After building a few RAG based apps I was curious to try the ClaudeCode based approach that is mentioned by the author. So I built a python service that exposes ripgrep to a rest api: https://github.com/masterkram/jaguar

This makes it possible to quickly deploy this on coolify and quickly build an agent that can use ripgrep on any of your uploaded files.