anti-ui-slop – Design & UI skill for AI agents

Stop Making UI Slop

Build product-specific UI with 800,000+ real web and iOS screens via

[UIZZE](https://uizze.com).

Overview

Use the product brief, existing interface, components, and local design system

before reaching for outside references. UIZZE evidence is optional: it should

answer a concrete visual question, not turn every interface task into a research

project.

When to Use

Use this skill when designing, implementing, redesigning, critiquing, or doing a

pre-ship review of a web or iOS interface.

Work From the Product

1. Identify the screen's real job, primary user and action, required content,

and important loading, empty, error, success, disabled, and permission states.

2. Reuse the repository's components, semantic tokens, typography, spacing, and

interaction conventions before adding a new abstraction or visual language.

3. For a new interface or major redesign, write a short design contract covering

hierarchy, workflow shape, allowed components, required states, responsive

behavior, and observable acceptance criteria. Keep smaller changes smaller.

4. Use product-specific labels and data. Do not invent metrics, activity,

testimonials, users, or placeholder workflows to make a layout look complete.

Optional UIZZE Evidence

The free skill and public catalogue work without an account, token, dependency,

script, or executable. If a concrete unresolved visual question would benefit

from evidence, use the smallest relevant set of screens or materials.

The optional authenticated UIZZE MCP exposes exactly find_ui_references and

find_ui_materials. Use it only when those tools are actually available. If a

search returns nothing, continue silently from repository evidence. Never claim

an MCP-backed result that was not returned by the host.

Treat references as evidence, not templates. Transfer useful decisions about

hierarchy, density, navigation, controls, responsive behavior, and state

handling; never copy another product's branding, proprietary text, imagery, or

exact layout.

Install the current free skill directly from its canonical source:

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

Finish

When the environment supports it, render and inspect the result once. Fix

observable breakage such as clipping, overlap, distorted media, inaccessible or

inert controls, missing required states, and unintentional responsive behavior.

Run the project's normal checks and keep the handoff concise.

Limitations

• This workflow does not replace product validation, accessibility review,

security review, or project-specific tests.

• UIZZE evidence is optional and may legitimately return no useful result.
• A reference is not permission to copy another product's identity or assets.