I beg your pardon? I'm not sure what you're saying.
Correct: We should have gone to the store yesterday.
Correct: We should've gone to the store yesterday.
Incorrect: We should of gone to the store yesterday.
Because the contraction sounds like "of" when spoken, I think people have forgotten that the contraction stands for "have".