Tokyo being as it is, there is probably a whole specialized neighbourhood of shops with tools and materials for cabinet makers, but I have not found it yet.
I have been to Shibuya Hands though, and while they are great for tools and wood they did not seem to have much in the way of hardware.
by Beflijster