude/skills. Use .claude/skills in a project folder to share a skill with your team.

From the SKILL.md

# optim-agent

Act as the sampler inside any coding-agent session: Claude Code, Codex,
OpenCode/OpenClaw, or another agent that can read project files and run shell
commands. Read the project to understand parameter meaning and interactions,
propose one configuration, run the real evaluator, and record the result
through optim-agent's ask/tell API. Let the measured objective, not the agent's
intuition, decide what works.

## Load the workflow

Use this file as the operating guide for the active coding agent. In Codex, it
can be installed directly from GitHub:

```text
$skill-installer install https://github.com/Optim-Agent/optim-agent
```

In Claude Code, OpenCode/OpenClaw, or another coding-agent environment, place
this repository or `SKILL.md` in the agent-visible workspace and ask the agent
to follow the optim-agent workflow. The workflow does not depend on Codex-only
APIs; it needs file access, shell access, and Python.

Ensure the Python package is importable. Choose one source; do not install both:

```bash
# Stable release from PyPI
python -m pip install optim-agent

# Latest source from GitHub
python -m pip install "optim-agent @ git+https://github.com/Optim-Agent/optim-agent.git"
```

For a reproducible GitHub install, append `@<tag-or-commit>` after `.git`.

## Workflow

1. **Understand the system.** Read the evaluation entry point and every file
   that defines the target parameters. Record each parameter's type, legal
Read the full skill on GitHub

Details

Skill name
optim-agent
Repository
Optim-Agent/optim-agent
License
MIT
Repo updated
14 August 2026
Listed in
VoltAgent/awesome-agent-skills

FAQ

What does the Optim Agent skill do?

Use when the user wants to optimize configurable system parameters against a measurable scalar objective, especially for model training, inference, quantitative strategies, reinforcement learning, scientific workflows, or other expensive black-box evaluations where reading the project can improve trial selection.

How do I install the Optim Agent skill?

skills CLI (Claude Code, Cursor, Codex and more): npx skills add Optim-Agent/optim-agent --skill optim-agent. Skills go in ~/.claude/skills (personal) or .claude/skills (project), and Claude loads them automatically when a task matches the description.

Is Optim Agent popular?

It lives in Optim-Agent/optim-agent, which has 798 GitHub stars and 42 forks, and is included in 1 curated skill list.

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