diff --git a/.github/workflows/deploy.yml b/.github/workflows/deploy.yml
index 78bbff4..9f55554 100644
--- a/.github/workflows/deploy.yml
+++ b/.github/workflows/deploy.yml
@@ -51,9 +51,6 @@ jobs:
           request_pty: true
           script_stop: true
           script: |
-            become translatetagger git -C '$HOME/www/python/src' fetch origin
-            become translatetagger git -C '$HOME/www/python/src' reset --hard origin/main
-            become translatetagger git -C '$HOME/www/python/src' pull origin main
-            become translatetagger webservice python3.11 shell -- webservice-python-bootstrap
-            become translatetagger webservice python3.11 restart
-            become translatetagger webservice python3.11 status
+            become translatetagger toolforge build clean -y
+            become translatetagger toolforge build start https://github.com/indictechcom/TranslateTagger
+            become translatetagger toolforge webservice buildservice restart || become translatetagger toolforge webservice buildservice start --mount=all
diff --git a/Procfile b/Procfile
new file mode 100644
index 0000000..b3416c3
--- /dev/null
+++ b/Procfile
@@ -0,0 +1 @@
+web: gunicorn app:app --bind 0.0.0.0:8000 --workers=2 --timeout 60 --access-logfile -
diff --git a/README.md b/README.md
index 1298885..a4eae52 100644
--- a/README.md
+++ b/README.md
@@ -93,3 +93,44 @@ This is a text with an [[internal link]] and an [https://openstreetmap.org exter
 * Links Handling: The tool wraps internal links with <tvar> tags for better translation support, ensuring they are localized using Special:MyLanguage.
 * Template Removal: Templates and other non-translatable elements will be automatically cleaned up for a simpler translation process.
 
+
+## Deployment (Toolforge)
+
+Follow these steps to deploy the application on Wikimedia Toolforge using the build service.
+
+> [!NOTE]
+> The examples below use `translatetagger` as the project name. Replace this with your own Toolforge credentials where applicable.
+
+### Deploy
+
+1. Log into Toolforge:
+   ```bash
+   ssh <username>@login.toolforge.org
+   ```
+
+2. Switch to the `translatetagger` project:
+   ```bash
+   become translatetagger
+   ```
+
+3. Stop and clean the existing build:
+   ```bash
+   toolforge webservice buildservice stop --mount=all
+   toolforge build clean -y
+   ```
+
+4. Start the build from the repository:
+   ```bash
+   toolforge build start https://github.com/ftosoni/TranslateTagger
+   ```
+
+5. Start the webservice:
+   ```bash
+   toolforge webservice buildservice start --mount=all
+   ```
+
+6. Monitor logs:
+   ```bash
+   toolforge webservice logs -f
+   ```
+
diff --git a/requirements.txt b/requirements.txt
index cc97650..52f15ac 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -16,4 +16,5 @@ typing_extensions==4.12.2
 urllib3==2.3.0
 Werkzeug==3.0.4
 mwparserfromhell==0.6.6
+gunicorn==23.0.0