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meta-optimize

95 / 100 · Low risk

Fine to try.

By wanshuiyin/Auto-claude-code-research-in-sleep (GitHub) · research · 19,020 stars · scanned at commit 8f49392

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.

Works with any agent that supports SKILL.md skills.

What this skill can do

Other copies in this repository

wanshuiyin/Auto-claude-code-research-in-sleep has 1 more folder with a skill named meta-optimize. This page shows the lowest-scoring copy.

• skills/meta-optimize 97/100 · Low risk

Install

Paste this into your terminal. It downloads exactly the version we scanned, not whatever is newest.

if [ -e ~/.agents/skills/'meta-optimize' ] || [ -L ~/.agents/skills/'meta-optimize' ]; then echo 'A skill folder named meta-optimize already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep' "$d" && git -C "$d" checkout --quiet '8f493923f28c3f991dcca1287db97aa780d0969b' -- 'skills/skills-codex/meta-optimize' && mkdir -p ~/.agents/skills && cp -R "$d"/'skills/skills-codex/meta-optimize' ~/.agents/skills/'meta-optimize' && rm -rf "$d"; fi

Codex reads ~/.agents/skills directly. For Claude Code, Cursor, Copilot, Gemini CLI, Antigravity or OpenCode, also link it. For Claude Code: ln -s ~/.agents/skills/'meta-optimize' ~/.claude/skills/'meta-optimize' (other agents: ~/.cursor/skills, ~/.copilot/skills, ~/.gemini/skills, ~/.gemini/config/skills, ~/.config/opencode/skills). Or install through the finder skill, which does both.

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