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YesClaude Code · 3 Jul 2025

CCUsage says my token usage has dropped nearly 50% since I wrote the server

SatvikBeri on Hacker News

token usage has dropped nearly 50%

In the thread “Tools: Code Is All You Need”

Helped: Persistent Julia kernel via MCP for faster execution and code reuse.

… It had a much bigger impact than I expected – not only does test code run much faster (and not time out), but Claude seems to be much more willing to just run functions from our codebase rather than do a bunch of bespoke bash stuff to try and make something work. It's anecdotal, but CCUsage says my token usage has dropped nearly 50% since I wrote the server. Of course, it didn't have to be MCP – I could have used some other method to get Claude to run code from my codebase more frequently. …