On CentOS, I had to augment my PATH after installing openmpi3:
$ sudo yum install openmpi3-devel ... $ export PATH=/usr/lib64/openmpi3/bin/:$PATH $ mpicc --version gcc (GCC) ... $ pip3 install mpi4py