Data & AI
anti-ui-slop - Claude MCP Skill
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".
SEO Guide: Enhance your AI agent with the anti-ui-slop tool. This Model Context Protocol (MCP) server allows Claude Desktop and other LLMs to stop coding agents from shipping generic ui. use uizze's 800,000+ real web and ios screens to build ... Download and configure this skill to unlock new capabilities for your AI workflow.
Documentation
SKILL.md> **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).  ## 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.
Signals
Information
- Repository
- github/awesome-copilot
- Author
- github
- Last Sync
- 9/6/2026
- Repo Updated
- 9/5/2026
- Created
- 7/21/2026
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