I'd like to capture game footage to my computer, but before I even start looking for the means to do it, I really need to know if I even need a remotely powerful machine to do it?

I have literally no idea what the task actually entails in terms of equipment or software, and was hoping those of you who do this sort of thing could give me your preferred methods of doing it.