Anything you know is going to come up in the session, or is reasonably likely to, even if not certain.
That, and a small set of "contingency" plans -- general-purpose creatures/NPCs/locales, etc., for when your players do something unexpected. You won't use them every time, but when you do need them, you'll be glad to have them.