Show HN: Canonry – Open-source AEO monitor (track how AI engines cite you)

Posted by arberx 3 hours ago

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We couldn't find a good open source solution for this so we built Canonry to monitor how ChatGPT, Gemini, and Claude represent and cite our sites.

It tracks visibility scores, citation-readiness, and brand accuracy across providers over time. Self-hosted on SQLite, config-as-code in YAML, CLI and API are first-class.

Would love some feedback!

Comments

Comment by backrun 3 hours ago

Interesting project. Monitoring how ChatGPT, Gemini, and Claude cite a site over time feels genuinely useful, especially since most teams currently have to rely on scattered manual checks. I also like that Canonry is self-hosted and SQLite-based instead of being another black-box dashboard. Curious how you handle query selection and repeatability so the visibility scores stay comparable over time.

Comment by arberx 11 minutes ago

By query selection do you mean what you track? That is configurable by the user (adding support for auto generation soon).