diff --git a/.github/workflows/ci.yaml b/.github/workflows/ci.yaml
new file mode 100644
index 00000000..f82df14b
--- /dev/null
+++ b/.github/workflows/ci.yaml
@@ -0,0 +1,96 @@
+name: CI
+
+on:
+  push:
+    branches: [ master ]
+  pull_request:
+    branches: [ master ]
+
+jobs:
+  lint:
+    runs-on: ubuntu-20.04
+    env:
+      TOXENV: "lint, newsfragment"
+
+    steps:
+    - uses: actions/checkout@v2
+      with:
+        # Need history on all branches for newsfragment to work.
+        fetch-depth: 0
+
+    - uses: actions/setup-python@v2
+      with:
+        python-version: '3.8'
+
+    - uses: actions/cache@v2
+      with:
+        path: ~/.cache/pip
+        key:
+          ${{ runner.os }}-pip-lint-${{ hashFiles('pyproject.toml', 'setup.py', 'tox.ini') }}
+        restore-keys: |
+          ${{ runner.os }}-pip-lint-
+          ${{ runner.os }}-pip-
+
+    - run: python -m pip install tox
+
+    - run: tox -e flake8
+
+    - run: tox -e newsfragment
+
+    - run: tox -e twine
+
+    - run: tox -e check-manifest
+
+
+  docs:
+    runs-on: ubuntu-20.04
+
+    steps:
+    - uses: actions/checkout@v2
+
+    - uses: actions/setup-python@v2
+      with:
+        python-version: "3.8"
+
+    - uses: actions/cache@v2
+      with:
+        path: ~/.cache/pip
+        key:
+          ${{ runner.os }}-pip-docs-${{ hashFiles('pyproject.toml', 'setup.py', 'tox.ini') }}
+        restore-keys: |
+          ${{ runner.os }}-pip-docs-
+          ${{ runner.os }}-pip-
+
+    - run: python -m pip install tox
+
+    - run: tox -e docs
+
+
+  test:
+    runs-on: ubuntu-20.04
+    env:
+      TOXENV: "alldeps-withcov-posix,coverage-prepare,codecov-push,coveralls-push"
+    strategy:
+      matrix:
+          python-version: ["2.7", "3.5", "3.6", "3.7", "3.8", "pypy-2.7", "pypy-3.7"]
+
+    steps:
+    - uses: actions/checkout@v2
+
+    - uses: actions/setup-python@v2
+      with:
+        python-version: ${{ matrix.python-version }}
+
+    - uses: actions/cache@v2
+      with:
+        path: ~/.cache/pip
+        key:
+          ${{ runner.os }}-pip-${{ matrix.python-version }}-${{ hashFiles('pyproject.toml', 'setup.py', 'tox.ini') }}
+        restore-keys: |
+          ${{ runner.os }}-pip-${{ matrix.python-version }}-
+          ${{ runner.os }}-pip-
+
+    - run: python -m pip install tox
+
+    - name: Test
+      run: tox -q