anti-ui-slop
Stops coding agents from creating generic user interfaces. It uses real-world examples to build product-specific interfaces, ensuring high-quality design before release.
What it does
This tool helps create user interfaces (app or website screens) that are unique to your product, rather than generic. It uses examples of real screens to guide the design.
When to use it
- ✓When creating a new screen for an app or website.
- ✓When redesigning an existing screen.
- ✓When reviewing a screen's design before launching it.
Example of what to ask your AI
“I want to create the login screen for my music app, using my website's style.”
Want more? Open the sections below.
How to use
The easiest way: copy the message below and paste it into Claude, ChatGPT, Cursor or any AI. It reads the skill and follows the instructions.
Skill link
Ready-to-paste message
How it works
The tool analyzes what you already have (like your brand's logo and colors) and seeks inspiration from thousands of real screens to suggest a design that matches your product.
Installation
Easiest way: copy the skill link and paste it into Claude, ChatGPT or Cursor asking it to follow the instructions.
In the terminal (Claude Code, Codex, Cursor), in your project folder:
npx skills add github/awesome-copilot --skill anti-ui-slopOr download just the file:
curl -L https://raw.githubusercontent.com/github/awesome-copilot/main/skills/anti-ui-slop/SKILL.md -o SKILL.mdTechnical content (original SKILL.md)
Original text by the author, straight from GitHub.
Stop AI coding agents from shipping generic UI.
Stop Making UI Slop
Build product-specific UI with 800,000+ real web and iOS screens via UIZZE.

Overview
Use the product brief, existing UI, components, and local design system to make intentional interfaces. Uizze supplies focused design guidance and, when useful, a small number of relevant visual references.
Prerequisites
- A screen or component to build, redesign, or review — a file path or a short description.
- The product's existing components, design tokens, and visual language, so the build extends them instead of inventing a new system.
- Optional access to the paid Uizze MCP for focused references and hosted materials.
Authentication
- The free skill and public catalogue work without an account, token, MCP connection, dependency, script, or executable.
- The optional full UIZZE MCP may use the host's normal connection and authentication flow. Never claim it is connected without an actual host result.
Work from the product
Read the brief, existing UI, components, tokens, and constraints before designing. They always outrank this skill. Keep familiar interaction conventions and make the product's own objects, workflow, and priorities visually clear. Do not add novelty for its own sake.
Load one playbook
Choose at most one file for the current request:
- New interface or major redesign:
reference/new-work.md - Product or dashboard work:
reference/operate.md - Refinement and polish:
reference/polish.md - Simplification or distillation:
reference/distill.md - Explicit audit:
reference/audit.md - Native iOS work:
reference/ios.md
Do not load a second playbook. Apply judgment rather than treating its examples as a checklist.
Optional Uizze evidence
Read references/uizze-reference-policy.md before using the paid MCP. It exposes exactly find_ui_references and find_ui_materials. Use them only when a concrete unresolved visual or material question would benefit from evidence. If they return nothing, continue silently.
Finish
Complete the requested scope. When the environment supports it, render and inspect once. Fix observable breakage such as clipping, overlap, distorted media, inaccessible controls, or inert interactions. Keep the handoff concise.
FAQ
Do I need to pay to use it?
The basic version is free and doesn't require registration. There is a paid version with more features.
Do I need to install anything?
No, the tool works directly with the AI agent you are using, without needing to install anything.
What are 'playbooks'?
These are guides with examples and suggestions for different types of work, such as creating something new, improving what already exists, or simplifying a design.
Details
Original description by the author
Stop coding agents from shipping generic UI. Use UIZZE''s 800,000+ real web and iOS screens to build product-specific interfaces, define a design contract, cover required states, and run a hard finish gate. Use when designing, implementing, redesigning, critiquing, or pre-ship reviewing a web or iOS interface in Codex, Claude Code, Cursor, Copilot, or another coding agent. Trigger with "anti-ui-sl
repo: github/awesome-copilot
Popularity
- GitHub stars
- 40k
- Ranking position
- #4993
- License
- MIT
- Updated
- 10/15/2026
Comments
- …
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