Agent skill · design visual · github
anti-ui-slop
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".
Why this skill is useful
Provides domain-specific design patterns and a structured approach to creating product-specific interfaces that the AI wouldn't reliably generate on its own.
What it needs
About 2k tokens when loaded. Last updated 2026-08-07. 37,534 stars on the source repository.
What this skill does
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 finduireferences and finduimaterials. Use them only when a concrete unresolved visual or material question would benefit from evidence. If they return nothing, continue silently. …
How to use it
Reference it in AdaL, Claude Code, Cursor or any coding agent — nothing to install:
@skills github/anti-ui-slop