Yeah, this app ain't all that great. I'm tired of seeing the rain animation when it's clear outside.
Once it works, its worth the hassle. I did a complete restore and fresh JB then added Forecast first. Worked like a charm. Also as others have stated "don't have dynamic wallpaper" chosen for wallpapers. For some reason they don't work well together.