Piñeiro Pomar, César AlfredoVázquez Álvarez, ÁlvaroPichel Campos, Juan Carlos2025-10-172025-10-172025-05Piñeiro, C., Vázquez, Á, & Pichel, J. C. (2025). Towards universal MPI bindings for enhanced new language support. Journal of Computational Science, 87, 102557. 10.1016/j.jocs.2025.1025571877-7503https://hdl.handle.net/10347/43130In the field of High Performance Computing (HPC), Message Passing Interface (MPI) is the most widely used and prevalent programming model. Only the low-level programming languages C, C++, and Fortran have bindings available in the standard. Although there are attempts to provide MPI bindings for other programming languages, these may be limited, which could lead to incompatibilities, performance overhead, and functional gaps. To address those problems, we present MPI4All, a brand-new tool designed to make the process of developing effective MPI bindings for any programming language more straightforward. Support for additional languages can be added with little difficulty, and MPI4All is independent of the MPI implementation. Programming language binding generators for Go and Java are included in the most recent version of MPI4All. We demonstrate their good performance results with respect to other state-of-the-art approaches. This work is an extended version of the ICCS-2024 conference paper (Piñeiro et al., 2024).eng© 2025 The Authors. Published by Elsevier B.V. This is an open access article under the CC BY-NC license (http://creativecommons.org/licenses/bync/4.0/).Attribution-NonCommercial 4.0 Internationalhttp://creativecommons.org/licenses/by-nc/4.0/Parallel computingMPIBindingsJavaGojournal article10.1016/j.jocs.2025.102557open access