Any ideas how to attach centre caps to my wheel more securely than how it's meant to work?

Some sort of magnet or screw system?

The cap fits on, but even after bending the taps in I don't trust it, and the stud bolts stick out too far and kind of restrict how far onto the lug nuts it can grip.