How to give Codex access to VSCode Shift+Enter Julia eval?

I’m currently using my own custom module that starts server and exposes socket to Codex Agent so it can call it and execute code in my VS Code julia session.

I wonder if there’s simpler way - given that Julia VS Code extension already does exactly that with Shift + Enter.

So, can AI Agent use Juila VS Code extension API instead of my custom server?

Are you looking for GitHub - kahliburke/Kaimon.jl: MCP server giving AI agents full access to Julia's runtime via a live Gate — code execution, introspection, debugging, testing, and semantic search · GitHub

Thanks, but julia is very slow to startup, so I would like to avoid loading any large package.

My current NetEval is just one page script and it works, but ideally I would like to remove it too and just use already existing VS Code without adding any extra dependency.

Maybe I’m missing something, I don’t know what advantages MCP server has over simple REPL access.