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AI-looking work
Web AI Slop is an agent skill that gives your AI coding assistant 50+ trained checks across design, copy, UX, and code — flagging statistical defaults before they ship. Works with Cursor, Claude Code, and Windsurf.
Slop Scanner
Web AI Slop detects generic AI-generated output by checking for 2 or more matching patterns within a single discipline. Hitting that threshold in any category flags the output as statistical default, not a deliberate design decision.
Check which telltale patterns you’ve spotted on a site. Any category with 2+ items checked is flagged as slop.
Common AI slop patterns — check the ones you’ve spotted:
AI Slop Tells Catalog
The Web AI Slop Tells Catalog documents 20 named patterns across five disciplines — Visual, Copy, UX, Code, and Documentation — that a trained practitioner can identify in under 10 seconds. Each pattern includes the specific reason it signals AI default output.
These patterns appear when AI coding assistants produce statistically average output instead of contextually justified decisions. Filter by discipline.
Slop vs. Intentional Design
The skill doesn’t just flag problems — it helps rebuild with specific, contextual decisions.
- Purple aurora gradient blob behind hero
- Bento grid of rounded-square icon cards
- "Unlock your [noun]" headline with rule-of-3 adjectives
- Circular-avatar testimonials, no specific outcomes
- 3-tier pricing with "Most Popular" highlighted
transition: all 0.3s easeon everything- Inter 400/600/700, default letter-spacing
- No decorative gradient — content leads
- List layout or single focused CTA
- Specific headline: "Saves 14h/week on invoice reconciliation"
- Customer quotes with measurable before/after
- Single plan or usage-based, no fake tiers
transition: opacity 0.2son hover states only- Chosen typeface with tightened tracking on headings
The Master Swap Test
Replace your product name with a competitor's. If the copy still makes complete sense, it's generic AI slop. Real copywriting communicates specific, unique outcomes.
Empower your workflow with AcmeFlow
In today's fast-paced digital world, AcmeFlow is the intuitive, seamless platform designed to unlock your potential and streamline your operations.
Reconcile B2B invoices in under 90 seconds
AcmeFlow connects directly to your ERP and automates line-item matching, eliminating manual spreadsheet entry for finance teams.
AEO Copy Auditor & Grader
Optimize your copy to be cited by AI search engines like ChatGPT, Perplexity, Gemini, and Google AI Overviews. Paste your copy below to analyze its AEO score and verify authority cues, hedging, and metrics.
How the Skill Works
The skill operates silently inside your AI coding assistant, following a draft → check → discard → rebuild cycle.