The official taxi stand for the Magic Kingdom is at the Transportation and Ticket Center. However, as others have stated, walking to Disney’s Contemporary Resort and then catching a taxi would probably be faster.
If no taxis are available, Mears Taxi Dispatch (Checker Cab) can be reached at (407) 422-2222.