As a traditional Anglican, I can vouch that many atheists all over the country gather on Sundays to meet, sing, speak, and reflect...it’s called the The Episcopal Church.
I think the difference between an agnostic and an atheist is that the agnostic couple will drop off their kid(s) at Sunday School while the parents duck out the read the weekend paper at Starbucks.