What's the "Hard-boiled egg" joke?

The rapid-fire dialog was sometimes difficult for the brain to decipher and required additional listening. This one, for instance, from Duck Soup:

“That’s what she said” is self-contained. No need for any cultural context.

Nah, Moe was a member of the Woman Haters Club. Not a very good one, but a member. (YouTube clip)