The official shop for anime franchise Evangelion should be able to satisfy all your mecha needs, with everything from clothing to cakes, plus a few limited edition items that are guaranteed to make your otaku pals jealous.
UPDATE: The Evangelion Store is moving from Harajuku to Ikebukuro, and will be opening in the renovated P'Parco building on October 3, 2014.