Score a shallow X in the bottom of each tomato with a knife, then place in boiling water for about 10 seconds. With a slotted spoon, transfer tomatoes immediately to ice bath. When cool, remove and peel tomatoes by gripping the skin between your thumb and the flat part of a knife blade, starting at the scored X.