I would start off with
AEM Cold Air Intake ($230)
DC Sports 4-2-1 Headers ($350)
Greddy Cat-Back Exhaust ($350)
Btw, these are the best money can buy.
You can find way cheaper ones.
also Try Purehonda.com it has some good tips, mostly for Honda\'s, but they can be applied to Toyota\'s.