How old are your birds?
How many nests? I'd recommend at least 2.
Getting rid of the 3 males may solve the problem....multiple males can create chaotic havoc, which my or may not be visible to you.
I don't eat cracked eggs, membrane intact or not, tho I may cook them up for birds.