cppbmad provides a modern C++ interface to the Fortran Bmad library using proxy classes for direct memory access. It supports tracking and other simulations coordination with wrapped procedures. pybmad uses pybind11 to wrap the C++ layer, exposing the Bmad and Tao ecosystems to Python.