My guess would be that you won't extract much with just water. If you try it, check the gravity afterward and report back.
My pumpkin ale is the only mash I protein rest, and while it runs off more slowly than others, I've never needed rice hulls. That is highly dependent on lauter design, though. I hear it's nigh impossible with a toilet braid.