The title We No Fun is a reaction to the documentary on the Atlanta music scene called We Fun. It is a compilation of Atlanta bands who were not a part of the documentary.
The back says "This compilation was created, recorded, and funded by the bands and fans of the bands." And also, "Support your local DIY underground."