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@@ -105,6 +105,7 @@ Major SEO platforms that have added AI search optimization capabilities:
 
 #### Open Source Data / Evals
 - [AI Product Bench](https://github.com/amplifying-ai/ai-product-bench) - Benchmark for AI product visibility.
+- [auto-geo](https://github.com/shadowresearch/auto-geo) - Open-source CLI that audits pages for AI-citation readiness and measures whether ChatGPT, Claude, Gemini, Perplexity, and Grok cite a domain.
 - [GEO/AEO Tracker](https://github.com/danishashko/geo-aeo-tracker) - Open-source, local-first AI visibility dashboard. Track brand mentions across ChatGPT, Perplexity, Gemini, Copilot, Google AI Overview, and Grok. BYOK, self-hosted, $0/month, with visibility scoring, citation analysis, and competitor battlecards.
 
 #### llms.txt Generators