A bagel fest refers to a place filled with a majority of women. It is a derrivitive of the term 'sausage fest' when one enters a place or event and a majority of men are present.
John walks into a bar, it is very busy with mostly women, and states to his friends: "it's a right bagel fest in here!"
by Bronte July 3, 2012