diff --git a/.github/dependabot.yml b/.github/dependabot.yml
new file mode 100644
index 0000000..2ba83e6
--- /dev/null
+++ b/.github/dependabot.yml
@@ -0,0 +1,8 @@
+version: 2
+updates:
+- package-ecosystem: "pip"
+  directory: "/"
+  schedule:
+    interval: "daily"
+    time: "12:00"
+  open-pull-requests-limit: 10
diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
new file mode 100644
index 0000000..74bea64
--- /dev/null
+++ b/.github/workflows/test.yml
@@ -0,0 +1,80 @@
+name: Test
+
+on: [push, pull_request]
+
+jobs:
+  build:
+    name: build (Python ${{ matrix.python-version }}, Django ${{ matrix.django-version }})
+    runs-on: ubuntu-latest
+    strategy:
+      fail-fast: false
+      max-parallel: 5
+      matrix:
+        python-version: ['3.7', '3.8', '3.9', '3.10', 'pypy-3.8']
+        django-version: ['2.2', '3.2']
+        include:
+          # Tox configuration for documentation environment
+          - python-version: '3.7'
+            django-version: 'docs'
+          # Tox configuration for QA environment
+          - python-version: '3.7'
+            django-version: 'qa'
+          # # Django 4.0
+          # - python-version: '3.8'
+          #   django-version: '4.0'
+          # - python-version: '3.9'
+          #   django-version: '4.0'
+          # - python-version: '3.10'
+          #   django-version: '4.0'
+          # # Django main
+          # - python-version: '3.8'
+          #   django-version: 'main'
+          #   experimental: true
+          # - python-version: '3.9'
+          #   django-version: 'main'
+          #   experimental: true
+          # - python-version: '3.10'
+          #   django-version: 'main'
+          #   experimental: true
+        exclude:
+          # Exclude Django main branch for Python 3.7 as it is not supported
+          - python-version: '3.7'
+            django-version: 'main'
+
+    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:
+          ${{ matrix.python-version }}-v1-${{ hashFiles('**/setup.py') }}
+        restore-keys: |
+          ${{ matrix.python-version }}-v1-
+
+    - name: Install dependencies
+      run: |
+        python -m pip install --upgrade pip
+        python -m pip install --upgrade tox tox-gh-actions
+
+    - name: Tox tests
+      run: |
+        tox -v
+      env:
+        DJANGO: ${{ matrix.django-version }}
+
+    - name: Upload coverage
+      uses: codecov/codecov-action@v1
+      with:
+        name: Python ${{ matrix.python-version }}
diff --git a/.gitignore b/.gitignore
index ade228a..7742ebc 100644
--- a/.gitignore
+++ b/.gitignore
@@ -12,3 +12,5 @@ dist/
 /.idea
 /.vscode
 /venv
+coverage.xml
+.eggs/
diff --git a/.travis.yml b/.travis.yml
deleted file mode 100644
index ac58d8a..0000000
--- a/.travis.yml
+++ /dev/null
@@ -1,25 +0,0 @@
-language: python
-python: 3.6
-
-cache:
-  directories:
-    - $HOME/.pip-cache/
-
-env:
-  - TOX_ENV=py36-111
-  - TOX_ENV=py36-21
-  - TOX_ENV=py36-22
-  - TOX_ENV=py36-master
-  - TOX_ENV=docs
-  - TOX_ENV=flake8
-
-matrix:
-  allow_failures:
-    - env: TOX_ENV=py36-master
-  fast_finish: true
-
-install:
-  - pip install tox --cache-dir $HOME/.pip-cache
-
-script:
-  - tox -e $TOX_ENV
diff --git a/Makefile b/Makefile
index 1b1f8ce..3a40063 100644
--- a/Makefile
+++ b/Makefile
@@ -1,8 +1,8 @@
 coverage:
-	py.test --cov-report html --cov-report term-missing --cov recurrence
+	pytest
 
 test:
-	py.test
+	pytest
 
 testall:
 	tox
diff --git a/README.md b/README.md
index 6985e0b..e108afe 100644
--- a/README.md
+++ b/README.md
@@ -1,12 +1,16 @@
 # django-recurrence
 
-[![Build Status](https://travis-ci.org/django-recurrence/django-recurrence.svg?branch=master)](https://travis-ci.org/django-recurrence/django-recurrence)
+[![GitHub](https://img.shields.io/github/stars/django-recurrence/django-recurrence.svg?label=Stars&style=socialcA)](https://github.com/jazzband/django-recurrence)
+[![PyPI releases](https://img.shields.io/pypi/v/django-recurrence.svg)](https://pypi.org/project/django-recurrence/)
+[![Supported Python versions](https://img.shields.io/pypi/pyversions/django-recurrence.svg)](https://pypi.org/project/django-recurrence/)
+[![Supported Django versions](https://img.shields.io/pypi/djversions/django-recurrence.svg)](https://pypi.org/project/django-recurrence/)
+[![Documentation](https://img.shields.io/readthedocs/django-recurrence.svg)](https://django-recurrence.readthedocs.io/)
+[![GitHub Actions](https://github.com/django-recurrence/django-recurrence/workflows/Test/badge.svg)](https://github.com/django-recurrence/django-recurrence/actions)
+[![Coverage](https://codecov.io/gh/django-recurrence/django-recurrence/branch/master/graph/badge.svg)](https://codecov.io/gh/django-recurrence/django-recurrence)
 
 django-recurrence is a utility for working with recurring dates in
 Django. Documentation is available at
-https://django-recurrence.readthedocs.org/.
-
-**Django-recurrence is unmaintained** and looking for a maintainer to take over the project. (You may wish to open an issue, reply on [this thread](https://github.com/django-recurrence/django-recurrence/pull/182#issuecomment-784467431) or reach out on [Twitter](https://twitter.com/dominicrodger/).)
+https://django-recurrence.readthedocs.io/.
 
 It provides:
 
diff --git a/pytest.ini b/pytest.ini
index 66886cb..ca03988 100644
--- a/pytest.ini
+++ b/pytest.ini
@@ -1,3 +1,4 @@
 [pytest]
 DJANGO_SETTINGS_MODULE = tests.settings
-addopts = --tb=short
+addopts = --cov recurrence --cov-append --cov-branch --cov-report term-missing --cov-report=xml
+testpaths = tests
diff --git a/requirements.txt b/requirements.txt
new file mode 100644
index 0000000..4f3ce97
--- /dev/null
+++ b/requirements.txt
@@ -0,0 +1,8 @@
+flake8==4.0.1
+pytest-cov==3.0.0
+pytest-django==4.5.2
+pytest-sugar==0.9.4
+pytest==6.2.5
+sphinx==4.3.2
+sphinx_rtd_theme==1.0.0
+tox==3.24.5
diff --git a/requirements_test.txt b/requirements_test.txt
deleted file mode 100644
index d1041c3..0000000
--- a/requirements_test.txt
+++ /dev/null
@@ -1,5 +0,0 @@
-pytest==5.0.1
-pytest-cov==2.7.1
-pytest-django==3.5.1
-pytest-sugar==0.9.2
-tox==3.13.2
diff --git a/setup.py b/setup.py
index 331dd7f..7ac2d07 100644
--- a/setup.py
+++ b/setup.py
@@ -1,52 +1,43 @@
 import os
-import sys
 
 from setuptools import setup
-from setuptools.command.test import test as TestCommand
-
-
-class PyTest(TestCommand):
-    def finalize_options(self):
-        self.test_args = []
-        self.test_suite = True
-
-        super().finalize_options()
-
-    def run_tests(self):
-        import pytest
-
-        errno = pytest.main(self.test_args)
-        sys.exit(errno)
-
-
-with open("README.md", "r") as fh:
-    long_description = fh.read()
-
 
 setup(
     name="django-recurrence",
-    version="1.10.3",
+    use_scm_version=True,
     license="BSD",
     description="Django utility wrapping dateutil.rrule",
-    long_description=long_description,
+    long_description=open("README.md", encoding="utf-8").read(),
     long_description_content_type="text/markdown",
     author="Tamas Kemenczy",
     author_email="tamas.kemenczy@gmail.com",
     url="https://github.com/django-recurrence/django-recurrence",
-    classifiers=(
+    classifiers=[
         "Development Status :: 5 - Production/Stable",
         "Environment :: Web Environment",
+        "Environment :: Plugins",
+        "Framework :: Django",
         "Framework :: Django",
+        "Framework :: Django :: 2.2",
+        "Framework :: Django :: 3.2",
+        # "Framework :: Django :: 4.0",
         "Intended Audience :: Developers",
         "License :: OSI Approved :: BSD License",
         "Operating System :: OS Independent",
         "Programming Language :: Python",
         "Programming Language :: Python :: 3",
-        "Programming Language :: Python :: 3.6",
         "Programming Language :: Python :: 3.7",
-    ),
-    install_requires=("Django", "pytz", "python-dateutil"),
-    packages=("recurrence", "recurrence.migrations"),
+        "Programming Language :: Python :: 3.8",
+        "Programming Language :: Python :: 3.9",
+        "Programming Language :: Python :: 3.10",
+        "Programming Language :: Python :: Implementation",
+        "Programming Language :: Python :: Implementation :: CPython",
+        "Programming Language :: Python :: Implementation :: PyPy",
+    ],
+    python_requires=">=3.7",
+    install_requires=["django>=2.2,<4.0", "pytz", "python-dateutil"],
+    setup_requires=["setuptools_scm"],
+    packages=["recurrence", "recurrence.migrations"],
     package_dir={"recurrence": "recurrence"},
     package_data={
         "recurrence": [
@@ -59,5 +50,4 @@ def run_tests(self):
     },
     zip_safe=False,
     include_package_data=True,
-    cmdclass={"test": PyTest},
 )
diff --git a/tox.ini b/tox.ini
index a33960a..fbe8a41 100644
--- a/tox.ini
+++ b/tox.ini
@@ -1,37 +1,59 @@
 [tox]
-envlist = {py36,py37}-{111,21,22,master},docs,flake8
+envlist =
+  py37-djdocs
+  py37-djqa
+  py{37,38,39,310,py38}-dj22
+  py{37,38,39,310,py38}-dj32
+  # py{38,39,310,py38}-dj40
+  # py{38,39,310,py38}-djmain
+
+[gh-actions]
+python =
+  3.7: py37
+  3.8: py38
+  3.9: py39
+  3.10: py310
+  pypy-3.8: pypy38
+
+[gh-actions:env]
+DJANGO =
+  docs: djdocs
+  qa: djqa
+  2.2: dj22
+  3.2: dj32
+  # 4.0: dj40
+  # main: djmain
 
 [testenv]
-basepython =
-    py36: python3.6
-    py37: python3.7
-deps=
-  -r requirements_test.txt
-  111: django>=1.11,<1.12
-  21: django>=2.1,<2.2
-  22: django>=2.2,<2.3
-  master: https://github.com/django/django/archive/master.tar.gz
-commands=python setup.py test
+usedevelop = true
+setenv =
+  PYTHONDONTWRITEBYTECODE=1
+deps =
+  -r requirements.txt
+  dj22: django>=2.2,<2.3
+  dj32: django>=3.2,<3.3
+  # dj40: django>=4.0,4.1
+  # djmain: https://github.com/django/django/archive/main.tar.gz
+commands =
+  pytest
 
-[testenv:docs]
-basepython=python
-changedir=docs
-deps=
-  sphinx
-  sphinx_rtd_theme
-whitelist_externals = echo
-commands=
-    sphinx-build -W -b html -d {envtmpdir}/doctrees . {envtmpdir}/html
-    echo ""
-    echo "The built documentation is available in {envtmpdir}/html"
+[testenv:py37-djqa]
+basepython = python3.7
+ignore_errors = true
+deps =
+  -r requirements.txt
+commands =
+  flake8 recurrence
+  flake8 setup.py
+  flake8 tests
 
-[testenv:flake8]
-basepython=python
-deps=flake8==2.1.0
-commands=
-    flake8 recurrence
-    flake8 setup.py
-    flake8 tests
+[testenv:py37-djdocs]
+basepython = python3.7
+changedir = docs
+deps =
+  -r requirements.txt
+commands =
+  sphinx-build -W -b html -d {envtmpdir}/doctrees . {envtmpdir}/html
 
 [flake8]
-ignore = E122,E125,E129,E501
+ignore = E122,E125,E129,E501,W503,W504