Lots of mushrooms since potting up….

Since potting up last week not only have my peppers/chilli's shot up but loads of tiny mushrooms have aswell.

I remember reading somewhere that its a good sign if they grow in your garden, is this the same for pots?

Or should I try remove them?

Thanks