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Geo Analyzer

houtini-ai/geo-analyzer

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.

GitHub stars
21
tools
2
auth
Secret needed
transport
STDIO
env var
1
last updated
Aug 8, 2026

Tools

2 tools

Public tool metadata for what this MCP can expose to an agent.

analyze_urlFetches and analyses published web pages.

Fetches and analyses published web pages.

No parameter schema in public metadata yet.

analyze_textAnalyses pasted content directly.

Analyses pasted content directly.

No parameter schema in public metadata yet.

Sponsors

Configuration

ANTHROPIC_API_KEY*secret

Anthropic API key, used for the semantic analysis pass

Readme

[!WARNING] Deprecated and no longer maintained. GEO Analyzer's AI-search content analysis has been consolidated into SEO Audit Console (npm i @houtini/seo-audit-console) — which scores AI-Overview citation, passage relevance, agent readiness and content extractability alongside a full technical SEO audit, all in one MCP. Please migrate there.


GEO Analyzer

GEO Analyzer

npm version MCP Registry Known Vulnerabilities License: MIT


View the full README on GitHub

Details

Repository
github.com/houtini-ai/geo-analyzer
Package
@houtini/geo-analyzer
Transport
STDIO
Auth
Required
Registry
MCP registry, active

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