A.R.
As someone with post-grad experience, and a lot of friends who have graduate from various post-grad programs... no one ever really expects gifts. I typically get one for a really close friend (usually a gift certificate to Barnes and Nobel or something like that), but generally get just a card for everyone.
Good luck!