AEO Citability Check
Scores a page for LLM-citability — direct answers, quote-ready structure, source attribution, FAQ coverage.
Entry verified April 20, 2026
The short answer
LLM search is the new SERP. This skill checks whether your page answers the target query in a way an LLM would quote — clear claims, structured data, sources, no filler.
When to use it
Every new page targeting an informational query. Quarterly on evergreen pages as LLM search evolves.
Setup
- 1
Save as ~/.claude/skills/aeo-citability.md.
- 2
Give the skill the target query + the page.
- 3
Returns a 0-100 score with specific improvement suggestions.
Example
You: /aeo-citability 'what is a claude code skill' pages/claude-code-skills/index.js Claude: 68/100. Direct answer: strong (first 50 words). Structured data: FAQ only, add Article. Sources: 0 cited — add at least 3. No contrarian framing.
Source & attribution
- Author
- Bryan Collins
- Licence
- MIT
- Type
- Original
Original pattern published under MIT — attribution preserved by convention, not licence requirement.
Caveats
Scoring is heuristic; calibrate against actual citation data from your /llm toolkit runs.
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