You'll need both setting compound and joint compound ... first layer fills the crack, but the second layer should lay on top of the crack and be much wider than it, to accommodate the drywall tape.

DuraBond is a setting-type joint compound that can be mixed into various consistencies—thicker for deeper holes because it is self-drying and doesn't need air exposure; thinner for shallow holes and ...