Deepseek API caches very efficiently itself. I use it heavily via pi agent, and a lot of times I get 99%+ caching for longer sessions.

Have you tried using Deepseek API via other agents? This project tbh looks like a S-tier slop

I have used it with OpenCode and was good enough.