AI UI Slop Checker Agent Skill

Audits and refines user interfaces to eliminate generic AI-generated aesthetic tropes, unreasoned tokens, and cliché template styling.

Context cost
1.1k tokensestimated from the bundle, loaded when it triggers
Bundle
2 files · 4.6 kBtext throughout, nothing executable
Licence
MIT. See LICENSE.txt for full terms.the author’s own terms
Last change
—v1.0.0
Servers it uses
Noneruns standalone

What it does

审查并消除界面中缺乏设计依据的“AI 模板味”,包括滥用渐变和 emoji、默认 SaaS 卡片、无理由的常见字体、散乱色值与间距,以及千篇一律的暖色编辑风。用户要求“去 AI 味”“检查模板感”“让设计更有辨识度”或点名 ai-slop 时使用;已有品牌规范优先于本 Skill 的风格偏好。

What this skill changes about the agent has not been set out here as a list. Its SKILL.md, shown below, says it in the author’s own words.

design
Filed under

Design & Media

The skill itself

A skill is instructions the model reads, so you can see what you are getting: below is the start of its SKILL.md. The front matter loads with every session, the body loads when the skill triggers, and the whole file comes with the install.

SKILL.md3.5 kB · preview
--- name: ai-slop-check license: MIT. See LICENSE.txt for full terms. metadata: author: Onevium version: "1.0.0" ---
10# AI 模板味审查
11
12识别没有品牌、内容或交互理由支撑的视觉默认值。目标是恢复设计意图,不是把某种个人审美强加给所有产品。
13
14## 审查边界
15
16- 先读取用户点名的页面、样式、设计 token 和品牌资料;不要只看截图或单个 CSS 片段就下结论。
17- 品牌明确要求的字体、渐变、颜色或卡片形式不是问题。
18- 用户只要求审查时仅报告;用户明确要求修改时再替换,并保持功能和信息层级不变。
19
20## 检查项
21
221. **渐变**:优先使用设计系统中的纯色或同色系双节点渐变。质疑彩虹、多色和饱和紫粉渐变,除非它们有品牌或内容理由。
232. **Emoji**:只保留品牌化、功能性或用户指定的 emoji。标题、按钮和列表前的装饰性 emoji 应换成正式图标或更好的排版层级。
243. **卡片**:阴影、细边框或背景分层应有统一规则。不要把“圆角卡片 + 粗左边框”当作所有内容的默认外观;左边框应承担提示、状态等语义。
254. **图片与插画**:优先真实且有权使用的素材、专业插画或诚实占位符。不要把临时 SVG 装饰伪装成最终品牌资产。
265. **字体**:字体必须能解释其品牌和媒介选择。Inter、Roboto、Arial、系统栈或常见展示衬线体不是天然错误,但不能无理由地作为静默默认值。
276. **黑白与色值**:纯白/纯黑属于风格判断而非硬错误。重点检查色值是否来自 token、品牌或协调色板,以及是否存在多个近似但无归属的颜色。
287. **间距**:优先复用现有 4px/8px 或项目自有尺度,指出无依据的离散值;不要机械修改有光学对齐理由的例外。
This is a preview of SKILL.md. Download or install the skill to get the whole thing.
In the file
SKILL.md103 words
Files2
LicenceMIT. See LICENSE.txt for full terms.
Why you can read it

Nothing in a skill executes. The client loads the text and the model follows it, so a skill can be audited the way a runbook is — by reading it.

What it costs in context

Skills are not billed by the call. They are paid for in context: every token the instructions occupy is a token your code, your diff and your conversation cannot use. Here is what this one takes and when it takes it.

≈70
always loaded
The name and description, so the model knows the skill exists and when to reach for it.
1,080
on trigger
The instruction body and 1 supporting file, read only when the skill fires.
0.57%
of a 200k window
Ten skills this size would take about 6% of the window before you open a file.
050k100k150k200k context window

1.1k tokens, estimated from the bundle at four bytes to the token, held for the rest of the session once it triggers. Small enough to keep loaded permanently without thinking about it.

Servers bill, skills cost

A server charges by the month. A skill charges once per session, in context, and then keeps charging it for as long as the session lives.

Before and after

The same question, put to the same model twice: once as it comes, and once with these instructions loaded.

No worked example has been published for this skill yet.

The procedure it runs

The procedure has not been set out here step by step. It is in the body of its SKILL.md: the start of it is shown above, and the whole file comes with the install.

Prose, not code

These steps are written for a model to follow, not executed by a runtime. It can still be told to skip one, and it will say so when it does.

Servers it uses

None. This skill calls no MCP servers at all.

Everything it needs is in the instructions, so it works in a project with nothing connected — the model reads the file and changes how it works with what it can already reach.

Its SKILL.md does not declare which tools it asks the agent for, so what it touches is whatever the instructions themselves ask for — read them before you install it.

What it asks for
Writes filesnot declared
Network accessnot declared

This SKILL.md carries no allowed-tools line, so neither is declared. A skill grants no permissions of its own — it can only ask for tools your client already has.

What it will not do

Every skill is narrow, and the useful ones say where they stop. These are the jobs this one is the wrong tool for.

What this skill is not for has not been published here. Nothing is implied by that: it is a section the author has not filled in.

What is in the bundle

2 files, 4.6 kB on disk. A bundle is text throughout: the instructions the model reads, plus the templates it fills in.

  • SKILL.md3.5 kB
  • LICENSE.txt1.1 kB
What is not in it

No dependencies and nothing executable: a skill is text the agent reads, so the bundle is 2 files you can review in full before installing. The licence the author declares covers the templates and examples as well as the instructions.

Install

Installing copies the bundle into your project. Nothing runs at install time — the files sit on disk until the model reads them.

# AI UI Slop Checker · 1.1k tokens when loaded · macOS, Linux mkdir -p .claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/ai-ui-slop-checker/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/ai-ui-slop-checker" ] && { [ ! -e .claude/skills/ai-ui-slop-checker ] || { mv .claude/skills/ai-ui-slop-checker "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/ai-ui-slop-checker" .claude/skills/ && echo "Installed .claude/skills/ai-ui-slop-checker"
On Windows, or any OS with Node 20+
npx mcprush@latest skill add onevium/ai-ui-slop-checker

Windows PowerShell says 'running scripts is disabled on this system'? Run Set-ExecutionPolicy -Scope CurrentUser RemoteSigned once, or type npx.cmd instead of npx (codex.cmd, gemini.cmd, grok.cmd likewise). PowerShell 7 needs neither. Writes to .claude/skills/ai-ui-slop-checker/ in the current project. For every project instead, run mkdir -p ~/.claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/ai-ui-slop-checker/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/ai-ui-slop-checker" ] && { [ ! -e ~/.claude/skills/ai-ui-slop-checker ] || { mv ~/.claude/skills/ai-ui-slop-checker "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/ai-ui-slop-checker" ~/.claude/skills/ && echo "Installed ~/.claude/skills/ai-ui-slop-checker" (macOS, Linux) — or add --global to the npx line. The curl line replaces .claude/skills/ai-ui-slop-checker/ only after the download succeeds, so files left there by another skill of the same name, or by an older release, do not mix in. A copy already there is moved aside, not deleted, and the line prints where. It appears as ai-slop-check in Gemini CLI, Codex, Copilot and Grok (its own name); Claude Code lists it by the folder name, ai-ui-slop-checker.

Which clients pick it up on their own

A skill is a folder of text. Most of these read a skills folder and pick it up without being told; the rest take the same folder another way — an upload in the app, a parameter on an API call — and then choose it by its description just the same.

Claude Code.claude/skills/
Claude DesktopCustomize › Skills
ChatGPTSkills › Create › Upload
Cursor.cursor/skills/
VS Code.github/skills/
Codex CLI.agents/skills/
Gemini CLI.gemini/skills/
Grok Build.grok/skills/
Microsoft CopilotSkills › Upload a skill
PerplexityComputer › Skills › Upload a skill
DeepSeek Harness.dsh/skills/
Zed.agents/skills/
Devin Desktop.devin/skills/
Windsurf (legacy).windsurf/skills/
OpenAI Agents SDKInstructions or sandbox Skills
HTTP / APIa request parameter
This release
Version1.0.0
Publishedno release date on file
PriceFree
Referenceonevium/ai-ui-slop-checker

Versions

v1.0.0 is what is on the shelf; no release here carries a date. Instructions change more often than APIs do — a skill can be rewritten entirely without anything it depends on moving.

v1.0.0
  • No earlier releases have been published to the marketplace.
Pinning

The install command always fetches the release that is current the day you run it — v1.0.0 today — and cannot ask for an earlier one. The copy on your disk does not change until you run it again.

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