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.