Bioshock isn't steampunk. They used electricity. Though I did like the aesthetic, whatever it's considered.
Also although Lord of the Mysteries has steampunk elements, I don't know if I'd consider it just steampunk. Then again, there are steam ships, steam cars(they exist but they're very rare...