What is included varies depending on which model you buy.
Case, mobo, PSU, cooling, integrated sound, lan e.t.c. are included.
Bare minimum you'll need to add CPU,HD,RAM( + keyboard,mouse and monitor).
Some models have onboard graphics some don't.
All recent models that I can think of have AGP...