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

github.com

1 points by arberx 17 days ago · 2 comments · 1 min read

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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!

backrun 17 days 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.

  • arberxOP 17 days ago

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

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