Ask a coding agent to "make the UI look premium", and you get whatever it felt like building that day.
I give mine constraints instead.
I keep a list of sites that generate design markdown files for AI builds. Typography, colours, spacing, radius, shadows, components, states, responsive behaviour. A full design system in a single file.
The workflow, before any screen gets built:
Pick a visual direction. Generate the .md against what the product actually does and the outcome it needs to hit. Drop it into Claude Code or Codex or Kimi or Cursor. Use /design to fix what stays consistent across every screen.
Now the agent follows a spec, not a mood.
That file, plus a folder of five or six visual references, is the first thing I prepare before a client build.
The sites:
https://www.typeui.sh/
https://design-md.hyperbrowser.ai/
https://neuform.ai/
https://www.aura.build/
https://www.designmd.supply/
https://open-design.ai/
https://designmd.me/
Enjoy. Build. Ship.
Cheers.