Probreg is an open-source Python package designed for aligning point clouds through advanced probabilistic models. It offers implementations of several registration algorithms, including Coherent Point Drift, GMMReg, SVR, GMMTree, FilterReg, and Bayesian CPD. This tool is essential for tasks requiring precise spatial alignment of 3D data.