I use salt in the water, and it does not affect the flavor of the eggs.
It also helps to plunge the eggs into an ice-bath once they are done cooking.
There was a really neat-o method for peeling boiled eggs - make a hole in each end and blow into one of the holes. I haven't tried that yet.