AgentFEM is an open-source finite-element platform that turns engineering analyses into readable Python workflows shared by researchers, scripts, IDEs, future GUIs, and AI agents. It connects model definition, numerical solution, inspectable results, parameter campaigns, and learning-ready scientific data while retaining access to the FEniCSx/PETSc/MPI stack.