Get them there. You can find them at every single shop and kiosk. They are less than $10, and have the WDW logo on them.
Alternatively, my kids no longer do autograph books, which just sit on a shelf. We have an autograph hat, an autograph pillowcase, and an autograph blankie which get used and enjoyed!