diff --git a/devstack/plugin.sh b/devstack/plugin.sh
index 400edcc4..c0a73d37 100644
--- a/devstack/plugin.sh
+++ b/devstack/plugin.sh
@@ -64,8 +64,7 @@ if is_service_enabled kuryr; then
             else
                 echo -n "${KURYR_CONFIG} and the  default config missing. Auto generating and copying one... "
                 cd ${KURYR_HOME}
-                pip_install tox
-                tox -egenconfig
+                oslo-config-generator --config-file=${KURYR_CONFIG_GENERATOR}
                 sudo cp ${KURYR_DEFAULT_CONFIG}.sample ${KURYR_DEFAULT_CONFIG}
                 sudo cp ${KURYR_DEFAULT_CONFIG} ${KURYR_CONFIG}
                 cd -
diff --git a/devstack/settings b/devstack/settings
index 8c56fccc..d1649dde 100644
--- a/devstack/settings
+++ b/devstack/settings
@@ -2,6 +2,8 @@
 KURYR_HOME=${KURYR_HOME:-$DEST/kuryr}
 KURYR_JSON_FILENAME=kuryr.json
 KURYR_DEFAULT_JSON=${KURYR_HOME}/etc/${KURYR_JSON_FILENAME}
+KURYR_CONFIG_GENERATOR_FILENAME=kuryr-config-generator.conf
+KURYR_CONFIG_GENERATOR=${KURYR_HOME}/etc/${KURYR_CONFIG_GENERATOR_FILENAME}
 
 # See libnetwork's plugin discovery mechanism:
 #   https://github.com/docker/docker/blob/c4d45b6a29a91f2fb5d7a51ac36572f2a9b295c6/docs/extend/plugin_api.md#plugin-discovery