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critique

Score Nielsen heuristics and detect AI-generated design anti-patterns in user interfaces.

Updated Apr 3, 2026
Search Tags:#cognitive load#nielsen heuristics#ux critique#persona testing#design scoring#ai slop detection
One-click install
npx skills add https://github.com/yahya-azeem/Pokedex --skill critique-yahya-azeem
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: critique
Source: https://github.com/yahya-azeem/Pokedex/tree/main/library/impeccable/skills/critique
Command: npx skills add https://github.com/yahya-azeem/Pokedex --skill critique-yahya-azeem

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This Skill helps you evaluate and improve a UI design by diagnosing UX quality issues—like hierarchy, structure, cognitive load, and AI-generated “slop”—and turning them into prioritized, actionable feedback.

Core Features & Use Cases

  • Design health scoring: Rates Nielsen’s 10 heuristics with honest 0–4 scoring to produce an overall quality baseline.
  • AI slop detection: Checks whether the design looks like typical AI-generated UI using the anti-patterns from the frontend-design guidance.
  • Persona-based red-flag testing: Tests the experience through multiple persona lenses (e.g., Alex/Jordan/Sam) to surface failure modes by user type.
  • Priority issues with severity: Produces a ranked list of fixes tagged P0–P3 with concrete remediation steps and a recommended command.

Quick Start

Run critique when the user asks for a UX review of a page, component, or design so the Skill can score it and propose prioritized fixes.

Frequently Asked Questions about critique

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

FAQPage Schema
How do I get a UX critique for a user interface design?▼

A UX critique evaluates your interface by scoring Nielsen heuristics, assessing cognitive load, and detecting AI slop anti-patterns. It produces persona-based red flags and a ranked list of prioritized, actionable design fixes.

What is AI slop detection in UI design?▼

AI slop detection identifies typical AI-generated UI anti-patterns by checking your design against established frontend-design guidance. It flags generic visual structures and low-quality interface components that indicate automated generation.

How are design issues prioritized during a UX evaluation?▼

Design issues are prioritized using severity tags from P0 to P3. The evaluation produces a ranked list of fixes paired with concrete remediation steps and recommended commands, ensuring critical usability failures are addressed first.

Can I test my interface flow using different user personas?▼

Yes, you can test interface flows using persona-based red-flag testing. The evaluation analyzes the emotional journey and accessibility through multiple persona lenses, such as Alex, Jordan, or Sam, to surface failure modes by user type.

Does a UX critique require a specific design context preparation?▼

Yes, UX critique requires following a design-context preparation protocol via frontend-design, or teach-impeccable when missing. This setup ensures the interface has sufficient structural context for accurate heuristic scoring and cognitive load assessment.

What is the best way to evaluate Nielsen heuristics for a web page?▼

The best way to evaluate Nielsen heuristics is through a data-backed 0–4 scoring system that produces an overall quality baseline. This method assesses hierarchy, structure, and microcopy to generate honest design health metrics and actionable improvements.

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