anti-ui-slop

Detect and remediate AI-generated UI anti-patterns in frontend source code.

1|Updated Mar 12, 2026
One-click install
npx skills add https://github.com/discountry/ritmex-skills --skill anti-ui-slop
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: anti-ui-slop
Source: https://github.com/discountry/ritmex-skills/tree/main/skills/anti-ui-slop
Command: npx skills add https://github.com/discountry/ritmex-skills --skill anti-ui-slop

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

AI-generated frontend UIs often feature generic, convergent design patterns that look unoriginal, unpolished, and obviously machine-made, failing to align with a product's unique brand, audience, and context. This Skill eliminates those telltale "AI slop" patterns and ensures all UI design choices are intentional and product-specific.

Core Features & Use Cases

  • Dual-pattern detection: Identifies both objective quality violations (low contrast, broken images, tiny text, cramped padding) and context-dependent AI "slop tells" (overused fonts, purple gradients, generic card grids, italic serif hero headlines, etc.)
  • Cross-framework support: Works on HTML, CSS, JSX/TSX, Vue, Svelte, and Tailwind code via static source analysis, with no need for a browser, external tools, or runtime dependencies.
  • Use cases: Review existing UI code to remove AI-generated tells, polish new UI to avoid generic patterns, fix interfaces that users flag as looking "AI-generated" or "sloppy", and enforce deliberate design decisions aligned with product context.

Quick Start

Use the anti-ui-slop skill to review the product landing page UI code, remove all AI-generated design patterns, and ensure every design choice aligns with the brand's technical, utilitarian identity for logistics users.

Frequently Asked Questions about anti-ui-slop

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

FAQPage Schema
How do I detect and fix AI slop patterns in frontend UI code?

To detect and fix AI slop in frontend UI code, analyze HTML, CSS, JSX/TSX, Vue, Svelte, and Tailwind source files to identify generic design patterns and replace them with deliberate, product-specific choices using static source analysis.

What are common AI-generated UI anti-patterns in web design?

Common AI-generated UI anti-patterns include objective quality violations like low contrast and cramped padding, alongside context-dependent slop tells such as overused fonts, purple gradients, generic card grids, and italic serif hero headlines that look machine-made.

Can I review Vue and Tailwind code for generic design patterns without a browser?

Yes, you can review Vue and Tailwind code without a browser, external tools, or runtime dependencies. The process uses static source code analysis to directly evaluate frontend implementations for generic, unoriginal design choices.

How do I polish new UI development to avoid machine-looking interfaces?

To polish new UI development and avoid machine-looking interfaces, review frontend source code during development to enforce deliberate design decisions aligned with the product's unique brand, audience, and context rather than generic defaults.

Does static source analysis work for detecting low contrast and broken images in frontend code?

Yes, static source analysis works for detecting objective UI quality violations like low contrast, broken images, tiny text, and cramped padding by evaluating HTML, CSS, and framework-specific source code directly without requiring a browser runtime.