Egginess is in Wiktionary, and is a word that people use from time to time. An example from the
Birmingham Mail (UK) this month, talking about a souffle:
It's no wonder they're hard work to make; they somehow capture the tang of cheese without the greasiness, the fluff of egg without the egginess.
I'll add it as a rare word.