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Stop Making UI Slop · github | DecimalAI

frontendby github

Stop Making UI Slop

github/anti-ui-slop

Source github/awesome-copilot ↗License MIT

Stop Codex, GitHub Copilot, Claude Code, and Cursor from shipping generic UI. Use UIZZE’s public catalogue of 800,000+ real web and iOS screens to extract product-specific design decisions and enforce a hard finish gate for web and iOS interfaces.

SkillScore83Maintained

Automatic

Design & UX Review pack

Last verified 8/30/2026

What it changes

Passed 18 of 22 test cases with the skill, and 9 of 22 without it.

Without skill42%

With skill83%

Checks it passed that the model alone missed

The response limits playbook loading to at most one file.
The response refrains from loading a second playbook file.
The response selects reference/audit.md as the playbook file.

and 8 more in the full report

10 fixed10 passed either way4 still failing0 broke

Pass-rate lift: +42 pp
Tokens: -11%
Agent turns: 0%
Response time: -23%

Model gemini-3.6-flashMeasured 8/30/2026v220 of 24 cases passed with skill · 22 comparable

Tokens, turns and time describe resource use, not a dollar price.

Use this skill

Save it into your project's skills folder. Claude Code picks it up in its next session.

curl -fsSL --create-dirs -o .claude/skills/github-anti-ui-slop/SKILL.md https://app.decimal.ai/s/github-anti-ui-slop/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add github-anti-ui-slop, and start Claude Code with claude --plugin-dir "$(git rev-parse --show-toplevel)/.agents"

1 · One-time — install the CLI (docs ↗)

pip install "decimalai>=0.15"

2 · Get the skill — writes .agents/skills/github-anti-ui-slop/ and pins it in .decimal/skills.lock

decimalai skills add github-anti-ui-slop

No CLI? Get the same file — curl · raw file

curl -fsSL --create-dirs -o .claude/skills/github-anti-ui-slop/SKILL.md https://app.decimal.ai/s/github-anti-ui-slop/SKILL.md

Raw file: /s/github-anti-ui-slop/SKILL.md ↗ · machine-readable summary at /s/github-anti-ui-slop.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 10 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 10

Prompt

We are creating a new profile view for our iPhone app at `iOS/Views/Profile/ProfileHeaderView.swift`. Should we load `reference/new-work.md` and `reference/ios.md` together to build this screen?

What was checked, without and with the skill
Checked	Without skill	With skill
The response selects reference/ios.md as the playbook file.	Passed	Passed
The response refrains from loading a second playbook file.	Missed	Passed

case-07 · gemini-3.6-flash · 8/30/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md47 lines2 files

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.

Stop Making UI Slop with 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.

Track record

Benchmark

18 / 22

test cases passed, vs 9 / 22 without

Adoption

Users: 0
Times used: 0

Safety and source details

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v5 — 8/30/2026

View 15 scanner checks

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

github / awesome-copilot

skills/anti-ui-slop/SKILL.md

View on GitHub ↗

License MITImported 8/30/2026Version v2Bundled 1 file

Other skills for the same job

Published skills whose descriptions closely match this one, with their headline benchmark lift.

More skills from the same source and nearby in the registry, with their headline benchmark lift.

Ready to supercharge your AI agents?

See it in action

What's inside

Stop Making UI Slop

Overview

Prerequisites

Authentication

Work from the product

Load one playbook

Track record

Benchmark

Adoption

SkillSafety

Source

Other skills for the same job

Related skills