diff --git a/.coveragerc b/.coveragerc
index 150632c..316ef30 100644
--- a/.coveragerc
+++ b/.coveragerc
@@ -9,5 +9,7 @@ exclude_lines =
     # Don't complain if non-runnable code isn't run:
     if 0:
     if __name__ == .__main__.:
+    def main
+
     # Don't complain about debug code
     log.debug
diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
new file mode 100644
index 0000000..7ba01e4
--- /dev/null
+++ b/.github/workflows/test.yml
@@ -0,0 +1,41 @@
+name: Test
+
+on: [push, pull_request, workflow_dispatch]
+
+env:
+  FORCE_COLOR: 1
+
+jobs:
+  test:
+    runs-on: ${{ matrix.os }}
+    strategy:
+      fail-fast: false
+      matrix:
+        python-version: ["pypy3.10", "3.8", "3.9", "3.10", "3.11", "3.12"]
+        os: [windows-latest, macos-latest, ubuntu-latest]
+
+    steps:
+      - uses: actions/checkout@v4
+
+      - name: Set up Python ${{ matrix.python-version }}
+        uses: actions/setup-python@v4
+        with:
+          python-version: ${{ matrix.python-version }}
+          allow-prereleases: true
+          cache: pip
+          cache-dependency-path: setup.cfg
+
+      - name: Install dependencies
+        run: |
+          python -m pip install -U pip
+          python -m pip install -U tox
+
+      - name: Tox tests
+        run: |
+          tox -e py
+
+      - name: Upload coverage
+        uses: codecov/codecov-action@v3
+        with:
+          flags: ${{ matrix.os }}
+          name: ${{ matrix.os }} Python ${{ matrix.python-version }}
diff --git a/.travis.yml b/.travis.yml
deleted file mode 100644
index 72aa8ac..0000000
--- a/.travis.yml
+++ /dev/null
@@ -1,29 +0,0 @@
-language: python
-cache: pip
-
-matrix:
-  include:
-    - python: 2.7
-    - python: 3.5
-    - python: 3.6
-    - python: 3.7
-    - python: 3.8
-    - python: 3.9-dev
-    - python: pypy
-    - python: pypy3
-
-install:
- - pip install coverage
-
-script:
- - coverage run --source=olefile -m nose tests
-
-after_success:
- - pip install coveralls
- - coveralls
-
-after_script:
- - coverage report
- - pip install pycodestyle pyflakes
- - pyflakes .
- - pycodestyle --statistics --count .
diff --git a/README.md b/README.md
index ecaf55b..538bcae 100644
--- a/README.md
+++ b/README.md
@@ -1,8 +1,9 @@
 olefile
 =======
 
+[![Test](https://github.com/decalage2/olefile/actions/workflows/test.yml/badge.svg)](https://github.com/decalage2/olefile/actions)
 [![Build Status AppVeyor](https://ci.appveyor.com/api/projects/status/github/decalage2/olefile?svg=true)](https://ci.appveyor.com/project/decalage2/olefile)
-[![Coverage Status](https://coveralls.io/repos/github/decalage2/olefile/badge.svg?branch=master)](https://coveralls.io/github/decalage2/olefile?branch=master)
+[![codecov](https://codecov.io/gh/decalage2/olefile/branch/main/graph/badge.svg)](https://codecov.io/gh/decalage2/olefile)
 [![Documentation Status](http://readthedocs.org/projects/olefile/badge/?version=latest)](http://olefile.readthedocs.io/en/latest/?badge=latest)
 [![PyPI](https://img.shields.io/pypi/v/olefile.svg)](https://pypi.org/project/olefile/)
 [![Say Thanks!](https://img.shields.io/badge/Say%20Thanks-!-1EAEDB.svg)](https://saythanks.io/to/decalage2)
diff --git a/setup.cfg b/setup.cfg
index 2e9053c..836b2c0 100644
--- a/setup.cfg
+++ b/setup.cfg
@@ -1,3 +1,6 @@
+[options.extras_require]
+tests = pytest; pytest-cov
+
 [bdist_wheel]
 universal = 1
 
diff --git a/tox.ini b/tox.ini
new file mode 100644
index 0000000..ea27911
--- /dev/null
+++ b/tox.ini
@@ -0,0 +1,23 @@
+[tox]
+requires =
+    tox>=4.2
+env_list =
+    py{py3, 312, 311, 310, 39, 38}
+
+[testenv]
+extras =
+    tests
+commands =
+    {envpython} -m pytest \
+      --cov olefile \
+      --cov tests \
+      --cov-report html \
+      --cov-report term \
+      --cov-report xml \
+      {posargs}
+
+[testenv:pins]
+extras =
+    None
+commands_pre =
+    {envpython} -m pip install -r requirements.txt