diff --git a/magnum/common/policy.py b/magnum/common/policy.py
index ff98454e03..25cb3c7b39 100644
--- a/magnum/common/policy.py
+++ b/magnum/common/policy.py
@@ -132,6 +132,14 @@ def add_policy_attributes(target):
     return target
 
 
+def get_enforcer():
+    # This method is used by oslopolicy CLI scripts in order to generate policy
+    # files from overrides on disk and defaults in code.
+    cfg.CONF([], project='magnum')
+    init()
+    return _ENFORCER
+
+
 def check_is_admin(context):
     """Whether or not user is admin according to policy setting.
 
diff --git a/setup.cfg b/setup.cfg
index dd61784c2a..4e9f4be416 100644
--- a/setup.cfg
+++ b/setup.cfg
@@ -47,6 +47,9 @@ oslo.config.opts =
 oslo.config.opts.defaults =
     magnum = magnum.common.config:set_config_defaults
 
+oslo.policy.enforcer =
+    magnum = magnum.common.policy:get_enforcer
+
 oslo.policy.policies =
     magnum = magnum.common.policies:list_rules