Optimizes content for AI search engines like ChatGPT, Claude, Perplexity, and Google AI Overviews. Exposes two tools: analyze_url for live pages and analyze_text for pasted content. Both return extractability, readability, and citability scores based on claim density (facts per 100 words), answer frontloading (how quickly key info appears), semantic triples, and sentence structure. Uses Claude Sonnet 4.5 locally for semantic extraction. Built on MIT's GEO research showing 4+ claims per 100 words and 15-20 word sentences improve AI citation rates by 40%. Takes about 8 seconds per URL analysis at roughly $0.14 per run. Reach for this when you need measurable signals for whether AI systems will cite your content.
claude mcp add --transport stdio houtini-ai-geo-analyzer uvx geo-analyzer