Abstract: Systems and methods for model-free safety control of robotic platforms in accordance with embodiments of the invention are illustrated. One embodiment includes a robot, including a set of one or more actuators, and at least one sensor. The robot further includes a controller including a set of one or more processors and a memory including a controller application, where the controller application configures the set of processors to control the robot by performing the steps of defining a safe set identifying positions where the robot is safe, determining a control barrier function (CBF) based on the safe set, computing a safe velocity based on the CBF and a current position of the robot such that the robot remains in the safe set, and instructing the robot to track to the safe velocity.