Every AI-generated UI has the same tell: side-tab borders, purple gradients, bounce easing, dark glows. Plastic. Paul Bakaus — ex-Google, the guy behind jQuery UI — decided to fix it, and the internet agreed hard. impeccable went from launch to 50,000 GitHub stars, hundreds a day.
What it actually is
It’s an open-source design language for your AI coding agent, not another Figma clone. Think of it as a shared vocabulary you hand Claude, Codex, or Cursor: 23 commands — polish, audit, critique, distill, bolder, quieter — plus 60 deterministic detection rules backed by an LLM critique pass. It catches 24 problems. Half are AI slop. The other half are plain design sins: lines too long, padding too tight, tap targets too small, skipped heading levels.
Where the AI hooks in
Ships as an npm package with a CLI and a browser plugin. The rule engine runs pure — no LLM, no API key — so you can lint any page for free. Plug it into Claude or OpenAI as a skill and your agent stops shipping amateur-hour interfaces. That’s the whole pitch, and it landed.
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