What happened to the ledge?
I don't think that gully is ever completely snow free. I've been there in August and October (different years) and encountered snow both times. You can bypass the steep snow by climbing the rock on climbers left.
Did it last year with my wife and was a nice day trip. The 5.4 rating seemed accurate.