diff --git a/keystonemiddleware/tests/unit/test_entry_points.py b/keystonemiddleware/tests/unit/test_entry_points.py
new file mode 100644
index 00000000..66daf3dd
--- /dev/null
+++ b/keystonemiddleware/tests/unit/test_entry_points.py
@@ -0,0 +1,35 @@
+# Licensed under the Apache License, Version 2.0 (the "License"); you may
+# not use this file except in compliance with the License. You may obtain
+# a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS, WITHOUT
+# WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the
+# License for the specific language governing permissions and limitations
+# under the License.
+
+import stevedore
+from testtools import matchers
+
+from keystonemiddleware.tests.unit import utils
+
+
+class TestPasteDeploymentEntryPoints(utils.BaseTestCase):
+
+    def test_entry_points(self):
+        expected_factory_names = [
+            'audit',
+            'auth_token',
+            'ec2_token',
+            's3_token',
+        ]
+        em = stevedore.ExtensionManager('paste.filter_factory')
+
+        exp_factories = set(['keystonemiddleware.' + name + ':filter_factory'
+                             for name in expected_factory_names])
+        actual_factories = set(['{0.__module__}:{0.__name__}'.format(
+            extension.plugin) for extension in em])
+        # Ensure that all factories are defined by their names
+        self.assertThat(actual_factories, matchers.ContainsAll(exp_factories))
diff --git a/setup.cfg b/setup.cfg
index 4ff866e0..00f48603 100644
--- a/setup.cfg
+++ b/setup.cfg
@@ -30,6 +30,12 @@ setup-hooks =
 oslo.config.opts =
     keystonemiddleware.auth_token = keystonemiddleware.opts:list_auth_token_opts
 
+paste.filter_factory =
+    auth_token = keystonemiddleware.auth_token:filter_factory
+    audit = keystonemiddleware.audit:filter_factory
+    ec2_token = keystonemiddleware.ec2_token:filter_factory
+    s3_token = keystonemiddleware.s3_token:filter_factory
+
 [build_sphinx]
 source-dir = doc/source
 build-dir = doc/build