MC transformers - what do they sound like?

Besides providing gain, are good quality MC transformers transparent to the signal they are providing the gain to. Or do they give added/reduced bass weight, more high end sparkle, added grain or what?.
This is obviously compared to active gain
It seems that audiophiles either luv or hate MC transformers?.