I got some off ebay that I really like. They are much easier to use (no allen wrench needed) and are flatter so they don't poke out as much from the pin.
I heard that you could find some in the jewelry supply section of craft stores but I looked at Hobby Lobby here and couldn't find anything. Doesn't mean they don't have them, I just didn't find them.