CellRank 2 provides a set of diverse kernels that derive transition probabilities. CellRank 2 generalizes earlier concepts to arbitrary pseudotimes and atlas-scale datasets with the PseudotimeKernel and CytoTRACEKernel. The RealTimeKernel combines across time point transitions.