I think you're looking for something like this, grip tape. Though I'm not sure of what the grit is like on there, something you might need to check out in a store.
I use vet wrap, found at most pet stores, but I get mine at a horse tack store, I personally like the 3M~ I have seen people use something like this...it has a sticky backing