diff --git a/defaults/main.yml b/defaults/main.yml
index 98d1237..1891d32 100644
--- a/defaults/main.yml
+++ b/defaults/main.yml
@@ -3,14 +3,11 @@ dockerengine_packages:
   - docker
 
 # @var dockerengine_packages_extra:description: >
-# The role requires epel repository and pip to work .You can use 
+# The role requires epel repository and pip to work. You can use
 # `dockerengine_packages_extra` to install these dependencys.
 # @end
 dockerengine_packages_extra: []
 
-dockerengine_packages_python:
-  - name: docker-compose
-
 dockerengine_service: docker
 
 dockerengine_docker_group_enabled: False
@@ -39,3 +36,20 @@ dockerengine_usernamespace_enabled: False
 dockerengine_nsremap_user: dockremap
 dockerengine_nsremap_range_start: 231072
 dockerengine_nsremap_range_length: 65536
+
+# @var dockerengine_networks:description: List of additional docker networks to create.
+# @var dockerengine_networks:example: >
+# dockerengine_networks:
+#   - name: my_network
+#     driver: bridge
+#     enable_ipv6: True
+#     ipam_config:
+#       - subnet: fdd1:ac8c:0557:7ce1::/64
+#     force: False
+#     state: present
+# @end
+dockerengine_networks: []
+# @var dockerengine_networks:description: >
+# List of extra docker networks to create. For configuration detials see `docker_networks`.
+# @end
+dockerengine_networks_extra: []
diff --git a/molecule/centos7/converge.yml b/molecule/centos7/converge.yml
index 550ff1c..4a2edbb 100644
--- a/molecule/centos7/converge.yml
+++ b/molecule/centos7/converge.yml
@@ -1,6 +1,10 @@
 ---
 - name: Converge
   hosts: all
+  vars:
+    dockerengine_packages_extra:
+      - epel-release
+      - python-pip
+
   roles:
-    - role: xoxys.python3
     - role: xoxys.docker_engine
diff --git a/molecule/centos7/requirements.yml b/molecule/centos7/requirements.yml
deleted file mode 100644
index 9bcadd3..0000000
--- a/molecule/centos7/requirements.yml
+++ /dev/null
@@ -1,5 +0,0 @@
----
-- src: https://gitea.rknet.org/ansible/xoxys.python3.git
-  name: xoxys.python3
-  scm: git
-  version: master
diff --git a/tasks/config.yml b/tasks/config.yml
index cf97b51..d8fab84 100644
--- a/tasks/config.yml
+++ b/tasks/config.yml
@@ -56,5 +56,18 @@
         name: "{{ dockerengine_service }}"
         enabled: True
         state: started
+
+    - name: Create docker networks
+      docker_network:
+        name: "{{ item.name }}"
+        driver: "{{ item.driver | default('bridge') }}"
+        enable_ipv6: "{{ item.enable_ipv6 | default(False) }}"
+        ipam_config: "{{ item.ipam_config | default(omit) }}"
+        force: "{{ item.force | default(omit) }}"
+        state: "{{ item.state | default('present') }}"
+      loop: "{{ dockerengine_networks + dockerengine_networks_extra }}"
+      loop_control:
+        label: "{{ item.name }}"
+      notify: __docker_restart
   become: True
   become_user: root
diff --git a/tasks/install.yml b/tasks/install.yml
index 0e3148c..b252763 100644
--- a/tasks/install.yml
+++ b/tasks/install.yml
@@ -1,24 +1,20 @@
 ---
-- block: 
+- block:
     - name: Install dependencies
       package:
         name: "{{ item }}"
         state: present
       loop: "{{ dockerengine_packages_extra }}"
 
+    - name: Install python dependencies
+      pip:
+        name: "{{ item }}"
+      loop: "{{ __docker_ansible_deps }}"
+
     - name: Install packages
       package:
         name: "{{ item }}"
         state: present
-      loop: "{{ dockerengine_packages + __docker_ansible_deps }}"
-
-    - name: Install python packages
-      pip:
-        name: "{{ item.name }}"
-        executable: "{{ item.exec | default('/usr/bin/pip3') }}"
-        state: present
-      loop: "{{ dockerengine_packages_python }}"
-      loop_control:
-        label: "{{ item.name }}"
+      loop: "{{ dockerengine_packages }}"
   become: True
   become_user: root
diff --git a/vars/main.yml b/vars/main.yml
index ec45b5c..87b900f 100644
--- a/vars/main.yml
+++ b/vars/main.yml
@@ -1,3 +1,4 @@
 ---
 __docker_ansible_deps:
-  - python-docker-py
+  - docker-compose~=1.24.0
+  - docker