geo

name	geo
description	Analyze and score only a page's AI-search visibility (GEO/AEO) — answer extractability, fact density, AI-crawler access, entity linking, and llms.txt — and report an AI Visibility score with a citability breakdown. Read-only. Use for "will AI engines cite this?", GEO/AEO, or ChatGPT/Perplexity/Google AI Overviews/Gemini optimization.
argument-hint	<url|path>
allowed-tools	Read, Grep, Glob, WebFetch, Bash, Task

/claude-seo-ai:geo

The AI-search (GEO/AEO) subset of the audit. Read-only.

$ARGUMENTS = <url|path>.

What to do

1. Build the PageSnapshot via seo-crawl-render, then run the AI-visibility path — you may dispatch the ai-search-geo-specialist subagent: seo-geo-answerblocks (M11), seo-geo-factdensity (M12), seo-ai-crawlers (M14/M21), seo-entity-linking (M6), plus seo-schema-jsonld (M5) and seo-rendering (M4) as they feed AI visibility.
2. Run seo-score and report the AI Visibility score (band + interpretation), a citability breakdown by category, and the prioritized GEO/AEO actions.
3. Remind the user that llms.txt is reported but scored 0 (low/uncertain impact — partial vendor support). Never writes files; offer /claude-seo-ai:fix for the safe AUTO fixes (e.g. AI-crawler robots.txt preset).