If you ask Ai you get a detailed reason of why they lay blue eggs.

That brilliant, unmistakable shade of robin's egg blue is one of the prettiest sights of spring, but it actually serves some very practical evolutionary purposes.
​The color comes down to a perfect biological compromise between shade, heat, and safety.