diff --git a/.github/workflows/ruff_L&F.yml b/.github/workflows/ruff_L&F.yml
new file mode 100644
index 0000000..1d84647
--- /dev/null
+++ b/.github/workflows/ruff_L&F.yml
@@ -0,0 +1,32 @@
+# This workflow will install Python dependencies, run tests and lint with a single version of Python
+# For more information see: https://docs.github.com/en/actions/automating-builds-and-tests/building-and-testing-python
+
+name: Ruff
+
+on:
+  push:
+    branches: [ "main", "Alpha-b", "Beta-b" ]
+  pull_request:
+    branches: [ "main", "Alpha-b", "Beta-b" ]
+    
+jobs:
+  Ruff:
+
+    runs-on: ubuntu-latest
+
+    steps:
+    - uses: actions/checkout@v3
+    - name: Set up Python 3.10
+      uses: actions/setup-python@v3
+      with:
+        python-version: "3.10"
+    - name: Install dependencies
+      run: |
+        python -m pip install --upgrade pip
+        pip install ruff
+    - name: Lint with ruff
+      run: |
+        ruff check . --fix --show-fixes --statistics
+    - name: Format with ruff
+      run: |
+        ruff format . --preview --line-length 140
diff --git a/README.md b/README.md
index 96069d2..2c1af1d 100644
--- a/README.md
+++ b/README.md
@@ -2,8 +2,9 @@
 
 <img src="https://img.shields.io/badge/Python-FFD43B?style=for-the-badge&logo=python&logoColor=blue"/> <img src="https://img.shields.io/badge/Jupyter-F37626.svg?&style=for-the-badge&logo=Jupyter&logoColor=white"/> <img src="https://img.shields.io/badge/TensorFlow-FF6F00?style=for-the-badge&logo=tensorflow&logoColor=white"/> <img src="https://img.shields.io/badge/Keras-FF0000?style=for-the-badge&logo=keras&logoColor=white"/> <img src="https://img.shields.io/badge/OpenCV-27338e?style=for-the-badge&logo=OpenCV&logoColor=white"/>
 
-[![Ruff](https://img.shields.io/endpoint?url=https://raw.githubusercontent.com/astral-sh/ruff/main/assets/badge/v2.json)](https://github.com/astral-sh/ruff)
 [![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT)
+[![Ruff](https://img.shields.io/endpoint?url=https://raw.githubusercontent.com/astral-sh/ruff/main/assets/badge/v2.json)](https://github.com/astral-sh/ruff)
+[![Ruff](https://github.com/Aydinhamedi/Pneumonia-Detection-Ai/actions/workflows/ruff_L&F.yml/badge.svg)](https://github.com/Aydinhamedi/Pneumonia-Detection-Ai/actions/workflows/ruff_L&F.yml)
 [![CodeQL](https://github.com/Aydinhamedi/Pneumonia-Detection-Ai/actions/workflows/codeql.yml/badge.svg?branch=main)](https://github.com/Aydinhamedi/Pneumonia-Detection-Ai/actions/workflows/codeql.yml)
 [![Dependency Review](https://github.com/Aydinhamedi/Pneumonia-Detection-Ai/actions/workflows/dependency-review.yml/badge.svg)](https://github.com/Aydinhamedi/Pneumonia-Detection-Ai/actions/workflows/dependency-review.yml)\
 [![Python Test [main]](https://github.com/Aydinhamedi/Pneumonia-Detection-Ai/actions/workflows/python-app.yml/badge.svg?branch=main)](https://github.com/Aydinhamedi/Pneumonia-Detection-Ai/actions/workflows/python-app.yml)