Kinodynamic planning attempts to solve a robot motion problem subject to simultaneous kinematic and dynamics constraints. In the general problem, given a robot system, we must find a minimal-time trajectory that goes from a start position and velocity to a goal position and velocity. While exact solutions to this problem are not known, we provide the first provably-good approximation algorithm. and show that it runs in polynomial time.