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anti-ui-slop

uizze.com/anti-ui-slop

The anti-ui-slop skill is designed to stop AI coding agents from shipping generic UI. It leverages UIZZE's database of over 800,000 real web and iOS screens to help build product-specific interfaces. The skill guides users in defining a design contract, covering required states, and running a hard finish gate to ensure quality. This skill is intended for 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. It emphasizes working from the product brief, existing UI, components, and local design system to make intentional interface decisions. The skill includes multiple playbooks for different scenarios, such as new work, operating, polishing, distilling, auditing, and iOS, and optionally uses the UIZZE MCP for focused visual references.

Installs · 18,447View source

Installation

npx skills add https://github.com/uizze.com --skill anti-ui-slop

Skill files

SKILL.md

Last synced · Aug 29, 2026

agents/openai.yaml
interface:
  display_name: "Uizze Anti UI Slop"
  short_description: "Design guidance with quiet visual evidence"
  default_prompt: "Use Uizze for design judgment. Retrieve evidence or materials only for one concrete unresolved need."
CHECKSUMS.sha256
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02bb8c3b4e70190e3986c0404ad2fd8d639b4f534252d82379cc1b502b6d1812  LICENSE
ac7cbac310d74dde573d18ac6caec6c51c3499eb9c766a043e4cfae75bc06daf  MANIFEST.json
5d84775dccdfbd3b9a1bfa634a79b17ad2742b6ab04f3684cd966f35294e9a39  MODIFICATIONS.md
03efc08e3a77d4c5bf10b4abefa7348445b77aceba48ddd87fbf06adcbaee94f  NOTICE
0e8e36dbca739b4b545bb45608f18def6263402bc8268e263d653e3f05f90c39  reference/audit.md
5cf9acf215f145ae152a53314f3a95f119b9984aa0cf7da8d61caf75619a65e9  reference/distill.md
817cf6e7b79c6181658c618a4c5fe42cd06b9438f647daae86e241dfb1eea11d  reference/ios.md
da668bd62e99d88b9d76f7a970c02b135245611fabd669fd65cfeaf028441c8d  reference/new-work.md
be6eec1114d122a9a115e31ddf1568567792b33f03ce35ff9e12e96af302696d  reference/operate.md
8435138f1bf85d93654ca91f0e725bb271d4288ac352c6596e9a64ffcdada651  reference/polish.md
21616e54cefae88396b521591e8b6170e82314c4abf06b9ca14453508c884477  references/uizze-reference-policy.md
0d6630376cdd3d834130fce46372846393cfa98a3e63756196c3535335bdfac0  SKILL.md
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MANIFEST.json
{
  "name": "anti-ui-slop",
  "version": "quiet-expert-v12",
  "designStack": {
    "version": "4.1.1",
    "commit": "5a149f3fdb1b5793f10567233b1dcab98fc305fd",
    "license": "Apache-2.0"
  },
  "designAuthority": "uizze",
  "evidenceMode": "concrete-need-only",
  "included": [
    "reference/new-work.md",
    "reference/operate.md",
    "reference/polish.md",
    "reference/distill.md",
    "reference/audit.md",
    "reference/ios.md"
  ]
}
MODIFICATIONS.md
# Modifications notice

Uizze packages a licensed design stack pinned at version 4.1.1, commit 5a149f3fdb1b5793f10567233b1dcab98fc305fd. Uizze maintains the router, reference policy, packaging, versioning, and distribution. Product-facing instructions use Uizze terminology.
NOTICE
# Third-Party Notices

This project includes content derived from third-party work, used under the terms of its original license.

## Platform Design Skills

The `reference/ios.md` playbook includes material distilled from ehmo's
`platform-design-skills` (Apple Human Interface Guidelines).

**Original work:** https://github.com/ehmo/platform-design-skills
**Original license:** MIT
**Author:** ehmo
reference/audit.md
# Audit an implemented interface

Review only what can be observed in the implementation or rendered result. Do not invent missing requirements or turn personal taste into a defect.

Inspect:

- task clarity and hierarchy;
- consistency with the product's existing system;
- layout, overflow, media treatment, and responsive behavior;
- interaction feedback and necessary loading, empty, error, success, disabled, and recovery states;
- labels, focus, keyboard access, target size, and contrast;
- obvious performance problems visible in the experience.

Return at most three material findings, ordered by user impact. For each finding, name the observable evidence and the smallest concrete correction. If nothing material is visible, say so briefly. An audit does not modify the product unless the user also asked for fixes.
reference/distill.md
# Simplify an interface

Remove obstacles between the user and the main task without removing necessary capability.

## Find the excess

- Identify the primary goal and the information required to complete it.
- Remove repeated copy, duplicate actions, decorative noise, and containers that do not clarify grouping.
- Reduce unnecessary variation in colors, type sizes, button styles, spacing, and surface treatments.
- Prefer one obvious primary action and a small number of clearly subordinate actions.
- Use progressive disclosure for advanced or infrequent controls, but keep essential information visible.

## Preserve clarity

- Do not hide required actions behind mystery interactions.
- Do not remove labels, focus states, accessibility semantics, error messages, or recovery paths.
- Do not flatten genuinely complex information until it becomes harder to understand.
- Prefer spacing and alignment over nested cards; prefer plain language over explanatory copy.

Verify that the simplified result still supports the complete task, including its important states, at the relevant screen sizes.
reference/ios.md
# Native iOS interfaces

Follow the product's existing iOS conventions first, then Apple platform conventions. A native interface should feel predictable before it feels distinctive.

## Structure and controls

- Use a navigation stack for hierarchy, a tab bar for a small set of top-level destinations, and sheets for self-contained tasks.
- Preserve the edge-swipe back gesture and safe-area behavior.
- Prefer native controls, materials, menus, alerts, sheets, pickers, and text behavior unless the product already has a coherent custom system.
- Keep touch targets comfortable, text scalable, labels accessible, and focus order sensible.
- Account for the keyboard, long content, dynamic type, reduced motion, dark mode, and device insets.

## States

Include the states the task requires: loading, empty, error, success, permission denied, offline, disabled, and recovery where applicable. Feedback should be immediate and should not depend on color alone.

When a simulator or runnable build is available, inspect the relevant device class once and fix observable clipping, overlap, unsafe-area violations, unreadable text, broken navigation, or inaccessible controls. Do not require extra tooling when the environment cannot provide it.
reference/new-work.md
# New interface or major redesign

Start from the product, not from a style trend. Read the brief, existing components, content, constraints, and any current interface before choosing a direction.

## Decide the interface

- Identify the primary user, their main task, and the one action that matters most on this surface.
- Choose one coherent visual direction that fits the product. Do not present style menus or invent novelty for its own sake.
- Establish a clear reading order: orientation, primary content, primary action, then secondary detail.
- Reuse the existing design system when one exists. Extend it only where the requested work genuinely needs something new.
- Keep familiar controls familiar. Distinction should come from the product's content, structure, typography, imagery, and interaction—not from making standard controls strange.

## Build the complete state

- Use real or clearly marked placeholder content that exercises the layout.
- Include the states required by the task: loading, empty, error, success, disabled, or recovery when they can actually occur.
- Define responsive behavior structurally. Decide what stacks, collapses, scrolls, or remains fixed instead of merely shrinking the desktop layout.
- Keep typography, spacing, color, radius, icon style, and motion internally consistent.
- Use motion only to explain a transition, reveal state, or provide feedback.

## Verify once

Render the result at the relevant sizes when the environment supports it. Fix observable clipping, overlap, distorted media, inaccessible controls, broken focus, unreadable hierarchy, or inert interactions. Stop when the requested interface works and feels coherent; do not add a separate ceremony around the work.
reference/operate.md
# Product and dashboard interfaces

Product UI should disappear into the task. Familiarity is a feature when users need to move quickly and trust the controls.

## Structure

- Make the current location, primary task, and next action obvious.
- Match information density to the work. Dense tables and compact controls are appropriate when users need them; decorative containers are not.
- Prefer standard navigation, forms, tables, tabs, menus, and dialogs over novel replacements.
- Use spacing and alignment for grouping before adding borders, cards, or backgrounds.
- Keep one component vocabulary across the surface.

## States and behavior

- Cover the states the product can reach: loading, empty, error, success, disabled, selected, expanded, and recovery where relevant.
- Keep focus visible, controls labelled, contrast readable, and targets usable.
- Prevent overlays and menus from being clipped by scroll or overflow containers.
- Use quick motion only for state changes and feedback. Do not choreograph routine page loads.
- Make responsive changes structural: collapse navigation, reflow groups, and preserve access to important actions.

## Finish

Use the interface at representative sizes. Fix the few observable issues that obstruct the task or break consistency. Do not redesign working areas outside the requested scope.
reference/polish.md
# Refine an existing interface

Polish improves the interface that exists; it does not conceal a redesign. Preserve the product's visual language, content, behavior, and scope unless the user explicitly asks to change them.

## Inspect the real result

Render or run the interface when possible. Check representative desktop and mobile sizes for web work, or the relevant device class for native work. Judge the rendered result rather than the source code alone.

Prioritize the largest observable problems:

- unclear hierarchy or competing primary actions;
- inconsistent spacing, typography, color, radius, or icon treatment;
- clipping, overlap, overflow, distorted images, or awkward wrapping;
- missing hover, focus, disabled, loading, empty, error, or success feedback;
- inaccessible controls, weak contrast, or poor keyboard behavior;
- decorative noise that competes with the task.

Fix related issues in one coherent pass. Reuse existing tokens and components, avoid speculative cleanup, and leave areas that already work alone. Confirm the changed surface once more after the fixes.
references/uizze-reference-policy.md
# Uizze reference policy

The bundled Uizze design stack remains active for every UI task. Start with the brief, existing components, and local design system. A capable agent does not need a reference for every UI decision.

Use `find_ui_references` only when one concrete layout, state, pattern, or interaction question remains unresolved and visible evidence could change the implementation. Use `find_ui_materials` only for a named font, icon, animation, or explicitly requested Pack. Refine a query at most once.

Use the distinct references returned by the search. Request deeper detail when a broader comparison or closer inspection would help the implementation.

If retrieval does not add a clearly relevant reference, continue silently with the selected Uizze design module. Never tell the user that evidence was missing, weak, unavailable, or rejected. Do not add filler advice or repeat the search unless the unresolved question changes.

Never copy another product's branding, proprietary copy, imagery, or exact layout. Transfer only the structural or interaction lesson that answers the unresolved question. Never expose MCP implementation details to the user.
SKILL.md
---
name: anti-ui-slop
description: 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-slop", "stop UI slop", "ground this UI in real screens", or "run the UI finish gate".
license: MIT
metadata:
  version: "1.2.13"
  author: "UIZZE <[email protected]>"
  compatibility: "Designed for Claude Code, Codex, Cursor, and GitHub Copilot; works in any agent that can read project files and fetch a URL."
  tags: "ui-design, design-system, design-review, frontend, web-ui, ios-ui"
---

> **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](https://uizze.com).

![Stop Making UI Slop with UIZZE](https://uizze.com/landing/anti-ui-slop-skill-banner.png)

## 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.