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Updated 6mo ago

by gilbertwuu

Auto-Optimize

An Agent Skill for vibe coding and AI workflow development。Built for when you hit these walls:Vague requirements → no baseline, endless rework、Only one prompt phrasing → can't tell if the problem is you or the model、Model says "looks good" → but features are missing 、great output last time, no idea how to reproduce it.

View on GitHub (opens in a new tab)

85 GitHub stars (85)

Stars gained per day · daily snapshots since Sep 30
Stars gained per day, Sep 30 to Oct 16: 0 in total; the busiest day was Oct 14 with +1 stars.Oct 1: 0 starsOct 2: 0 starsOct 3: 0 starsOct 4: 0 starsOct 5: 0 starsOct 6: 0 starsOct 7: 0 starsOct 8: 0 starsOct 9: 0 starsOct 10: −1 starsOct 11: 0 starsOct 12: 0 starsOct 13: 0 starsOct 14: +1 starsOct 15: 0 starsOct 16: 0 stars
Stars gained between daily snapshots
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  • 1 skill (1 skills found in its SKILL.md files)
  • 14 forks (14 forks)
  • 6mo ago last update (Last updated 6mo ago)

Install

Skills CLI

npx skills add gilbertwuu/Auto-Optimize

Asks which agents to install it for. Add -g to install it for every project.

Claude Code

git clone https://github.com/gilbertwuu/Auto-Optimizecp -r "Auto-Optimize" ~/.claude/skills/Auto-Optimize

Copies the auto-optimize skill into ~/.claude/skills/ for every project (use .claude/skills/ for one project).

Plugin

/plugin marketplace add gilbertwuu/Auto-Optimize

Run inside Claude Code if the repository ships a plugin marketplace, then pick plugins from /plugin.

Skills can run code on your machine — read the SKILL.md first.

What it does

In the author's own words, from each skill's SKILL.md.

  • auto-optimize

    Host-agnostic Agent Skill: double-layer workflow for AI-assisted delivery—requirement specification, multi-prompt outer loop, on-disk inner iterations, phase gates, optional byte-level verify. For any IDE, CLI, or Skill-capable tool (e.g. OpenClaw). Read program.md and docs/verifiability.md before editing delivery artifacts unless waived.

    SKILL.md on GitHub (opens in a new tab)

Review before you install

A skill is a set of instructions and scripts your agent will follow, and it can run code on your machine. Read the SKILL.md and any scripts first — this listing is not a security review.