i barely use google anymore now it's mostly claude or chatgpt for search when looking for restaurants nearby with friends, finding gifts for birthdays. so i built a scuffed mvp that track queries chatgpt and if your site being cited by an LLM (chat gpt for now)

i want to build something open-source that anyone can self-host whether you're prompting claude code to clone the repo locally or just one-clicking it onto railway or vercel and just start using it. there is definitely great aeo or geo tool out there at the moment mine just only has one feature because I started to work on this yesterday.

started to build this in typescript and rust, want to make sure my tool is ai-native easy to integrate with clawpify and claude code and runs the ai queries in parrallel.

as chatgpt and gemini integrate commerce prob this year through protocols like ucp.dev (https://ucp.dev/) for AI payments, e-commerce brands are going to need their sites actually ready with meta tags, structured data, and citations all optimized for ai crawlers to easily read product descriptions so they can be suggested. longer term, agent-to-agent payments are prob coming so ai can crawl through commerce sites or b2b and just pay for tools on its own to do its task

curious and what you think of this project and what tools do you guys already use to optimize ai search availability?