diff --git a/.gitea/workflows/release.yaml b/.gitea/workflows/release.yaml
new file mode 100644
index 0000000..22bfbd9
--- /dev/null
+++ b/.gitea/workflows/release.yaml
@@ -0,0 +1,31 @@
+name: Build website container
+on:
+  push:
+    branches:
+      - main
+
+jobs:
+  build:
+    name: Build image
+    runs-on: ubuntu-latest
+    container: ghcr.io/catthehacker/ubuntu:act-latest
+    env:
+      IMAGE_NAME: mlflow
+      REGISTRY: git.namesny.com
+      REPO_OWNER: cluster
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v4
+      - name: Login to Registry
+        uses: docker/login-action@v3
+        with:
+          registry: git.namesny.com
+          username: ${{ gitea.actor }}
+          password: ${{ secrets.REGISTRY_TOKEN }}
+      - name: Build and push
+        run: |
+          VERSION=$(cat requirements.txt | grep mlflow | cut -d'=' -f3)
+          docker build -t ${REGISTRY}/${REPO_OWNER}/${IMAGE_NAME}:${VERSION} -t ${REGISTRY}/${REPO_OWNER}/${IMAGE_NAME}:latest .
+          docker push ${REGISTRY}/${REPO_OWNER}/${IMAGE_NAME}:${VERSION}
+          docker push ${REGISTRY}/${REPO_OWNER}/${IMAGE_NAME}:latest
+    
\ No newline at end of file
diff --git a/README.md b/README.md
index 3df953d..ca4b48b 100644
--- a/README.md
+++ b/README.md
@@ -1,3 +1,3 @@
-# mlflow
+# Mlflow
 
 Mlflow Docker container with support for postgres and s3 storage
\ No newline at end of file