diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
new file mode 100644
index 00000000..9fb9a455
--- /dev/null
+++ b/.github/workflows/ci.yml
@@ -0,0 +1,27 @@
+name: Python package
+
+on: [push]
+
+jobs:
+    build:
+        runs-on: ubuntu-latest
+        strategy:
+            max-parallel: 1
+            matrix:
+                python-version: [2.7, 3.5, 3.6, 3.7, 3.8, 3.9]
+
+        steps:
+            - uses: actions/checkout@v1
+            - name: Set up Python ${{ matrix.python-version }}
+              uses: actions/setup-python@v2
+              with:
+                  python-version: ${{ matrix.python-version }}
+            - name: Install dependencies
+              run: |
+                  python -m pip install --upgrade pip
+                  pip install tox tox-gh-actions==2.2.0
+            - name: Test with tox
+              run: |
+                  docker logout
+                  rm -rf ~/.docker
+                  tox