Just bought a new PC, and I was wondering what parts I would need to change.

I just ordered a new PC (as shown here). I know that I definitely need to get a new graphics card and power supply (could I also get a recommendation for these as well). Can someone please tell me what I should buy to make this good for gaming? I also have a very tight budget. Thanks in advance.