Looks like it only works with the Atari's Greatest Hits app on the iPad, but another option:
http://www.discoverybaygames.com/appcessories/atari-arcade-duo-powered-joystick
http://www.discoverybaygames.com/appcessories/atari-arcade-duo-powered-joystick

