Yes, they are interchangeable! :) However, if you want to sound more natural, then "How's everybody feeling today?" Usually, we don't ask how someone's mood is. We just ask how they are feeling, and then you can understand their mood from their answer ^_^

Hi Sinem, Yes they are synonyms! You can also say "what's everybody's mood?".