I can't give you an official measurement, but I would say that something like 0.10mm, or a just discernible amount of play is enough. I had a 123 electronic distributor that was badly assembled sufficient that the rotor arm moved up and down and made contact with the inside of the distributor-cap.
I shimmed it until it was tight and then removed one shim.