We evaluated the performance of the MPI/MBCF by executing the NAS Parallel Benchmarks. The MPI/MBCF is an MPI library implemented with the Memory-Based Communication Facilities (MBCF) on the SSS-CORE, a general-purpose massively-parallel operating system. To implement the MPI/MBCF, Memory-Based FIFO of the MBCF is used for message buffering provided by the MPI library, and Remote Write for communication without message buffering. This paper shows performance evaluation of the MPI/MBCF on a cluster of workstations with parallel applications, and verifies whether it is effective to construct a message passing library with the MBCF which are based on the shared memory model.