Cold eggs peel best. Shocked, cold eggs will peel even better. When the egg cools quickly, it will contract a bit and make the shell easier to remove. If you try to peel an egg that you've boiled and allowed to come to room temperature on it's own, you're going to suffer the pain that most of us have experienced at one time or another.