According to Colorado State, when you choose mushrooms look for those that have a smooth, dry appearance. It is good to know that mushrooms that have an opening under the cap, will have a deeper flavor, while mushrooms with closed caps will be more delicate. And white mushrooms in general have a milder flavor.