diff --git a/.forgejo/workflows/deploy.yaml b/.forgejo/workflows/deploy.yaml
index 0f7ff4f..355d607 100644
--- a/.forgejo/workflows/deploy.yaml
+++ b/.forgejo/workflows/deploy.yaml
@@ -22,7 +22,15 @@ jobs:
 
     steps:
       - name: Install tools
-        run: apk add --no-cache git docker-cli
+        run: apk add --no-cache git docker-cli curl
+
+      - name: Install Docker Buildx
+        run: |
+          mkdir -p ~/.docker/cli-plugins
+          curl -L https://github.com/docker/buildx/releases/download/v0.31.1/buildx-v0.31.1.linux-amd64 \
+            -o ~/.docker/cli-plugins/docker-buildx
+          chmod +x ~/.docker/cli-plugins/docker-buildx
+          docker buildx version
 
       - name: Checkout code
         uses: actions/checkout@v4