diff --git a/.github/workflows/osx.yml b/.github/workflows/osx.yml
new file mode 100644
index 00000000..79faa7c6
--- /dev/null
+++ b/.github/workflows/osx.yml
@@ -0,0 +1,31 @@
+name: uncompyle6 (osx)
+
+on:
+  push:
+    branches: [ master ]
+  pull_request:
+    branches: [ master ]
+
+jobs:
+  build:
+    runs-on: macos-latest
+    strategy:
+      matrix:
+        os: [macOS]
+        python-version: [3.7, 3.8]
+    steps:
+    - uses: actions/checkout@v2
+    - 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
+        # Until the next xdis release
+        pip install git+git://github.com/rocky/python-xdis.git#egg=xdis
+        pip install -e .
+        pip install -r requirements-dev.txt
+    - name: Test uncompyle6
+      run: |
+        make check
diff --git a/.github/workflows/windows.yml b/.github/workflows/windows.yml
new file mode 100644
index 00000000..abfecf74
--- /dev/null
+++ b/.github/workflows/windows.yml
@@ -0,0 +1,31 @@
+name: uncompyle6 (windows)
+
+on:
+  push:
+    branches: [ master ]
+  pull_request:
+    branches: [ master ]
+
+jobs:
+  build:
+    runs-on: macos-latest
+    strategy:
+      matrix:
+        os: [windows]
+        python-version: [3.7, 3.8]
+    steps:
+    - uses: actions/checkout@v2
+    - name: Set up Python ${{ matrix.python-version }}
+      uses: actions/setup-python@v2
+      with:
+        python-version: ${{ matrix.python-version }}
+    - name: Install dependencies
+      run: |
+        python -m pip install --upgrade pip
+        # Until the next xdis release
+        pip install git+git://github.com/rocky/python-xdis.git#egg=xdis
+        pip install -e .
+        pip install -r requirements-dev.txt
+    - name: Test uncompyle6
+      run: |
+        make check
diff --git a/appveyor.yml b/appveyor.yml
deleted file mode 100644
index 78c28ac0..00000000
--- a/appveyor.yml
+++ /dev/null
@@ -1,65 +0,0 @@
-environment:
-  global:
-    # SDK v7.0 MSVC Express 2008's SetEnv.cmd script will fail if the
-    # /E:ON and /V:ON options are not enabled in the batch script intepreter
-    # See: http://stackoverflow.com/a/13751649/163740
-    CMD_IN_ENV: "cmd /E:ON /V:ON /C .\\appveyor\\run_with_env.cmd"
-
-  matrix:
-    # Pre-installed Python versions, which Appveyor may upgrade to
-    # a later point release.
-    # See: http://www.appveyor.com/docs/installed-software#python
-
-    - TOXENV: py36
-    - TOXENV: py37
-
-install:
-  # We need wheel installed to build wheels
-  - "%PYTHON%\\python.exe -m pip install wheel"
-
-  # Install Python (from the official .msi of http://python.org) and pip when
-  # not already installed.
-  - ps: if (-not(Test-Path($env:PYTHON))) { & appveyor\install.ps1 }
-
-  # Prepend newly installed Python to the PATH of this build (this cannot be
-  # done from inside the powershell script as it would require to restart
-  # the parent CMD process).
-  - "SET PATH=%PYTHON%;%PYTHON%\\Scripts;%PATH%"
-  - "SET HOME=."
-
-  # Check that we have the expected version and architecture for Python
-  - "python --version"
-  - "python -c \"import struct; print(struct.calcsize('P') * 8)\""
-
-  # Upgrade to the latest version of pip to avoid it displaying warnings
-  # about it being out of date.
-  - "%PYTHON%\\python.exe -m pip install --disable-pip-version-check --user --upgrade pip"
-
-  # Install the build dependencies of the project. If some dependencies contain
-  # compiled extensions and are not provided as pre-built wheel packages,
-  # pip will build them from source using the MSVC compiler matching the
-  # target Python version and architecture
-  - "%CMD_IN_ENV% pip install git+git://github.com/rocky/python-uncompyle6.git#egg=uncompyle6-3.6.6"
-  - "%CMD_IN_ENV% pip install -r requirements.txt"
-
-build_script:
-  # Build the compiled extension
-  - "%CMD_IN_ENV% python setup.py build"
-
-test_script:
-  # Run the project tests
-  - "%CMD_IN_ENV% python test/test_pyenvlib.py --native --syntax-verify"
-
-after_test:
-  # If tests are successful, create binary packages for the project.
-  - "%CMD_IN_ENV% python setup.py bdist_wininst"
-  - "%CMD_IN_ENV% python setup.py bdist_msi"
-  - ps: "ls dist"
-
-artifacts:
-  # Archive the generated packages in the ci.appveyor.com build report.
-  - path: dist\*
-
-#on_success:
-#  - TODO: upload the content of dist/*.whl to a public wheelhouse
-#