diff --git a/tribits/core/std_tpls/FindTPLMPI.cmake b/tribits/core/std_tpls/FindTPLMPI.cmake
index b3a5bf464..f4917fd6a 100644
--- a/tribits/core/std_tpls/FindTPLMPI.cmake
+++ b/tribits/core/std_tpls/FindTPLMPI.cmake
@@ -50,3 +50,7 @@ if(WIN32 AND TPL_ENABLE_MPI)
   global_set(TPL_MPI_LIBRARIES ${MPI_LIBRARIES})
 endif()
 
+tribits_tpl_find_include_dirs_and_libraries(MPI)
+
+# NOTE: Above, we need to generate the MPI::all_libs target and the
+# MPIConfig.cmake file that will also provide the MPI::all_libs target.