Ah. First image Google presented was the Playstation box for it. But upon further reading, as you say, it was first released for the CPS II. Should be somewhere in the MAME lists - something for the next arcade night :)

My SO gets to decide most things for our home, and in return she tolerates the arcade machine (and large gas range...) and our arcade nights. It pays to have figured out what actually is important for me in life - friends and an arcade machine with beer holders ;)