for code analysis, you could try a small app called Atlarix, it turns workspaces into diagrams for your assistance & for the ai to use as RAG

It doesnt store chat sessions and everything is done locally, also it allows you to switch models mid chat as easily as possible

https://www.atlarix.dev/