To peel peaches, bring a medium pot of water to a boil. Meanwhile, score a small X in the bottom of each peach with a paring knife. Add peaches to pot and cook, uncovered, for 1 minute. Using a slotted spoon, transfer peaches to a cutting board. When cool enough to handle, rub off skins.