diff --git a/bin/swh-deposit b/bin/swh-deposit
deleted file mode 100755
--- a/bin/swh-deposit
+++ /dev/null
@@ -1,7 +0,0 @@
-#!/usr/bin/env bash
-
-# Use: ./swh-deposit --help
-#
-# Documentation: https://docs.softwareheritage.org/devel/swh-deposit/getting-started.html
-
-python3 -m swh.deposit.client.cli $@
diff --git a/docs/dev-info.rst b/docs/dev-info.rst
--- a/docs/dev-info.rst
+++ b/docs/dev-info.rst
@@ -110,8 +110,8 @@
 Production-like environment
 ---------------------------
 
-Production-like environment needs two configuration files to work
-properly.
+Production-like environment needs additional section in the
+configuration file to work properly.
 
 This is more close to what's actually running in production.
 
@@ -119,13 +119,14 @@
 ~~~~~~~~~~~~~
 
 This expects the same file describes in the previous chapter. Plus, an
-additional private **settings.yml** file containing secret information
-that is not in the source code repository.
+additional private section file containing private information that is
+not in the source code repository.
 
 **``{/etc/softwareheritage | ~/.config/swh | ~/.swh}``/deposit/private.yml**:
 
 .. code:: yaml
 
+  private:
     secret_key: production-local
     db:
       name: swh-deposit-dev
@@ -134,13 +135,14 @@
 
 .. code:: yaml
 
+  private:
     secret_key: production-secret-key
-    db:
-      name: swh-deposit-dev
-      host: db
-      port: 5467
-      user: user
-      password: user-password
+      db:
+        name: swh-deposit-dev
+        host: db
+        port: 5467
+        user: user
+        password: user-password
 
 Run
 ~~~
diff --git a/docs/sys-info.rst b/docs/sys-info.rst
--- a/docs/sys-info.rst
+++ b/docs/sys-info.rst
@@ -1,4 +1,4 @@
-Deployment of the swh-deposit 
+Deployment of the swh-deposit
 =============================
 
 As usual, the debian packaged is created and uploaded to the swh debian
@@ -9,7 +9,7 @@
 -----------------------------------------------------------
 
 This is defined through the packaged ``swh.deposit.settings.production``
-module and the expected **/etc/softwareheritage/deposit/private.yml**.
+module and the expected **/etc/softwareheritage/deposit/server.yml**.
 
 As usual, the expected configuration files are deployed through our
 puppet manifest (cf. puppet-environment/swh-site,
@@ -27,10 +27,12 @@
 
 .. code:: shell
 
-    sudo django-admin loaddata --settings=swh.deposit.settings.production deposit_data
+    sudo django-admin loaddata \
+      --settings=swh.deposit.settings.production deposit_data
 
-This adds the minimal: - deposit request type 'archive' and 'metadata' -
-'hal' collection
+This adds the minimal:
+- deposit request type 'archive' and 'metadata'
+- 'hal' collection
 
 Note: swh.deposit.fixtures.deposit\_data is packaged
 
@@ -39,7 +41,9 @@
 
 .. code:: shell
 
-    python3 -m swh.deposit.create_user --platform production \
+    SWH_CONFIG_FILENAME=/etc/softwareheritage/deposit/server.yml \
+    swh-deposit --platform production \
+        user create \
         --collection <collection-name> \
         --username <client-name> \
         --password <to-define>
@@ -48,4 +52,9 @@
 ``<collection-name>``. The password will be used for the authentication
 access to the deposit api.
 
-Note: This creation procedure needs to be improved.
+Note:
+  - If the collection does not exist, it is created alongside.
+  - The password is plain text but stored encrypted (so yes, for now
+    we know the user's password)
+  - A production requirement for the cli to work is to set the
+    SWH_CONFIG_FILENAME environment variable
diff --git a/setup.py b/setup.py
--- a/setup.py
+++ b/setup.py
@@ -44,13 +44,17 @@
     author_email='swh-devel@inria.fr',
     url='https://forge.softwareheritage.org/source/swh-deposit/',
     packages=find_packages(),
-    scripts=['bin/swh-deposit'],  # scripts to package
     install_requires=parse_requirements() + parse_requirements('swh'),
     tests_require=parse_requirements('test'),
     setup_requires=['vcversioner'],
     extras_require={'testing': parse_requirements('test')},
     vcversioner={},
     include_package_data=True,
+    entry_points='''
+        [console_scripts]
+        swh-deposit=swh.deposit.cli:main
+        swh-deposit-client=swh.deposit.client.cli:main
+    ''',
     classifiers=[
         "Programming Language :: Python :: 3",
         "Intended Audience :: Developers",
diff --git a/swh/deposit/cli.py b/swh/deposit/cli.py
new file mode 100644
--- /dev/null
+++ b/swh/deposit/cli.py
@@ -0,0 +1,158 @@
+# Copyright (C) 2017-2019  The Software Heritage developers
+# See the AUTHORS file at the top-level directory of this distribution
+# License: GNU General Public License version 3, or any later version
+# See top-level LICENSE file for more information
+
+import click
+
+from swh.deposit.config import setup_django_for
+
+
+CONTEXT_SETTINGS = dict(help_option_names=['-h', '--help'])
+
+
+@click.group(context_settings=CONTEXT_SETTINGS)
+@click.option('--platform', default='development',
+              type=click.Choice(['development', 'production']),
+              help='development or production platform')
+@click.pass_context
+def cli(ctx, platform):
+    setup_django_for(platform)
+
+
+@cli.group('user')
+@click.pass_context
+def user(ctx):
+    """Manipulate user."""
+    pass
+
+
+def _create_collection(name):
+    """Create the collection with name if it does not exist.
+
+    Args:
+        name (str): collection's name
+
+    Returns:
+        collection (DepositCollection): the existing collection object
+                                        (created or not)
+
+    """
+    # to avoid loading too early django namespaces
+    from swh.deposit.models import DepositCollection
+
+    try:
+        collection = DepositCollection.objects.get(name=name)
+        click.echo('Collection %s exists, nothing to do.' % name)
+    except DepositCollection.DoesNotExist:
+        click.echo('Create new collection %s' % name)
+        collection = DepositCollection.objects.create(name=name)
+        click.echo('Collection %s created' % name)
+    return collection
+
+
+@user.command('create')
+@click.option('--username', required=True, help="User's name")
+@click.option('--password', required=True,
+              help="Desired user's password (plain).")
+@click.option('--firstname', default='', help="User's first name")
+@click.option('--lastname', default='', help="User's last name")
+@click.option('--email', default='', help="User's email")
+@click.option('--collection', help="User's collection")
+@click.pass_context
+def user_create(ctx, username, password, firstname, lastname, email,
+                collection):
+    """Create a user with some needed information (password, collection)
+
+    If the collection does not exist, the collection is then created
+    alongside.
+
+    The password is stored encrypted using django's utilies.
+
+    """
+    # to avoid loading too early django namespaces
+    from swh.deposit.models import DepositClient
+
+    click.echo('collection: %s' % collection)
+    # create the collection if it does not exist
+    collection = _create_collection(collection)
+
+    # user create/update
+    try:
+        user = DepositClient.objects.get(username=username)
+        click.echo('User %s exists, updating information.' % user)
+        user.set_password(password)
+    except DepositClient.DoesNotExist:
+        click.echo('Create new user %s' % username)
+        user = DepositClient.objects.create_user(
+            username=username,
+            password=password)
+
+    user.collections = [collection.id]
+    user.first_name = firstname
+    user.last_name = lastname
+    user.email = email
+    user.is_active = True
+    user.save()
+
+    click.echo('Information registered for user %s' % user)
+
+
+@user.command('list')
+@click.pass_context
+def user_list(ctx):
+    """List existing users.
+
+       This entrypoint is not paginated yet as there is not a lot of
+       entry.
+
+    """
+    # to avoid loading too early django namespaces
+    from swh.deposit.models import DepositClient
+    users = DepositClient.objects.all()
+    if not users:
+        output = 'Empty user list'
+    else:
+        output = '\n'.join((user.username for user in users))
+    click.echo(output)
+
+
+@cli.group('collection')
+@click.pass_context
+def collection(ctx):
+    """Manipulate collection."""
+    pass
+
+
+@collection.command('create')
+@click.option('--name', required=True, help="Collection's name")
+@click.pass_context
+def collection_create(ctx, name):
+    _create_collection(name)
+
+
+@collection.command('list')
+@click.pass_context
+def collection_list(ctx):
+    """List existing collections.
+
+       This entrypoint is not paginated yet as there is not a lot of
+       entry.
+
+    """
+    # to avoid loading too early django namespaces
+    from swh.deposit.models import DepositCollection
+    collections = DepositCollection.objects.all()
+    if not collections:
+        output = 'Empty collection list'
+    else:
+        output = '\n'.join((col.name for col in collections))
+    click.echo(output)
+
+
+def main():
+    return cli(auto_envvar_prefix='SWH_DEPOSIT')
+
+
+if __name__ == '__main__':
+    main()
diff --git a/swh/deposit/create_user.py b/swh/deposit/create_user.py
deleted file mode 100755
--- a/swh/deposit/create_user.py
+++ /dev/null
@@ -1,56 +0,0 @@
-#!/usr/bin/env python3
-
-# Copyright (C) 2017  The Software Heritage developers
-# See the AUTHORS file at the top-level directory of this distribution
-# License: GNU General Public License version 3, or any later version
-# See top-level LICENSE file for more information
-
-import click
-
-from swh.deposit.config import setup_django_for
-
-
-@click.command(
-    help='Create a user with some needed information (password, collection)')
-@click.option('--platform', default='development',
-              help='development or production platform')
-@click.option('--username', required=True, help="User's name")
-@click.option('--password', required=True, help="Desired user's password.")
-@click.option('--firstname', default='', help="User's first name")
-@click.option('--lastname', default='', help="User's last name")
-@click.option('--email', default='', help="User's email")
-@click.option('--collection', help="User's collection")
-def main(platform, username, password, firstname, lastname, email, collection):
-    setup_django_for(platform)
-
-    from swh.deposit.models import DepositClient, DepositCollection
-
-    try:
-        collection = DepositCollection.objects.get(name=collection)
-    except DepositCollection.DoesNotExist:
-        raise ValueError(
-            'Collection %s does not exist, skipping' % collection)
-
-    # user create/update
-    try:
-        user = DepositClient.objects.get(username=username)
-        print('User %s exists, updating information.' % user)
-        user.set_password(password)
-    except DepositClient.DoesNotExist:
-        print('Create new user %s' % username)
-        user = DepositClient.objects.create_user(
-            username=username,
-            password=password)
-
-    user.collections = [collection.id]
-    user.first_name = firstname
-    user.last_name = lastname
-    user.email = email
-    user.is_active = True
-    user.save()
-
-    print('Information registered for user %s' % user)
-
-
-if __name__ == '__main__':
-    main()
diff --git a/swh/deposit/settings/production.py b/swh/deposit/settings/production.py
--- a/swh/deposit/settings/production.py
+++ b/swh/deposit/settings/production.py
@@ -25,6 +25,10 @@
 # and check the required setup is ok
 # If not raise an error explaining the errors
 config_file = os.environ.get('SWH_CONFIG_FILENAME')
+if not config_file:
+    raise ValueError('Production: SWH_CONFIG_FILENANE must be set to the'
+                     ' configuration file needed!')
+
 if not os.path.exists(config_file):
     raise ValueError('Production: configuration file %s does not exist!' % (
         config_file, ))