VS Code isn't that bad from my experience. I tried working on a small project with VS Code (as opposed to working with Intellij as I usually do for my job) and I didn't miss that much.

Might be that as complexity grows you need more and more IDE features to deal with it, but that's a symptom of older codebases being in Java more than it's a fault of the language itself, right?