We consider resolvent estimates for Schrödinger operators in the semi ical limit. We construct a semi ical analogue of the theory of multiple commutator estimates by Jensen, Mourre and Perry [JMP]. Then we apply it to the barrier-top energy and nontrapping energies to obtain semi ical estimates for powers of the resolvent. As a consequence, we also obtain estimates for the time-decay in the semi ical limit.