Borrowing it
Nothing to install: this file belongs to kwakseongjae/oh-my-design. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/kwakseongjae/oh-my-design/main/.claude/skills/omd-slop-audit/SKILL.mdgit clone --depth 1 https://github.com/kwakseongjae/oh-my-designWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/kwakseongjae/oh-my-design/omd-slop-audit)<a href="https://agentmods.dev/skills/kwakseongjae/oh-my-design/omd-slop-audit"><img src="https://agentmods.dev/badge/skills/kwakseongjae/oh-my-design/omd-slop-audit/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/kwakseongjae/oh-my-design/omd-slop-audit"><img src="https://agentmods.dev/badge/skills/kwakseongjae/oh-my-design/omd-slop-audit.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00125 | $0.01839 |
| Opus 5 | $0.00063 | $0.00920 |
| Sonnet 5 | $0.00025 | $0.00368 |
| Haiku 4.5 | $0.00013 | $0.00184 |
Grade A, and why
omd:slop-audit scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 13d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 113 lines — stays where its author put it; the contents beside it link to each section on GitHub.
omd:slop-audit
OmD에서 AI slop은 “AI가 만든 화면”이라는 출처 판정이 아니다. 제품의 목적·콘텐츠·브랜드 근거 대신, 생성 도구가 자주 꺼내는 구조와 문구가 반복되어 서로 다른 제품이 같은 화면처럼 수렴한 상태를 뜻한다.
보라색, 카드, 둥근 모서리, 그라데이션은 죄가 없다. DESIGN.md와 콘텐츠가 요구하면 그대로 둔다. 문제는 이유 없이 여러 기본 패턴이 한 화면에 겹치고, 그 결과 위계·신뢰·사용성이 약해질 때다.
모드
AUDIT— 코드와 실제 route를 읽고 근거가 있는 finding만 작성APPLY— 사용자가 수정까지 요청한 경우omd:apply계약으로 BLOCK/WARN을 고친 뒤 같은 route에서 재검증COMPARE— 같은 콘텐츠의 before/after specimen과 rule 설명을 만든다. 제품 기능을 새로 꾸미지 않는다.
시작 전에 읽을 것
- 프로젝트
DESIGN.md전체와.omd/preferences.md - 실제 사용자 journey와 대상 route
references/pattern-catalog.md- 출처·라이선스 경계가 필요하면
references/sources.md
판정 우선순위는 사용자 의도 > DESIGN.md > 실제 제품 정보 구조 > 접근성·플랫폼 요구 > slop taxonomy다.
세 가지 판정 축
1. Slop cluster
제품 맥락 없는 기본 패턴이 같은 화면에서 둘 이상 겹치고, 정보 위계나 브랜드 구별성을 약하게 만든다. SLOP 배지를 쓴다.
2. General quality
대비, overflow, focus, heading 순서, target size, 성능처럼 출처와 무관한 결함이다. QUALITY로 분리한다. 접근성 오류를 “AI 느낌”이라고 부르지 않는다.
3. Preference
브랜드 또는 사용자가 합리적으로 선택할 수 있는 미감 차이다. FYI만 허용한다. 취향을 결함으로 승격하지 않는다.
열 가지 review lens
감사 범위가 일부 유행 요소에만 갇히지 않도록 다음 순서로 훑는다.
- Hierarchy — 첫 시선과 핵심 행동이 제품 우선순위와 일치하는가
- Containers — 각 card·panel이 실제 entity·action·selection·layer 경계인가
- Typography — scan·read·compare·operate 중 화면 과업에 맞는 measure·scale·pace인가
- Color and depth — accent·status·selection·elevation 역할이 분리되는가
- Evidence — 실제 workflow·asset·data·state가 generic decoration보다 앞서는가
- Density — group 안과 group 사이의 간격이 다르고 과업에 맞는가
- States — empty·loading·error·permission·long content·success가 포함되는가
- Responsive composition — desktop을 축소하는 대신 viewport별 우선순위를 다시 구성하는가
- Motion — feedback·origin·continuity·space를 설명하며 중단·reduced motion을 지원하는가
- Interaction contract — control의 label·appearance·state·result가 같은 약속을 지키는가
이 목록은 미니멀리즘을 강요하지 않는다. expressive editorial, dense product tool, focused service flow 모두 brief와 실행 근거가 있으면 유효하다.
What ships with it
3 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 13d ago First seen · 113 lines · 125 tokens per session scan A de8d8e8dda2b
omd:slop-audit is a skill published in the GitHub repository kwakseongjae/oh-my-design (500 stars, last pushed 5d ago), licensed MIT. It adds 125 tokens to every session and 1,839 once invoked, about $0.0006 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
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