diff --git a/.github/workflows/deploy.yml b/.github/workflows/deploy.yml
new file mode 100644
index 0000000..e4ba1fe
--- /dev/null
+++ b/.github/workflows/deploy.yml
@@ -0,0 +1,49 @@
+name: Deploy Pages
+
+on:
+  push:
+    branches:
+      - main  # Trigger the workflow only on pushes to the main branch
+
+jobs:
+  documents:
+    strategy:
+      max-parallel: 4
+      matrix:
+        python-version: [ '3.11' ]
+
+    runs-on: ubuntu-latest
+
+    steps:
+      - name: Checkout Repository
+        uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
+
+      - name: Set up Python ${{ matrix.python-version }}
+        uses: actions/setup-python@v5
+        with:
+          python-version: ${{ matrix.python-version }}
+
+      - name: Install dependencies
+        run: |
+          python -m pip install --upgrade pip build
+          python -m pip install -r requirements.txt
+
+      - name: Set up Git
+        run: |
+          git config user.name "${{ github.repository_owner }}"
+          git config user.email "${{ secrets.GH_EMAIL }}"
+          git remote add gh-token "https://${{ secrets.PAT }}@github.com/ibrahimroshdy/continuous_integration.git"
+          git fetch gh-token
+          git checkout main  # Ensure you are on the 'main' branch
+          git pull origin main
+
+      - name: Fetch gh-pages branch
+        run: git fetch gh-token gh-pages:gh-pages
+
+      - name: Deploy documents
+        run: python -m mkdocs gh-deploy -v --clean --remote-name gh-token
+
+      - name: Push changes to gh-pages branch
+        run: git push gh-token gh-pages
diff --git a/README.md b/README.md
index 7abb6da..7769e92 100644
--- a/README.md
+++ b/README.md
@@ -10,7 +10,7 @@ This project contains a `simple_loop.py` python file that prints a progress bar
 The aim of this project to serve a sample project for implementing GitHub's 
 workflow using workflow files, and custom actions and multiple jobs.
 
-### Folder Stucture 
+### Folder Structure 
 ```
 continuous_integration
 │
diff --git a/docs/index.md b/docs/index.md
new file mode 100644
index 0000000..7abb6da
--- /dev/null
+++ b/docs/index.md
@@ -0,0 +1,72 @@
+# Continuous Integration 
+![Python](https://img.shields.io/badge/python-3670A0?style=for-the-badge&logo=python&logoColor=ffdd54)
+[![Continuous Integration](https://github.com/ibrahimroshdy/continuous_integration/actions/workflows/ci_workflow.yml/badge.svg?branch=main)](https://github.com/ibrahimroshdy/continuous_integration/actions/workflows/ci_workflow.yml)
+[![codecov](https://codecov.io/gh/ibrahimroshdy/continuous_integration/branch/main/graph/badge.svg?token=Y56VABDZA7)](https://codecov.io/gh/ibrahimroshdy/continuous_integration)
+
+## About
+A sample project of adding continuous integration 
+to GitHub and utilising the GitHub actions, workflows and job settings.
+This project contains a `simple_loop.py` python file that prints a progress bar of a for loop.
+The aim of this project to serve a sample project for implementing GitHub's 
+workflow using workflow files, and custom actions and multiple jobs.
+
+### Folder Stucture 
+```
+continuous_integration
+│
+├── README.md
+├── .github # gitHub workflow directory
+│     ├── actions # Custom actions directory
+│     │   └── install-run-code # This project's Custom Action to be referred to by name in workflows
+│     │       └── action.yml # Action instructions file [Must be named action]
+│     └── workflows # This project's Workflows 
+│         └── ci_workflow.yml # Workflow instructions file
+├── .gitignore
+├── pyproject.toml
+└── simple_loop.py
+```
+
+
+### Getting Started 
+
+There is no need to run the project locally, but in case it is needed here is the quick start instructions used. 
+Note: Those are the same instructions in `.github/workflows/ci_workflows.yml` and `.github/actions/install-run-code/actions.yml`
+
+Project is also setup for a Docker Multi-arch build for `arm64` and `amd64`. Read more about it in this [article](https://ibrahimroshdy.medium.com/how-to-build-your-docker-images-using-multi-arch-to-support-arm64-m1-macbook-6ebc42a47cd7).
+
+Create a virtualenv 
+```bash
+ virtualenv venv -p python3
+```
+
+Activate your venv
+```bash
+source venv/bin/activate
+```
+
+Install poetry and pyfiglet using pip
+```bash
+pip install poetry pyfiglet
+```
+
+Run poetry install to install all needed python packages
+```bash
+poetry install
+```
+
+Run pyfiglet because you can 
+```bash
+pyfiglet Continuous Integration
+```
+
+Finally, run code
+```bash
+python simple_loop.py
+```
+
+You should have something like that: 
+
+```bash
+This is a progress bar of the simple loop script
+100%|███████| 1000000/1000000 [00:00<00:00, 4474649.76it/s]
+```
diff --git a/mkdocs.yml b/mkdocs.yml
new file mode 100644
index 0000000..d1ef0a1
--- /dev/null
+++ b/mkdocs.yml
@@ -0,0 +1,120 @@
+# mkdocs.yml - WitnessAI Documentation Configuration
+
+# Site Information
+site_name: Continuous Integration
+site_description: Continuous Integration with Github Actions and Docker Multi-Arch Buildx for amd64 and arm64.
+site_author: ibrahimroshdy
+
+# Copyright Information
+copyright: Copyright &copy; 2024 Ibrahim Roshdy
+
+# Repository Information
+repo_url: https://github.com/ibrahimroshdy/continuous_integration
+repo_name: ir/continuous_integration
+
+# Edit Button Configuration
+edit_uri: ""
+
+# Plugins Configuration
+plugins:
+  - search
+  - mkdocstrings:
+      handlers:
+        python:
+          import:
+            - https://docs.python.org/3/objects.inv
+            - https://installer.readthedocs.io/en/stable/objects.inv  # demonstration purpose in the docs
+            - https://mkdocstrings.github.io/autorefs/objects.inv
+            - https://docs.celeryproject.org/en/stable/objects.inv
+          paths: [ src ]
+          options:
+            #            docstring_style: google
+            docstring_options:
+              ignore_init_summary: true
+            #            docstring_section_style: list
+            filters: [ "!^_" ]
+            heading_level: 4
+            inherited_members: true
+            merge_init_into_class: true
+            separate_signature: true
+            show_root_heading: true
+            show_root_full_path: true
+            show_signature_annotations: true
+            show_symbol_type_heading: true
+            show_symbol_type_toc: true
+            signature_crossrefs: true
+            summary: true
+
+# Theme Configuration
+theme:
+  name: material
+  #  logo: logo.png
+  #  favicon: logo.png
+  icon:
+    repo: fontawesome/brands/github
+  features:
+    - announce.dismiss
+    - content.action.edit
+    - content.action.view
+    - content.code.annotate
+    - content.code.copy
+    # - content.code.select
+    # - content.tabs.link
+    - content.tooltips
+    # - header.autohide
+    # - navigation.expand
+    - navigation.footer
+    - navigation.indexes
+    # - navigation.instant
+    # - navigation.instant.prefetch
+    # - navigation.instant.progress
+    # - navigation.prune
+    - navigation.sections
+#    - navigation.tabs
+#      - navigation.tabs.sticky
+    #    - navigation.top
+    - navigation.tracking
+    - search.highlight
+    - search.share
+    - search.suggest
+    - toc.follow
+    # - toc.integrate
+  palette:
+    - media: "(prefers-color-scheme)"
+      toggle:
+        icon: material/brightness-auto
+        name: Switch to light mode
+    - media: "(prefers-color-scheme: light)"
+      scheme: default
+      primary: green
+      accent: black
+      toggle:
+        icon: material/weather-sunny
+        name: Switch to dark mode
+    - media: "(prefers-color-scheme: dark)"
+      scheme: slate
+      primary: green
+      accent: black
+      toggle:
+        icon: material/weather-night
+        name: Switch to system preference
+
+
+# Navigation Configuration
+nav:
+  - Index: index.md
+
+
+# Markdown Extensions
+markdown_extensions:
+  - abbr
+  - admonition
+  - attr_list
+  - def_list
+  - footnotes
+  - md_in_html
+  - toc:
+      permalink: true
+      separator: "_"
+
+
diff --git a/pyproject.toml b/pyproject.toml
index d21881c..5272c62 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -10,6 +10,13 @@ tqdm = "^4.64.0"
 codecov = "^2.1.13"
 coverage = "^6.4.2"
 testresources = "^2.0.1"
+mkdocs = "^1.5.3"
+mkdocs-autorefs = "0.5.0"
+mkdocs-macros-plugin = "1.0.5"
+mkdocs-material = "9.5.1"
+mkdocs-material-extensions = "1.3.1"
+mkdocstrings = "0.24.0"
+mkdocstrings-python = "1.7.5"
 
 [tool.poetry.dev-dependencies]
 
diff --git a/requirements.txt b/requirements.txt
index 23a729e..3a29e2c 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -9,3 +9,9 @@ requests==2.28.2
 testresources==2.0.1
 tqdm==4.64.1
 urllib3==1.26.14
+mkdocs-autorefs==0.5.0
+mkdocs-macros-plugin==1.0.5
+mkdocs-material==9.5.1
+mkdocs-material-extensions==1.3.1
+mkdocstrings==0.24.0
+mkdocstrings-python==1.7.5