diff --git a/CMakeLists.txt b/CMakeLists.txt
index a528fc51..41b531ca 100644
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -8,16 +8,10 @@ INCLUDE(SetupTPLs)
 INCLUDE(SetupMFMG)
 INCLUDE(SetupCache)
 
-# By default build a static library because CUDA does not work with a shared
-# library
-OPTION(BUILD_SHARED_LIBS "Build a shared library" OFF)
 
 INITIALIZE_CACHE()
 
 IF(${MFMG_ENABLE_CUDA})
-  IF (${BUILD_SHARED_LIBS})
-    MESSAGE(SEND_ERROR "CUDA build does not support shared library")
-  ENDIF()
   # ENABLE_LANGUAGE cannot be in a function and it has to be called in the
   # highest directory so we cannot encapsulate it
   ENABLE_LANGUAGE(CUDA)
@@ -74,7 +68,7 @@ TARGET_INCLUDE_DIRECTORIES(mfmg SYSTEM PUBLIC ${DEAL_II_INCLUDE_DIRS})
 TARGET_LINK_LIBRARIES(mfmg PUBLIC ${DEAL_II_LIBRARIES})
 TARGET_LINK_LIBRARIES(mfmg PUBLIC ${MFMG_CUDA_LIBRARIES})
 TARGET_INCLUDE_DIRECTORIES(mfmg PUBLIC ${AMGX_INCLUDE_DIR})
-TARGET_LINK_LIBRARIES(mfmg PUBLIC ${AMGX_LIBRARY})
+TARGET_LINK_LIBRARIES(mfmg PUBLIC ${AMGX_LIBRARIES})
 TARGET_COMPILE_DEFINITIONS(mfmg PRIVATE ${CLANG_TIDY_DEFINITIONS})
 
 IF(${Backtrace_FOUND})
diff --git a/cmake/SetupCUDA.cmake b/cmake/SetupCUDA.cmake
index 1db1862d..b2139822 100644
--- a/cmake/SetupCUDA.cmake
+++ b/cmake/SetupCUDA.cmake
@@ -2,12 +2,16 @@
 # the list of CUDA libraries that we are using
 FUNCTION(SET_CUDA_LIBRARIES)
   ADD_DEFINITIONS(-DMFMG_WITH_CUDA)
+  FIND_LIBRARY(CUSPARSE cusparse HINT ${CMAKE_CUDA_IMPLICIT_LINK_DIRECTORIES})
+  FIND_LIBRARY(CUSOLVER cusolver HINT ${CMAKE_CUDA_IMPLICIT_LINK_DIRECTORIES})
   SET(MFMG_CUDA_LIBRARIES
-    "cusparse"
-    "cusolver"
+    ${CUSPARSE}
+    ${CUSOLVER}
     PARENT_SCOPE
     )
-  # cuSolver needs OpenMP
+
+#### OPENMP ##################################################################
+# cuSOLVER needs OpenMP
   FIND_PACKAGE(OpenMP)
   IF(OPENMP_FOUND)
     SET(CMAKE_CXX_FLAGS
@@ -21,4 +25,19 @@ FUNCTION(SET_CUDA_LIBRARIES)
   ELSE()
     MESSAGE(SEND_ERROR "Could not find OpenMP required by cuSolver")
   ENDIF()
+
+#### AMGX ####################################################################
+  IF(${MFMG_ENABLE_CUDA})
+    IF (${MFMG_ENABLE_AMGX})
+      FIND_LIBRARY(AMGX_LIBRARY amgx amgxsh PATH "${AMGX_DIR}/lib")
+      FIND_LIBRARY(CUBLAS cublas HINT ${CMAKE_CUDA_IMPLICIT_LINK_DIRECTORIES})
+      SET(AMGX_LIBRARIES
+        ${AMGX_LIBRARY}
+        ${CUBLAS}
+        PARENT_SCOPE
+        )
+      SET(AMGX_INCLUDE_DIR "${AMGX_DIR}/include" PARENT_SCOPE)
+      ADD_DEFINITIONS(-DMFMG_WITH_AMGX)
+    ENDIF()
+  ENDIF()
 ENDFUNCTION()
diff --git a/cmake/SetupTPLs.cmake b/cmake/SetupTPLs.cmake
index 515586a9..7bfa7a82 100644
--- a/cmake/SetupTPLs.cmake
+++ b/cmake/SetupTPLs.cmake
@@ -32,16 +32,3 @@ ELSE()
     ADD_DEFINITIONS(-DDEBUG)
   ENDIF()
 ENDIF()
-
-#### AMGX ####################################################################
-IF(${MFMG_ENABLE_CUDA})
-  IF (${MFMG_ENABLE_AMGX})
-    ADD_LIBRARY(amgx STATIC IMPORTED)
-    SET_TARGET_PROPERTIES(amgx PROPERTIES IMPORTED_LOCATION
-      "${AMGX_DIR}/lib/libamgx.a"
-      IMPORTED_LINK_INTERFACE_LIBRARIES "cublas")
-    ADD_DEFINITIONS(-DMFMG_WITH_AMGX)
-    SET(AMGX_INCLUDE_DIR "${AMGX_DIR}/include")
-    SET(AMGX_LIBRARY amgx)
-  ENDIF()
-ENDIF()