diff --git a/.github/workflows/appimage.yml b/.github/workflows/appimage.yml
new file mode 100644
index 0000000..200ead7
--- /dev/null
+++ b/.github/workflows/appimage.yml
@@ -0,0 +1,69 @@
+name: AppImage
+on:
+  push:
+    paths:
+    - '.github/workflows/appimage.yml'
+    - 'python_appimage'
+
+jobs:
+  Build:
+    runs-on: ubuntu-latest
+    strategy:
+      matrix:
+        image: ['1', '2010', '2014']
+        arch: [x86_64, i686]
+        tag: [cp27-cp27m, cp27-cp27mu, cp35-cp35m, cp36-cp36m, cp37-cp37m,
+              cp38-cp38]
+        exclude:
+          - image: '2014'
+            tag: cp27-cp27m
+          - image: '2014'
+            tag: cp27-cp27mu
+
+    steps:
+    - uses: actions/checkout@v2
+
+    - name: Build
+      run: |
+        # Build the AppImage
+        python -m python_appimage manylinux \
+          ${{ matrix.image }}_${{ matrix.arch }} \
+          ${{ matrix.tag }}
+
+        # Export the AppImage name and the Python version
+        appimage=$(ls python*.AppImage)
+        SCRIPT=$(cat <<-END
+        version = '${appimage}'[6:].split('.', 2)
+        print('{:}.{:}'.format(*version[:2]))
+        END
+        )
+        version=$(python -c "${SCRIPT}")
+
+        echo "::set-env name=PYTHON_APPIMAGE::${appimage}"
+        echo "::set-env name=PYTHON_VERSION::${version}"
+
+    - uses: actions/upload-artifact@v1
+      with:
+        name: python${{ env.PYTHON_VERSION }}-appimages
+        path: ${{ env.PYTHON_APPIMAGE }}
+
+  Release:
+    needs: Build
+    runs-on: ubuntu-latest
+    strategy:
+      matrix:
+        version: [2.7, 3.4, 3.5, 3.6, 3.7, 3.8]
+
+    steps:
+    - uses: actions/download-artifact@v1
+      with:
+        name: python${{ matrix.version }}-appimages
+
+    - name: Release
+      uses: marvinpinto/action-automatic-releases@latest
+      with:
+        automatic_release_tag: python${{ matrix.version }}
+        title: Python ${{ matrix.version }}
+        files: |
+          python${{ matrix.version }}-appimages/python*.AppImage
+        repo_token: ${{ secrets.GITHUB_TOKEN }}
diff --git a/.github/workflows/delete-artifacts.yml b/.github/workflows/delete-artifacts.yml
new file mode 100644
index 0000000..4de88d7
--- /dev/null
+++ b/.github/workflows/delete-artifacts.yml
@@ -0,0 +1,13 @@
+name: Delete artifacts
+on:
+  schedule:
+    - cron: '0 */6 * * *' # every 6 hours
+
+jobs:
+  delete-artifacts:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: kolpav/purge-artifacts-action@v1
+        with:
+          token: ${{ secrets.GITHUB_TOKEN }}
+          expire-in: 0days