diff --git a/.ansible-lint b/.ansible-lint
index 850f246..0f05d83 100644
--- a/.ansible-lint
+++ b/.ansible-lint
@@ -6,6 +6,7 @@ exclude_paths:
   - .cache/
   - molecule/default
   - molecule/aws-ec2
+  - molecule/jupyter-system
 offline: false
 use_default_rules: true
 parseable: true
diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index f8e0b0d..17be038 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -44,10 +44,16 @@ jobs:
         include:
           - distro: ubuntu2004
             ansible-version: '>=2.11.5'
+            scenario: 'default'
           - distro: ubuntu2204
             ansible-version: '>=2.11.5'
+            scenario: 'default'
+          - distro: ubuntu2204
+            ansible-version: '>=2.11.5'
+            scenario: 'jupyter-system'
           - distro: rockylinux8
             ansible-version: '>=2.11.5'
+            scenario: 'default'
 
     steps:
       - name: Check out the codebase
@@ -65,7 +71,7 @@ jobs:
 
       - name: Run Molecule tests
         run: |
-          molecule test
+          molecule test -s "${{ matrix.scenario }}"
         env:
           ANSIBLE_FORCE_COLOR: '1'
           ANSIBLE_VERBOSITY: '2'
diff --git a/README.md b/README.md
index 61686e6..0fbd3df 100644
--- a/README.md
+++ b/README.md
@@ -1,20 +1,24 @@
 # Ansible Python Install
 
-Install Python on Ubuntu and RedHat based systems with Posit's pre-compiled binaries ([docs](https://docs.posit.co/resources/install-python/))
+Install Python (with Jupyter) on Ubuntu and RedHat based systems with Posit's pre-compiled binaries ([docs](https://docs.posit.co/resources/install-python/))
 
 [![CI](https://github.com/Appsilon/ansible-python-install/workflows/CI/badge.svg)](https://github.com/Appsilon/ansible-python-install/actions/workflows/ci.yml)
 [![Ansible Galaxy](https://img.shields.io/badge/ansible--galaxy-appsilon.python_install-blue.svg)](https://galaxy.ansible.com/appsilon/python_install)
 
 ## Requirements
 
-None.
+If you want to install Workbench's plugins, then the Python used for Jupyter installation needs to be >= 3.7
 
 ## Role Variables
 
-| Variable        | Required | Default          | Choices                           | Comments                              |
-|-----------------|----------|------------------|-----------------------------------|---------------------------------------|
-| python_versions | yes      | [3.10.6, 3.9.13] | Array with Python versions >= 3.7 | Version have to be specified as 3.x.y |
-| python_jupyter_kernel | no      | true | Boolean: true, false | Makes Python available as a Jupyter Kernel |
+| Variable        | Default          | Choices                           | Comments                              |
+|-----------------|------------------|-----------------------------------|---------------------------------------|
+| python_versions | [3.10.6, 3.9.13] | Array with Python versions >= 3.7 | Version have to be specified as 3.x.y |
+| python_jupyter_kernel | true | Boolean: true, false | Makes Python available as a Jupyter Kernel |
+| python_jupyter_install | true | Boolean: true, false | Whether to install Jupyter |
+| python_jupyter_install_method | virtualenv | String: virtualenv, system | Method of Jupyter installation |
+| python_jupyter_python_version | `"{{ python_versions[0] }}"` | One of the versions passed in python_versions  | Used only for virtualenv method |
+| python_jupyter_workbench | true | Boolean: true, false | Whether to install Workbench's plugins for Jupyter |
 
 ## Dependencies
 
diff --git a/defaults/main.yml b/defaults/main.yml
index 2336078..210bbf4 100644
--- a/defaults/main.yml
+++ b/defaults/main.yml
@@ -4,3 +4,17 @@ python_versions:
   - 3.10.6
   - 3.9.13
 python_jupyter_kernel: true
+python_jupyter_install: true
+# Possible values: system, virtualenv
+python_jupyter_install_method: virtualenv
+# Python version to use for Jupyter installation
+# when using virtualenv method
+python_jupyter_python_version: "{{ python_versions[0] }}"
+python_jupyter_virtualenv_path: /opt/jupyter
+python_jupyter_packages:
+  - jupyterlab
+  - notebook>=6.0.0,<7.0.0
+python_jupyter_workbench: true
+python_jupyter_workbench_packages:
+  - rsp_jupyter
+  - workbench_jupyterlab==1.1.315
diff --git a/molecule/jupyter-system/converge.yml b/molecule/jupyter-system/converge.yml
new file mode 100644
index 0000000..a6bf7ca
--- /dev/null
+++ b/molecule/jupyter-system/converge.yml
@@ -0,0 +1,11 @@
+---
+- name: Converge
+  hosts: all
+  become: true
+  pre_tasks:
+    - name: Include main vars
+      include_vars: "{{ playbook_dir }}/../../tests/vars/main.yml"
+    - name: Include jupyter-system vars
+      include_vars: "{{ playbook_dir }}/../../tests/vars/jupyter-system.yml"
+  roles:
+    - "{{ playbook_dir }}/../../"
diff --git a/molecule/jupyter-system/molecule.yml b/molecule/jupyter-system/molecule.yml
new file mode 100644
index 0000000..feaf7cb
--- /dev/null
+++ b/molecule/jupyter-system/molecule.yml
@@ -0,0 +1,21 @@
+---
+dependency:
+  name: galaxy
+driver:
+  name: docker
+platforms:
+  - name: instance-jupyter-system
+    image: "geerlingguy/docker-${MOLECULE_DISTRO:-ubuntu2004}-ansible:latest"
+    command: ${MOLECULE_DOCKER_COMMAND:-""}
+    volumes:
+      - /sys/fs/cgroup:/sys/fs/cgroup:rw
+    privileged: true
+    cgroupns_mode: host
+    pre_build_image: true
+    platform: linux/amd64
+provisioner:
+  name: ansible
+  playbooks:
+    prepare: prepare.yml
+    converge: converge.yml
+    verify: verify.yml
diff --git a/molecule/jupyter-system/prepare.yml b/molecule/jupyter-system/prepare.yml
new file mode 100644
index 0000000..9a6673d
--- /dev/null
+++ b/molecule/jupyter-system/prepare.yml
@@ -0,0 +1,5 @@
+---
+- name: Prepare
+  hosts: all
+  become: true
+  tasks: []
diff --git a/molecule/jupyter-system/verify.yml b/molecule/jupyter-system/verify.yml
new file mode 100644
index 0000000..d8644da
--- /dev/null
+++ b/molecule/jupyter-system/verify.yml
@@ -0,0 +1,10 @@
+---
+- name: Verify
+  hosts: all
+  become: true
+  pre_tasks:
+    - name: Include vars
+      ansible.builtin.include_vars: "{{ playbook_dir }}/../../tests/vars/main.yml"
+  tasks:
+    - name: Include tasks
+      ansible.builtin.include_tasks: "{{ playbook_dir }}/../../tests/tasks/post.yml"
diff --git a/tasks/debian/main.yml b/tasks/debian/main.yml
index 487d300..717f7a4 100644
--- a/tasks/debian/main.yml
+++ b/tasks/debian/main.yml
@@ -1,5 +1,5 @@
 ---
-- name: Install additional python versions | Install system dependencies
+- name: Install Python | Install system dependencies
   ansible.builtin.apt:
     pkg: "{{ python_system_dependecies }}"
     state: "{{ apt_install_state | default('latest') }}"
@@ -8,7 +8,7 @@
   tags:
     - python-install-system-dependecies
 
-- name: Install additional python versions | Set release version
+- name: Install Python | Set release version
   ansible.builtin.set_fact:
     ubuntu_release: "{{ ansible_facts['distribution_version'] | replace('.', '') }}"
   when: ansible_facts['distribution'] == "Ubuntu"
@@ -16,7 +16,7 @@
     - python-install-set-facts
     - python-install-setup-versions
 
-- name: Install additional python versions | Download deb package
+- name: Install Python | Download deb package
   ansible.builtin.get_url:
     url: "https://cdn.rstudio.com/python/ubuntu-{{ ubuntu_release }}/pkgs/python-{{ item }}_1_amd64.deb"
     dest: "/tmp/Python-{{ item }}.deb"
@@ -26,7 +26,7 @@
     - python-install-download-archives
     - python-install-setup-versions
 
-- name: Install additional python versions | Install deb package
+- name: Install Python | Install deb package
   ansible.builtin.apt:
     deb: "/tmp/Python-{{ item }}.deb"
   loop: "{{ python_versions }}"
diff --git a/tasks/install-jupyter.yml b/tasks/install-jupyter.yml
new file mode 100644
index 0000000..d9828cb
--- /dev/null
+++ b/tasks/install-jupyter.yml
@@ -0,0 +1,39 @@
+---
+- name: Install Python | Combine Jupyter packages
+  ansible.builtin.set_fact:
+    python_jupyter_packages: "{{ python_jupyter_packages + python_jupyter_workbench_packages }}"
+  when: python_jupyter_workbench
+
+- name: Install Python | Install Jupyter packages (virtualenv method)
+  ansible.builtin.pip:
+    name: "{{ python_jupyter_packages }}"
+    virtualenv_command: "/opt/python/{{ python_jupyter_python_version }}/bin/python -m venv"
+    virtualenv: "{{ python_jupyter_virtualenv_path }}"
+  when: python_jupyter_install_method == "virtualenv"
+
+- name: Install Python | Install Jupyter packages (system method)
+  ansible.builtin.pip:
+    name: "{{ python_jupyter_packages }}"
+    executable: pip3
+  when: python_jupyter_install_method == "system"
+
+- name: Install Python | Set path to jupyter-nbextension
+  ansible.builtin.set_fact:
+    jupyter_nbextension_path: "{{ (python_jupyter_install_method == 'virtualenv') | ternary(python_jupyter_virtualenv_path + '/bin/', '') }}jupyter-nbextension"
+    jupyter_etc_nbconfig: "{{ (python_jupyter_install_method == 'virtualenv') | ternary('/opt/jupyter', '/usr') }}/etc/jupyter/nbconfig"
+
+- name: Install Python | Install Workbench's Jupyter plugin
+  ansible.builtin.command: |
+    {{ jupyter_nbextension_path }} install --sys-prefix --py rsp_jupyter
+  register: command_result
+  # jupyter-nbextension returns the needed information in stderr
+  changed_when: "'Copying:' in command_result.stderr"
+  when: python_jupyter_workbench
+
+- name: Install Python | Enable Workbench's Jupyter plugin
+  ansible.builtin.shell: |
+    grep 'rsp_jupyter/index' {{ jupyter_etc_nbconfig }}/notebook.json || echo "File doesn't exist yet"
+    {{ jupyter_nbextension_path }} enable --sys-prefix --py rsp_jupyter
+  register: command_result
+  changed_when: "'\"rsp_jupyter/index\": true' not in command_result.stdout"
+  when: python_jupyter_workbench
diff --git a/tasks/main.yml b/tasks/main.yml
index 303627d..b690d42 100644
--- a/tasks/main.yml
+++ b/tasks/main.yml
@@ -1,6 +1,6 @@
 # tasks file
 ---
-- name: Include variables
+- name: Install Python | Include variables
   ansible.builtin.include_vars: "{{ item }}"
   with_first_found:
     - "_{{ ansible_distribution_release }}.yml"
@@ -10,7 +10,7 @@
   tags:
     - configuration
 
-- name: Create download directory
+- name: Install Python | Create download directory
   ansible.builtin.file:
     path: "{{ downloads_path }}"
     state: directory
@@ -18,10 +18,10 @@
     group: root
     mode: 0755
 
-- name: Include tasks
+- name: Install Python | Include installation tasks
   ansible.builtin.include_tasks: '{{ ansible_os_family | lower }}/main.yml'
 
-- name: Install python | Upgrade tools
+- name: Install Python | Upgrade tools
   ansible.builtin.command: >
     /opt/python/{{ item }}/bin/pip install --upgrade \
     pip setuptools wheel
@@ -31,24 +31,24 @@
   tags:
     - python-install-upgrade-tools
 
-- name: Install python | Make available as a Jupyter Kernel
+- name: Install Python | Make available as a Jupyter Kernel
   when: python_jupyter_kernel
   tags:
     - python-install-jupyter-kernel
   block:
-    - name: Install python | Install ipykernel
+    - name: Install Python | Install ipykernel
       ansible.builtin.pip:
         executable: "/opt/python/{{ item }}/bin/pip"
         name: ipykernel
       loop: "{{ python_versions }}"
 
-    - name: Install python | Check if kernel.json exists
+    - name: Install Python | Check if kernel.json exists
       ansible.builtin.stat:
         path: "/usr/local/share/jupyter/kernels/py{{ item }}/kernel.json"
       loop: "{{ python_versions }}"
       register: kernel_json
 
-    - name: Install python | Make available as a Jupyter Kernel
+    - name: Install Python | Run ipykernel install
       ansible.builtin.command: >
         /opt/python/{{ item }}/bin/python -m ipykernel install \
           --name py{{ item }} --display-name "Python {{ item }}"
@@ -57,3 +57,6 @@
         index_var: index
       register: command_result
       changed_when: kernel_json.results[index].stat.exists == false
+
+- name: Install Python | Include Jupyter installation tasks
+  ansible.builtin.include_tasks: './install-jupyter.yml'
diff --git a/tasks/redhat/main.yml b/tasks/redhat/main.yml
index 1e25961..a514ec3 100644
--- a/tasks/redhat/main.yml
+++ b/tasks/redhat/main.yml
@@ -1,10 +1,9 @@
 ---
-
-- name: Install python | Install dependecies
+- name: Install Python | Install dependecies
   ansible.builtin.yum:
     name: "{{ system_dependecies }}"
 
-- name: Install python | Download rpm package
+- name: Install Python | Download rpm package
   ansible.builtin.get_url:
     url: "{{ python_download_url }}/python-{{ item }}-1-1.x86_64.rpm"
     dest: "{{ downloads_path }}/python-{{ item }}-1-1.x86_64.rpm"
@@ -14,7 +13,7 @@
     - python-install-download-archives
     - python-install-setup-versions
 
-- name: Install python | Install rpm package
+- name: Install Python | Install rpm package
   ansible.builtin.yum:
     name:  "{{ downloads_path }}/python-{{ item }}-1-1.x86_64.rpm"
     disable_gpg_check: true
diff --git a/tests/vars/jupyter-system.yml b/tests/vars/jupyter-system.yml
new file mode 100644
index 0000000..d49012a
--- /dev/null
+++ b/tests/vars/jupyter-system.yml
@@ -0,0 +1,3 @@
+# vars file
+---
+python_jupyter_install_method: system