It looks like 22 rimfire just eyeballing the cartridges in the mag.
I know there is a big round 22 magazine you can get for the Ruger 10/22 that plugs into the bottom magazine feed. I don't recall the capacity, but that is just semi-auto, of course. Still, it would be a lot of fun to shoot.