It depends on the type of mushroom. Certain varieties should always be peeled, while others can go either way. It also depends on your recipe; for instance, you will peel and dice the mushrooms if they need to be browned and cooked before stuffing them (like in a casserole). I prefer to peel button mushrooms before filling them with anything because I like how they look when cooking.