AnimatLab is an open-source neuromechanical simulation tool that allows authors to easily build and test biomechanical models and the neural networks that control them to produce behaviors. Users can construct neural models of varied level of detail, 3D mechanical models of triangle meshes, and use muscles, motors, receptive fields, stretch sensors, and other transducers to interface the two systems.