To summarize, in this work we present DMFF, a JAX-based differentiable molecular force field development tool. DMFF features a user-friendly frontend API that replicates the OpenMM behavior, allowing a convenient definition of molecular force fields. It also includes a variety of efficient backend kernels that support both conventional point charge models and