My trunk bag has a rain cover and the two times I've been caught out, I just put it over the saddle and tied it off underneath with the drawstrings. Maybe if you ride in the rain regularly you might want the form fitted dedicated cover, otherwise just look around your house...you might have something that will work.
My Brooks from Wallingfordbikes.com (sadly no longer in biz) came with the packet of proofhide.