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ComeOnOliver/skillshub

Use when creating UI designs to avoid generic "AI slop" aesthetics. Enforces distinctive typography, cohesive color systems, purposeful motion, and atmospheric backgrounds. Critical for landing pages, dashboards, and branded interfaces.

skillshub 是什么?

skillshub is a Claude Code agent skill that use when creating UI designs to avoid generic "AI slop" aesthetics. Enforces distinctive typography, cohesive color systems, purposeful motion, and atmospheric backgrounds. Critical for landing pages, dashboards, and branded interfaces.

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Frontend Aesthetics Skill

When to Use

ALWAYS use this skill when:

  • Creating landing pages or marketing sites
  • Designing dashboards or admin interfaces
  • Building branded UI components
  • Reviewing designs for distinctiveness
  • Implementing visual polish and animations

DO NOT use when:

  • Working on backend/API code
  • Writing tests
  • Quick prototypes that won't ship

The Problem: Distributional Convergence

Claude defaults to generic designs because safe, universally-acceptable choices dominate training data. This creates the "AI slop aesthetic":

  • Inter/Roboto fonts everywhere
  • Purple/blue gradients
  • Minimal animations
  • Flat, lifeless backgrounds
  • Evenly-distributed color palettes

This skill provides specific alternatives to break free from defaults.

Core Principles

  • True dark themes (not gray - actual dark tones)
  • Single accent color - pick one and use it consistently
  • Professional, actionable UI - data-dense, not decorative
  • Subtle depth - layered backgrounds, not flat

Four Design Vectors

1. Typography

Avoid: Inter, Roboto, Arial as PRIMARY fonts (they're fine as fallbacks)

Distinctive Alternatives:

/* Headings: Bold, distinctive */
--font-heading: 'Plus Jakarta Sans', 'Bricolage Grotesque', sans-serif;

/* Body: Clean, readable */
--font-body: 'Inter Variable', system-ui;

/* Code/Data: Monospace with character */
--font-mono: 'JetBrains Mono', 'Fira Code', monospace;

/* Other distinctive options */
/* Modern/Tech: Space Grotesk, Outfit, Manrope */
/* Premium: Playfair Display, Cormorant */
/* Friendly: Nunito, Quicksand, Poppins */

Weight Contrasts:

// DO: Extreme weight variation
<h1 className="text-4xl font-black">Dashboard</h1>  // 900
<p className="text-base font-light">Subtitle</p>    // 300

// DON'T: Minimal variation
<h1 className="text-2xl font-semibold">Dashboard</h1>  // 600
<p className="text-base font-medium">Subtitle</p>      // 500

Size Hierarchy:

// DO: Clear visual hierarchy
<h1 className="text-5xl">Main Heading</h1>   // 48px
<h2 className="text-2xl">Section</h2>        // 24px
<p className="text-sm">Body text</p>         // 14px

// DON'T: Unclear hierarchy
<h1 className="text-xl">Main Heading</h1>    // Too small
<h2 className="text-lg">Section</h2>         // Too similar

2. Color System

Principles:

  • True dark base - Use near-black, not gray (avoid gray-900, slate-900)
  • Single accent color - Pick ONE brand color for primary actions
  • Semantic colors - Green=success, Amber=warning, Red=error
  • Text hierarchy - Primary (bright), secondary (muted), disabled (dim)

Color Application:

// DO: Dominant background + single accent
<div className="bg-neutral-950">
  <Button className="bg-brand-500 hover:bg-brand-400">
    Primary Action
  </Button>
</div>

// DON'T: Evenly distributed colors (rainbow soup)
<div className="bg-gray-900">
  <Button className="bg-blue-500">Action 1</Button>
  <Button className="bg-green-500">Action 2</Button>
  <Button className="bg-purple-500">Action 3</Button>
</div>

// DO: Define CSS variables for your brand
:root {
  --bg-base: /* your true dark */;
  --bg-surface: /* slightly lighter */;
  --accent: /* your brand color */;
  --accent-hover: /* lighter variant */;
}

3. Motion & Animation

Principles:

  • Use CSS for simple transitions
  • Use Framer Motion for orchestrated animations
  • Focus on high-impact moments (page load, state changes)
  • Stagger reveals for lists

CSS-Only Patterns:

// DO: Smooth, purposeful transitions
<Button className="transition-all duration-200 ease-out hover:scale-105 hover:shadow-lg hover:shadow-brand-500/20">
  Hover Me
</Button>

// DO: Staggered list reveals
<div className="animate-in fade-in slide-in-from-bottom-4 duration-500 delay-100">
  Item 1
</div>
<div className="animate-in fade-in slide-in-from-bottom-4 duration-500 delay-200">
  Item 2
</div>

Framer Motion Patterns:

import { motion } from 'framer-motion'

// DO: Orchestrated page load
const container = {
  hidden: { opacity: 0 },
  show: {
    opacity: 1,
    transition: { staggerChildren: 0.1 }
  }
}

const item = {
  hidden: { opacity: 0, y: 20 },
  show: { opacity: 1, y: 0 }
}

<motion.div variants={container} initial="hidden" animate="show">
  {items.map(i => (
    <motion.div key={i} variants={item}>{i}</motion.div>
  ))}
</motion.div>

// DON'T: Static, lifeless pages
<div>{items.map(i => <div key={i}>{i}</div>)}</div>

4. Backgrounds & Depth

Avoid: Solid colors, flat backgrounds

Patterns:

// DO: Layered gradients with atmospheric depth
<div className="relative bg-neutral-950">
  {/* Gradient orb using brand color */}
  <div className="absolute top-0 right-0 w-96 h-96 bg-brand-500/10 rounded-full blur-3xl" />

  {/* Secondary subtle orb */}
  <div className="absolute bottom-0 left-0 w-64 h-64 bg-brand-500/5 rounded-full blur-2xl" />

  {/* Content */}
  <div className="relative z-10">
    {children}
  </div>
</div>

// DO: Subtle grid patterns
<div className="bg-neutral-950 bg-[linear-gradient(to_right,rgb(255_255_255/5%)_1px,transparent_1px),linear-gradient(to_bottom,rgb(255_255_255/5%)_1px,transparent_1px)] bg-[size:64px_64px]">
  {children}
</div>

// DO: Card elevation with glow
<Card className="bg-neutral-900 border border-white/5 shadow-xl shadow-black/50 hover:shadow-brand-500/10 transition-shadow">
  {content}
</Card>

Anti-Patterns (The "Slop" List)

NEVER do these:

Anti-PatternWhy It's BadWhat To Do Instead
Inter font everywhereGeneric, immediately recognizable as AIUse distinctive fonts (Plus Jakarta Sans, etc.)
bg-gray-900Gray, not true darkUse bg-neutral-950 or custom true dark
Purple/blue gradientsOverused AI aestheticUse single brand accent, solid colors
Equal color distributionNo visual hierarchyDominant color + one accent
No animationsLifeless, staticAdd purposeful micro-interactions
Rounded-full everywhereChildish, unprofessionalMix rounded-lg with sharp corners
White cards on dark bgToo much contrastUse subtle elevation with soft borders
Generic iconsNo brand identityUse Lucide with consistent stroke width

Component Styling Examples

Dashboard Card

// Professional dashboard style (use your brand color for accent)
<Card className="bg-neutral-900 border border-white/5 rounded-xl p-6 hover:border-brand-500/20 transition-colors">
  <CardHeader className="pb-2">
    <CardTitle className="text-lg font-semibold text-white flex items-center gap-2">
      <Activity className="w-5 h-5 text-brand-400" />
      System Status
    </CardTitle>
  </CardHeader>
  <CardContent>
    <div className="text-3xl font-bold text-white">98.7%</div>
    <p className="text-sm text-zinc-400">Uptime this month</p>
  </CardContent>
</Card>

Button Hierarchy

// Primary - brand color, prominent
<Button className="bg-brand-500 hover:bg-brand-400 text-white font-medium">
  Create Project
</Button>

// Secondary - ghost with border
<Button variant="outline" className="border-white/10 hover:bg-white/5 text-zinc-300">
  Cancel
</Button>

// Destructive - red, serious (semantic color)
<Button variant="destructive" className="bg-red-500/10 hover:bg-red-500/20 text-red-400 border border-red-500/20">
  Delete
</Button>

Data Table

// Professional data display
<Table className="bg-neutral-900 rounded-xl border border-white/5">
  <TableHeader>
    <TableRow className="border-white/5 hover:bg-white/5">
      <TableHead className="text-zinc-400 font-medium">Project</TableHead>
      <TableHead className="text-zinc-400 font-medium">Status</TableHead>
    </TableRow>
  </TableHeader>
  <TableBody>
    <TableRow className="border-white/5 hover:bg-white/5">
      <TableCell className="text-white font-medium">My Project</TableCell>
      <TableCell>
        <Badge className="bg-green-500/10 text-green-400 border-green-500/20">
          Active
        </Badge>
      </TableCell>
    </TableRow>
  </TableBody>
</Table>

Validation Checklist

Before completing any UI work, verify:

  • Typography: Not using Inter/Roboto as primary font
  • Colors: Using true dark, not gray (gray-900, slate-900)
  • Accents: Single brand color used consistently for actions
  • Motion: Page has at least one meaningful animation
  • Depth: Background has gradients or patterns, not flat
  • Hierarchy: Clear visual weight differences (text, buttons)
  • Consistency: All components follow established design system

Supporting Files

  • typography-guide.md - Complete font pairing reference
  • motion-patterns.md - Framer Motion recipes and CSS animations
  • anti-patterns.md - Expanded examples of what to avoid

Design Token Standard

This skill aligns with DTCG 2025.10 (Design Tokens Community Group) format:

  • File extension: .tokens.json
  • Properties prefixed with $ ($value, $type, $description)
  • Three-tier architecture: Core → Semantic → Component

See W3C DTCG Specification

Resources

Individual skills in this repo

This repo contains 20 individual skills — each has its own dedicated page.

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ComeOnOliver/skillshub

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The Design System, Theme, and UX rules for the Physical AI Hub.

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Comprehensive frontend development skill for building modern, performant web applications using ReactJS, NextJS, TypeScript, Tailwind CSS. Includes component scaffolding, performance optimization, bundle analysis, and UI best practices. Use when developing frontend features, optimizing performance, implementing UI/UX designs, managing state, or reviewing frontend code.

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Build Next.js 16 applications with correct patterns and distinctive design. Use when creating pages, layouts, dynamic routes, upgrading from Next.js 15, or implementing proxy.ts. Covers breaking changes (async params/searchParams, Turbopack, cacheComponents) and frontend aesthetics. NOT when building non-React or backend-only applications.

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Next.js 16+ uses App Router with Server Components by default. Client Components are only used when interactivity is needed (hooks, event handlers, browser APIs).

ComeOnOliver/skillshub

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ComeOnOliver/skillshub

Use when working with Next.js App Router tasks - creating pages in /app/, setting up dynamic routes ([id]/page.tsx), implementing nested layouts/templates (layout.tsx), optimizing Server/Client components, or building ERP role-based pages (admin/teacher/student dashboards). Auto-use for all /app/ directory operations, dynamic routing, and App Router-specific features.

ComeOnOliver/skillshub

Apple-inspired clean, minimal, premium UI design. Use when building modern interfaces requiring exceptional UX, clean aesthetics, or Apple-like polish. Triggers on: clean UI, modern design, Apple style, minimal, premium, user-friendly, UX.

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