This project studies a geometric motion planning paradigm for robots in narrow passage and with high degrees of freedom. The mathematical foundation is based on a closed-form characterization of collision-free configuration-space boundary. The solutions start with a 2D single-body robot, and extend to 3D articulated bodies. A rigorous benchmark with vanilla sampling-based motion planners shows the efficiency and effectiveness of the proposed algorithms.