# meta-optimize

> Analyze ARIS usage logs and propose optimizations to SKILL.md files, reviewer prompts, and workflow defaults.

Analyze ARIS usage logs and propose optimizations to SKILL.md files, reviewer prompts, and workflow defaults. Outer-loop harness optimization inspired by Meta-Harness (Lee et al., 2026). Use when user says "优化技能", "meta optimize", "improve skills", "分析使用记录", or wants to optimize ARIS's own harness components based on accumulated experience.

- Type: Skill
- Made by: wanshuiyin
- Category: AI & agents
- Formats: Skills
- Version: ab76f80
- Source: https://github.com/wanshuiyin/auto-claude-code-research-in-sleep/tree/HEAD/skills/skills-codex/meta-optimize
- Page: https://pluginboard.ai/skills/meta-optimize-wanshuiyin

## Works with

- ChatGPT
- Claude
- Gemini
- GitHub Copilot
- Cursor
- Claude Code
- Codex
- Antigravity
- Gemini CLI
- Replit
- OpenClaw
- OpenCode
- Hermes Agent

## Install

### ChatGPT

In ChatGPT: Download the meta-optimize folder and zip it, then Plugins → Skills → Create → Upload from your computer. Business and Enterprise plans.

View the folder on GitHub: https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/HEAD/skills/skills-codex/meta-optimize

### Claude

In Claude (web or desktop): Download the meta-optimize folder and zip the folder itself, then upload it in Customize → Skills.

View the folder on GitHub: https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/HEAD/skills/skills-codex/meta-optimize

### Gemini

In Gemini: Download the meta-optimize folder, then at gemini.google.com click Customize → Skills → Create → Upload and pick the folder (or a .zip of it).

View the folder on GitHub: https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/HEAD/skills/skills-codex/meta-optimize

### GitHub Copilot

Run in your terminal:

```shell
npx -y degit wanshuiyin/Auto-claude-code-research-in-sleep/skills/skills-codex/meta-optimize ~/.copilot/skills/meta-optimize
```

View the folder on GitHub: https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/HEAD/skills/skills-codex/meta-optimize

### Cursor

Run in your terminal:

```shell
npx -y degit wanshuiyin/Auto-claude-code-research-in-sleep/skills/skills-codex/meta-optimize ~/.cursor/skills/meta-optimize
```

View the folder on GitHub: https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/HEAD/skills/skills-codex/meta-optimize

### Claude Code

Run in your terminal:

```shell
npx -y degit wanshuiyin/Auto-claude-code-research-in-sleep/skills/skills-codex/meta-optimize ~/.claude/skills/meta-optimize
```

View the folder on GitHub: https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/HEAD/skills/skills-codex/meta-optimize

Or all of ARIS, in Claude Code:

```text
/plugin marketplace add wanshuiyin/Auto-claude-code-research-in-sleep
/plugin install aris@aris
```

### Codex

Run in your terminal:

```shell
npx -y degit wanshuiyin/Auto-claude-code-research-in-sleep/skills/skills-codex/meta-optimize ~/.agents/skills/meta-optimize
```

View the folder on GitHub: https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/HEAD/skills/skills-codex/meta-optimize

### Antigravity

In Antigravity: Copy the meta-optimize folder into ~/.gemini/config/skills (Antigravity app and IDE) or ~/.gemini/antigravity-cli/skills (Antigravity CLI).

View the folder on GitHub: https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/HEAD/skills/skills-codex/meta-optimize

### Gemini CLI

Run in your terminal:

```shell
npx -y degit wanshuiyin/Auto-claude-code-research-in-sleep/skills/skills-codex/meta-optimize ~/.gemini/skills/meta-optimize
```

View the folder on GitHub: https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/HEAD/skills/skills-codex/meta-optimize

### Replit

Run in your terminal:

```shell
npx -y degit wanshuiyin/Auto-claude-code-research-in-sleep/skills/skills-codex/meta-optimize .agents/skills/meta-optimize
```

View the folder on GitHub: https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/HEAD/skills/skills-codex/meta-optimize

### OpenClaw

Run in your terminal:

```shell
npx -y degit wanshuiyin/Auto-claude-code-research-in-sleep/skills/skills-codex/meta-optimize ~/.openclaw/skills/meta-optimize
```

View the folder on GitHub: https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/HEAD/skills/skills-codex/meta-optimize

### OpenCode

Run in your terminal:

```shell
npx -y degit wanshuiyin/Auto-claude-code-research-in-sleep/skills/skills-codex/meta-optimize ~/.config/opencode/skills/meta-optimize
```

View the folder on GitHub: https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/HEAD/skills/skills-codex/meta-optimize

### Hermes Agent

Run in your terminal:

```shell
npx -y degit wanshuiyin/Auto-claude-code-research-in-sleep/skills/skills-codex/meta-optimize ~/.hermes/skills/meta-optimize
```

View the folder on GitHub: https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/HEAD/skills/skills-codex/meta-optimize

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From Pluginboard (https://pluginboard.ai).