Recording in-game sound AND voice

Hey, I am having a lot of trouble with this. I am trying to make a Minecraft video with commentary, but I can’t get Audacity to record the in-game sound and my voice. Is this possible? I have Windows Vista.

Your particular computer may not permit you to record “what-u-hear” (i.e. the game sounds)."what-u-hear"