Although representation of chemical space have been investigated for decades, the development of point cloud based applications have been somewhat limited in the chemical sciences beyond pharmacophoric point clouds. Point clouds have been recently repurposed for chemistry when used for representing electrostatic potential surfaces, molecular coordinates, and interaction sites . However, the native point cloud structure of 3D embedded chemical libraries and point cloud sampling algorithms from the computer graphics field have not been leveraged for diversity centric sampling of libraries.