I couldn't find an open-source, agent-first way to monitor AI search results + traffic so I built Canonry out.

There are tons of nuances with LLM web search but have gotten really good results using canonry locally as it can cross reference with GSC, GA to really get a holistic view on how your brand/site appears in the search space.