design-engineer

Audit web interfaces for generic AI design tells and accessibility compliance.

Updated Apr 27, 2026
One-click install
npx skills add https://github.com/badowhp/skill-mania --skill design-engineer-badowhp
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: design-engineer
Source: https://github.com/badowhp/skill-mania/tree/main/plugins/skill-mania/skills/design-engineer
Command: npx skills add https://github.com/badowhp/skill-mania --skill design-engineer-badowhp

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) and references (resource) components.

What problem does it solve?

This Skill eliminates the risk of generic, AI-generated, or default UI that fails to match a product's unique brand, user workflow, and production requirements, which leads to poor user experience, low product differentiation, and avoidable rework.

Core Features & Use Cases

  • End-to-End UI Design & Build: Create product-specific interfaces for websites, apps, dashboards, and components that align with user tasks and brand direction, with full state coverage and verification.
  • Design System Hardening: Define and refine semantic tokens, component contracts, and state models for Tailwind/shadcn systems to eliminate default framework "vibe-coded" feels.
  • Vibe-Coded UI Audits: Identify and prioritize generic AI design tells (purple gradients, default cards, generic marketing copy) with concrete, product-specific replacements.
  • Visual QA & Accessibility Verification: Inspect rendered desktop/mobile states for responsive fit, overlap, clipping, and accessibility compliance before shipping.
  • Use Case Example: Audit a React/Tailwind SaaS dashboard full of generic purple gradients and shadcn card scaffolding to replace with product-specific layouts, tokens, and states that match the brand and user workflow.

Quick Start

Use the design-engineer skill to audit your existing SaaS dashboard for generic AI design tells and get prioritized, concrete fixes to make it product-specific and production-ready.

Frequently Asked Questions about design-engineer

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I audit my UI for generic AI design tells like purple gradients?

To audit for generic AI design tells, inspect your UI for default purple gradients, generic cards, and boilerplate marketing copy. This process identifies vibe-coded elements and provides concrete, product-specific replacements to align with your brand.

What is a semantic token definition in a Tailwind design system?

A semantic token definition in a Tailwind design system maps generic framework values to product-specific meaning, establishing clear component contracts and state models. This hardens the design system to eliminate default framework feels.

How do I verify accessibility compliance and responsive design before shipping?

To verify accessibility compliance and responsive design, inspect rendered desktop and mobile states for overlap, clipping, and fit issues. This visual QA process ensures the web application meets production requirements before shipping.

Can I use this approach to fix a SaaS dashboard built with shadcn scaffolding?

Yes, you can use this approach to fix a SaaS dashboard built with shadcn scaffolding. It audits generic default components and replaces them with product-specific layouts, semantic tokens, and states that match user workflows.

What's the best way to stop AI-generated UI from looking generic?

The best way to stop AI-generated UI from looking generic is to enforce semantic token definition, full state inventory coverage, and visual inspection. This ensures interfaces align with the specific brand and production requirements.