diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
new file mode 100644
index 0000000..de13472
--- /dev/null
+++ b/.github/workflows/test.yml
@@ -0,0 +1,57 @@
+name: Test
+
+on: [push, pull_request]
+
+env:
+  FORCE_COLOR: 1
+
+jobs:
+  build:
+    runs-on: ${{ matrix.os }}
+    strategy:
+      fail-fast: false
+      matrix:
+        python-version: ["2.7", "3.5", "3.6", "3.7", "3.8", "3.9", "3.10-dev", "pypy3"]
+        os: [ubuntu-latest]
+        include:
+          - { python-version: "3.7", os: macos-latest }
+
+    steps:
+      - uses: actions/checkout@v2
+
+      - name: Set up Python ${{ matrix.python-version }}
+        uses: actions/setup-python@v2
+        with:
+          python-version: ${{ matrix.python-version }}
+
+      - name: Get pip cache dir
+        id: pip-cache
+        run: |
+          echo "::set-output name=dir::$(pip cache dir)"
+
+      - name: Cache
+        uses: actions/cache@v2
+        with:
+          path: ${{ steps.pip-cache.outputs.dir }}
+          key:
+            ${{ matrix.os }}-${{ matrix.python-version }}-v1-${{
+            hashFiles('**/setup.py') }}
+          restore-keys: |
+            ${{ matrix.os }}-${{ matrix.python-version }}-v1-
+
+      - name: Install dependencies
+        run: |
+          python -m pip install -U pip
+          python -m pip install -U setuptools virtualenv
+          python -m pip install -U --requirement=requirements-travis.txt
+          python -m pip install .
+
+      - name: Tests
+        run: |
+          make check
+          make test
+
+      - name: Upload coverage
+        uses: codecov/codecov-action@v1
+        with:
+          name: ${{ matrix.os }} Python ${{ matrix.python-version }}
diff --git a/.gitignore b/.gitignore
index 5b05249..3733a50 100644
--- a/.gitignore
+++ b/.gitignore
@@ -2,6 +2,7 @@
 *.pyc
 .coverage
 .coverage.*
+.tox
 __pycache__/
 dist/*.tar.gz
 dist/*.zip
diff --git a/.travis.yml b/.travis.yml
deleted file mode 100644
index 42d644d..0000000
--- a/.travis.yml
+++ /dev/null
@@ -1,25 +0,0 @@
-language: python
-cache: pip
-matrix:
-  include:
-  - os: osx
-    language: generic
-  - python: pypy
-  - python: 2.7
-  - python: 3.5
-  - python: 3.6
-  - python: 3.7
-  - python: 3.8
-  - python: 3.9
-install:
-  - scripts/travis.sh pip install --upgrade setuptools
-  - scripts/travis.sh pip install --upgrade --requirement=requirements-travis.txt
-  - scripts/travis.sh LC_ALL=C pip install .
-script:
-  - scripts/travis.sh make check
-  - scripts/travis.sh make test
-after_success:
-  - scripts/travis.sh coveralls
-branches:
-  except:
-    - /^[0-9]/