I’ve literally asked Claude Code to look at and fix an issue on a cluster and it knows to use the cli utils.

Because Claude has that as a built-in tool. Try Claude on web and see how useless AI is without tools.

And don't even get me start with giving AI your entire system in one tool, it's good for toying around only.