--- a/cpp/cmake/templates/DOLFINXConfig.cmake.in
+++ b/cpp/cmake/templates/DOLFINXConfig.cmake.in
@@ -99,7 +99,7 @@
 endif()
 
 if(@ADIOS2_FOUND@)
-  find_dependency(ADIOS2 2.8.1)
+  find_dependency(ADIOS2 2.8.1 COMPONENTS CXX PATH_SUFFIXES mpi)
 endif()
 
 if(NOT TARGET dolfinx)
--- a/cpp/CMakeLists.txt
+++ b/cpp/CMakeLists.txt
@@ -403,9 +403,9 @@
 # ------------------------------------------------------------------------------
 # Find optional packages
 if(DOLFINX_ENABLE_ADIOS2 AND _REQUIRE_ADIOS2)
-  find_package(ADIOS2 2.8.1 REQUIRED)
+  find_package(ADIOS2 2.8.1 REQUIRED COMPONENTS CXX PATH_SUFFIXES mpi)
 elseif(DOLFINX_ENABLE_ADIOS2)
-  find_package(ADIOS2 2.8.1)
+  find_package(ADIOS2 2.8.1 COMPONENTS CXX PATH_SUFFIXES mpi)
 endif()
 if(ADIOS2_FOUND AND NOT ADIOS2_HAVE_MPI)
   message(