diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
new file mode 100644
index 0000000..9f163ce
--- /dev/null
+++ b/.github/workflows/ci.yml
@@ -0,0 +1,98 @@
+name: CI
+on:
+  push:
+    branches:
+      - master
+  pull_request:
+
+jobs:
+
+  flake8:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/setup-python@v1
+      - uses: actions/checkout@v1
+      - run: python -m pip install flake8
+      - run: flake8
+
+  isort:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/setup-python@v1
+      - uses: actions/checkout@v1
+      - run: python -m pip install isort
+      - run: isort --check-only --diff --recursive .
+
+  pydocstyle:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/setup-python@v1
+      - uses: actions/checkout@v1
+      - run: python -m pip install pydocstyle
+      - run: pydocstyle .
+
+  black:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/setup-python@v1
+      - uses: actions/checkout@v1
+      - run: python -m pip install black
+      - run: black --check --diff .
+
+  standardjs:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v1
+      - uses: actions/setup-node@v1
+        with:
+          node-version: '12.x'
+      - run: npm install -g standard
+      - run: standard
+
+  docs:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/setup-python@v1
+      - uses: actions/checkout@v1
+      - run: sudo apt-get install -y gettext aspell libenchant-dev graphviz
+      - run: python setup.py develop
+      - run: python setup.py build_sphinx -W -b doctest -b html
+
+  pytest:
+    needs:
+      - isort
+      - pydocstyle
+      - standardjs
+    strategy:
+      matrix:
+        python-version:
+          - "3.6"
+          - "3.7"
+          - "3.8"
+        django-version:
+          - "2.2"
+          - "3.0"
+    runs-on: ubuntu-latest
+    steps:
+      - name: Set up Python ${{ matrix.python-version }}
+        uses: actions/setup-python@v1
+        with:
+          python-version: ${{ matrix.python-version }}
+      - name: Install Chrome
+        run: sudo apt-get install -y google-chrome-stable
+      - name: Install Selenium
+        run: |
+          mkdir bin
+          curl -O https://chromedriver.storage.googleapis.com/77.0.3865.40/chromedriver_linux64.zip
+          unzip chromedriver_linux64.zip -d bin
+      - uses: actions/checkout@v1
+      - name: Install dependencies
+        run: |
+          python -m pip install --upgrade pip setuptools wheel codecov
+          pip install -e .[test]
+          pip install django~=${{ matrix.django-version }}
+      - name: Run tests
+        run: PATH=$PATH:$(pwd)/bin py.test
+      - run: codecov
+        env:
+          CODECOV_TOKEN: ${{secrets.CODECOV_TOKEN}}
diff --git a/setup.cfg b/setup.cfg
index 69437a0..7c3047f 100644
--- a/setup.cfg
+++ b/setup.cfg
@@ -21,7 +21,7 @@ classifier =
 include_package_data = True
 packages = django_select2
 install_requires =
-    django>=2.0
+    django>=2.2
     django-appconf>=0.6.0
 setup_requires =
     setuptools_scm
@@ -33,6 +33,13 @@ tests_require =
     pytest-django
     selenium
 
+[options.extras_require]
+test =
+    pytest
+    pytest-cov
+    pytest-django
+    selenium
+
 [bdist_wheel]
 universal = 1
 
@@ -49,7 +56,9 @@ source-dir = docs
 build-dir = docs/_build
 
 [tool:pytest]
-addopts = --cov=django_select2 --cov-report xml
+addopts =
+    --cov=django_select2
+    --tb=short
 DJANGO_SETTINGS_MODULE=tests.testapp.settings
 
 [tox:tox]