Noting that you are in the USA, you may be better advised to post this specific question in an American pilot forum e.g.
here
Here in Europe, clearance delivery is very ad-hoc as to whether a VFR departure needs it, which frequency it is collected from, etc. At a big airport, I would ask for a departure clearance even if leaving VFR, however, only to remove ambiguity re ATC expectations.