ClaudSkills / Science & Research / science-misc

UI Autoimprove

Quality score: 70/100 · Category: Science & Research · Sub-category: science-misc

Iteratively improve frontend UI quality through automated grade-fix-verify cycles inspired by Karpathy's autoresearch pattern. Grades the interface, identifies the weakest area, applies targeted fixes, re-grades with an isolated subagent, and keeps or reverts based on score delta. Use when user asks to "auto-improve my UI", "run the improvement loop", "autoresearch my site", "iteratively improve this interface", "grade and fix my UI", "optimize my frontend", or "run ui-autoimprove". NOT for one-off CSS tweaks, single-element changes, or non-UI tasks.

What this skill does

UI Autoimprove is a production-ready Claude Code skill (quality score 70/100) in the science-misc sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/ui-autoimprove/ and loads when your prompt matches the skill's trigger.

When to invoke it: Use when user asks to "auto-improve my UI", "run the improvement loop", "autoresearch my site", "iteratively improve this interface", "grade and fix my UI", "optimize my frontend", or "run ui-autoimprove". NOT for one-off CSS tweaks, single-element changes, or non-UI tasks.

Who uses this skill

The UI Autoimprove skill is built for researchers, data scientists, academics, and analysts working with complex data and scientific literature. It is part of the open ClaudSkills registry, a community-curated catalog of 15,000+ capabilities you can install for Claude Code — the Claude CLI agent.

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/ui-autoimprove
curl -L https://claudskills.com/skills/ui-autoimprove/SKILL.md \
  -o ~/.claude/skills/ui-autoimprove/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/ui-autoimprove/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/ui-autoimprove/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\ui-autoimprove\SKILL.md on Windows. See the full install guide for step-by-step instructions.

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

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Part of ClaudSkills — the open registry for Claude Code skills. · What's New · Install guide · About · llms.txt