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

[arberx]

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!

[backrun]

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.

[arberx]

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