Cant remember if the name of the shop was "Parts Paradise" or whether it was just the name of the bag O parts. When you get out of Akihabara station, walk into the old building above the new Kotobukiya shop - its on the 4th floor.
If you are a Doujin person - its in the same building as Melon Books.