So I pulled the valve cover and found that there is a bent rod. As I spin the rod you can hear the same knock.

I got a dumb question. How can I spin the engine by hand? The water pump is siezed so I really only have the crank to work with but a quick look at the crank didn't show any easy way to get a socket on it to spin it around.