diff --git a/doc/source/command-objects/address-scope.rst b/doc/source/command-objects/address-scope.rst
new file mode 100644
index 0000000000..d7eac28316
--- /dev/null
+++ b/doc/source/command-objects/address-scope.rst
@@ -0,0 +1,48 @@
+=============
+address scope
+=============
+
+An **address scope** is a scope of IPv4 or IPv6 addresses that belongs
+to a given project and may be shared between projects.
+
+Network v2
+
+address scope create
+--------------------
+
+Create new address scope
+
+.. program:: address scope create
+.. code:: bash
+
+    os address scope create
+        [--project <project> [--project-domain <project-domain>]]
+        [--ip-version <ip-version>]
+        [--share | --no-share]
+        <name>
+
+.. option:: --project <project>
+
+    Owner's project (name or ID)
+
+.. option:: --project-domain <project-domain>
+
+    Domain the project belongs to (name or ID).
+    This can be used in case collisions between project names exist.
+
+.. option:: --ip-version <ip-version>
+
+    IP version (4 or 6, default is 4)
+
+.. option:: --share
+
+    Share the address scope between projects
+
+.. option:: --no-share
+
+    Do not share the address scope between projects (default)
+
+.. _address_scope_create-name:
+.. describe:: <name>
+
+     New address scope name
diff --git a/doc/source/commands.rst b/doc/source/commands.rst
index f71fbccb4e..bccd6cb1ba 100644
--- a/doc/source/commands.rst
+++ b/doc/source/commands.rst
@@ -70,6 +70,7 @@ the API resources will be merged, as in the ``quota`` object that has options
 referring to both Compute and Volume quotas.
 
 * ``access token``: (**Identity**) long-lived OAuth-based token
+* ``address scope``: (**Network**) a scope of IPv4 or IPv6 addresses
 * ``aggregate``: (**Compute**) a grouping of compute hosts
 * ``availability zone``: (**Compute**, **Network**, **Volume**) a logical partition of hosts or block storage or network services
 * ``backup``: (**Volume**) a volume copy
diff --git a/openstackclient/network/v2/address_scope.py b/openstackclient/network/v2/address_scope.py
new file mode 100644
index 0000000000..eba889514d
--- /dev/null
+++ b/openstackclient/network/v2/address_scope.py
@@ -0,0 +1,96 @@
+#   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.
+#
+
+"""Address scope action implementations"""
+
+from openstackclient.common import command
+from openstackclient.common import utils
+from openstackclient.i18n import _
+from openstackclient.identity import common as identity_common
+
+
+def _get_columns(item):
+    columns = list(item.keys())
+    if 'tenant_id' in columns:
+        columns.remove('tenant_id')
+        columns.append('project_id')
+
+    return tuple(sorted(columns))
+
+
+def _get_attrs(client_manager, parsed_args):
+    attrs = {}
+    attrs['name'] = parsed_args.name
+    attrs['ip_version'] = parsed_args.ip_version
+    if parsed_args.share:
+        attrs['shared'] = True
+    if parsed_args.no_share:
+        attrs['shared'] = False
+    if 'project' in parsed_args and parsed_args.project is not None:
+        identity_client = client_manager.identity
+        project_id = identity_common.find_project(
+            identity_client,
+            parsed_args.project,
+            parsed_args.project_domain,
+        ).id
+        attrs['tenant_id'] = project_id
+
+    return attrs
+
+
+class CreateAddressScope(command.ShowOne):
+    """Create a new Address Scope"""
+
+    def get_parser(self, prog_name):
+        parser = super(CreateAddressScope, self).get_parser(prog_name)
+        parser.add_argument(
+            'name',
+            metavar="<name>",
+            help=_("New address scope name")
+        )
+        parser.add_argument(
+            '--ip-version',
+            type=int,
+            default=4,
+            choices=[4, 6],
+            help=_("IP version (default is 4)")
+        )
+        parser.add_argument(
+            '--project',
+            metavar="<project>",
+            help=_("Owner's project (name or ID)")
+        )
+        identity_common.add_project_domain_option_to_parser(parser)
+
+        share_group = parser.add_mutually_exclusive_group()
+        share_group.add_argument(
+            '--share',
+            action='store_true',
+            help=_('Share the address scope between projects')
+        )
+        share_group.add_argument(
+            '--no-share',
+            action='store_true',
+            help=_('Do not share the address scope between projects (default)')
+        )
+
+        return parser
+
+    def take_action(self, parsed_args):
+        client = self.app.client_manager.network
+        attrs = _get_attrs(self.app.client_manager, parsed_args)
+        obj = client.create_address_scope(**attrs)
+        columns = _get_columns(obj)
+        data = utils.get_item_properties(obj, columns, formatters={})
+
+        return columns, data
diff --git a/openstackclient/tests/network/v2/test_address_scope.py b/openstackclient/tests/network/v2/test_address_scope.py
new file mode 100644
index 0000000000..f37512cd5d
--- /dev/null
+++ b/openstackclient/tests/network/v2/test_address_scope.py
@@ -0,0 +1,164 @@
+#   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 copy
+import mock
+
+from openstackclient.network.v2 import address_scope
+from openstackclient.tests import fakes
+from openstackclient.tests.identity.v3 import fakes as identity_fakes_v3
+from openstackclient.tests.network.v2 import fakes as network_fakes
+from openstackclient.tests import utils as tests_utils
+
+
+class TestAddressScope(network_fakes.TestNetworkV2):
+
+    def setUp(self):
+        super(TestAddressScope, self).setUp()
+
+        # Get a shortcut to the network client
+        self.network = self.app.client_manager.network
+
+
+class TestCreateAddressScope(TestAddressScope):
+
+    # The new address scope created.
+    new_address_scope = (
+        network_fakes.FakeAddressScope.create_one_address_scope(
+            attrs={
+                'tenant_id': identity_fakes_v3.project_id,
+            }
+        ))
+    columns = (
+        'id',
+        'ip_version',
+        'name',
+        'project_id',
+        'shared'
+    )
+    data = (
+        new_address_scope.id,
+        new_address_scope.ip_version,
+        new_address_scope.name,
+        new_address_scope.project_id,
+        new_address_scope.shared,
+    )
+
+    def setUp(self):
+        super(TestCreateAddressScope, self).setUp()
+        self.network.create_address_scope = mock.Mock(
+            return_value=self.new_address_scope)
+
+        # Get the command object to test
+        self.cmd = address_scope.CreateAddressScope(self.app, self.namespace)
+
+        # Set identity client v3. And get a shortcut to Identity client.
+        identity_client = identity_fakes_v3.FakeIdentityv3Client(
+            endpoint=fakes.AUTH_URL,
+            token=fakes.AUTH_TOKEN,
+        )
+        self.app.client_manager.identity = identity_client
+        self.identity = self.app.client_manager.identity
+
+        # Get a shortcut to the ProjectManager Mock
+        self.projects_mock = self.identity.projects
+        self.projects_mock.get.return_value = fakes.FakeResource(
+            None,
+            copy.deepcopy(identity_fakes_v3.PROJECT),
+            loaded=True,
+        )
+
+        # Get a shortcut to the DomainManager Mock
+        self.domains_mock = self.identity.domains
+        self.domains_mock.get.return_value = fakes.FakeResource(
+            None,
+            copy.deepcopy(identity_fakes_v3.DOMAIN),
+            loaded=True,
+        )
+
+    def test_create_no_options(self):
+        arglist = []
+        verifylist = []
+
+        # Missing required args should bail here
+        self.assertRaises(tests_utils.ParserException, self.check_parser,
+                          self.cmd, arglist, verifylist)
+
+    def test_create_default_options(self):
+        arglist = [
+            self.new_address_scope.name,
+        ]
+        verifylist = [
+            ('project', None),
+            ('ip_version', self.new_address_scope.ip_version),
+            ('name', self.new_address_scope.name),
+        ]
+
+        parsed_args = self.check_parser(self.cmd, arglist, verifylist)
+        columns, data = (self.cmd.take_action(parsed_args))
+
+        self.network.create_address_scope.assert_called_once_with(**{
+            'ip_version': self.new_address_scope.ip_version,
+            'name': self.new_address_scope.name,
+        })
+        self.assertEqual(self.columns, columns)
+        self.assertEqual(self.data, data)
+
+    def test_create_all_options(self):
+        arglist = [
+            '--ip-version', str(self.new_address_scope.ip_version),
+            '--share',
+            '--project', identity_fakes_v3.project_name,
+            '--project-domain', identity_fakes_v3.domain_name,
+            self.new_address_scope.name,
+        ]
+        verifylist = [
+            ('ip_version', self.new_address_scope.ip_version),
+            ('share', True),
+            ('project', identity_fakes_v3.project_name),
+            ('project_domain', identity_fakes_v3.domain_name),
+            ('name', self.new_address_scope.name),
+        ]
+
+        parsed_args = self.check_parser(self.cmd, arglist, verifylist)
+        columns, data = (self.cmd.take_action(parsed_args))
+
+        self.network.create_address_scope.assert_called_once_with(**{
+            'ip_version': self.new_address_scope.ip_version,
+            'shared': True,
+            'tenant_id': identity_fakes_v3.project_id,
+            'name': self.new_address_scope.name,
+        })
+        self.assertEqual(self.columns, columns)
+        self.assertEqual(self.data, data)
+
+    def test_create_no_share(self):
+        arglist = [
+            '--no-share',
+            self.new_address_scope.name,
+        ]
+        verifylist = [
+            ('no_share', True),
+            ('name', self.new_address_scope.name),
+        ]
+
+        parsed_args = self.check_parser(self.cmd, arglist, verifylist)
+        columns, data = self.cmd.take_action(parsed_args)
+
+        self.network.create_address_scope.assert_called_once_with(**{
+            'ip_version': self.new_address_scope.ip_version,
+            'shared': False,
+            'name': self.new_address_scope.name,
+        })
+        self.assertEqual(self.columns, columns)
+        self.assertEqual(self.data, data)
diff --git a/setup.cfg b/setup.cfg
index 684214127a..de8f716501 100644
--- a/setup.cfg
+++ b/setup.cfg
@@ -319,6 +319,8 @@ openstack.image.v2 =
     image_set = openstackclient.image.v2.image:SetImage
 
 openstack.network.v2 =
+    address_scope_create = openstackclient.network.v2.address_scope:CreateAddressScope
+
     ip_floating_create = openstackclient.network.v2.floating_ip:CreateFloatingIP
     ip_floating_delete = openstackclient.network.v2.floating_ip:DeleteFloatingIP
     ip_floating_list = openstackclient.network.v2.floating_ip:ListFloatingIP