With the recent more widespread clinical use of interventional magnetic resonance imaging (MRI), MRI-compatible robotic systems have been heralded as a new approach to assist interventional procedures to allow physicians to treat patients more accurately and effectively. Deploying robotic systems inside MRI synergizes the imaging capability of MRI and the manipulation capability of robotic assistance, formulating the "closed-loop surgery" architecture that utilizes intra-operative imaging to adjust and control the interventional plan. However, MRI imposes unique challenges due to electromagnetic interference, material incompatibility, and confined space inside the MRI bore. This chapter introduces the advantages of MRI-guided surgery and challenges associated with being compatible with the MRI environment. It provides an overview of the state-ofthe-art in MRI-compatible sensors, actuators, and robotic systems with future perspectives by discussing the limitations, open questions, and challenges of the current research landscape.