You should be able to peel the skin off with your fingers. They should be ripe, yet firm (not mushy). The flavor will be juicy and sweet. If you need to ripen your peaches faster, place them in a brown paper bag on your counter. If you have one, add an apple or banana to the bag to increase the ethylene (a natural gas that ripens fruit).