The Astrophysics Multipurpose Software Environment (AMUSE) is a framework for studying multi-scale and multi-physics phenomena. It comprises an extensive collection of dedicated solvers in various computer languages. The inhomogeneity of the framework impedes installation and maintenance but has enormous advantages in terms of flexibility, validation, applicability, and usability. We aim to make the AMUSE software environment better findable,more accessible, interoperable, reusable, and reproducible. Adding reproducibility would make AMUSE FAIReR than other simulation environments, which will help us to port AMUSE to other disciplines, including biology and chemistry.