Here we present an approach to manipulate a range of articulated objects using a mobile robot equipped with a force sensitive robotic arm. Our system is designed to operate based on programmable rough estimates of initial movement or even without any a priori knowledge at all. We use a manipulability criterion in conjunction with active compliance to plan and execute the desired task