I don't know about conkers...but another game often seen at Easter Egg Hunts is to throw non-hard-boiled eggs back and forth with a partner, and take a step back after each throw. The winner is the last person with an unbroken egg.

And music... Here Comes Peter Cottontail and Easter Parade.