There are some very large single celled organisms that aren’t eggs. E.g.:
https://en.wikipedia.org/wiki/Valonia_ventricosa
https://en.wikipedia.org/wiki/Foraminifera
Even some bacteria can grow to visible size:
https://en.wikipedia.org/wiki/Thiomargarita_magnifica
There are some other examples here: