Bring 2 to 3 inches of water to boiling in large skillet. Reduce heat to keep water gently simmering. Break eggs, 1 at a time, into a cup; slip into skillet. Cook until whites are completely set and yolks begin to thicken, but are not hard, 3 to 5 minutes. Remove eggs with slotted spoon. Drain on paper toweling.