diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
new file mode 100644
index 000000000..864f80309
--- /dev/null
+++ b/.github/workflows/test.yml
@@ -0,0 +1,62 @@
+name: Test
+
+on:
+  push:
+  pull_request:
+
+jobs:
+  build:
+
+    runs-on: ${{ matrix.runs-on }}
+    strategy:
+      matrix:
+        python-version: ["3.5", "3.6", "3.7", "3.8", "3.9", "3.10.0-beta.4", "pypy-3.6", "pypy-3.7"]
+        with-opt-deps: [false, true]
+        runs-on: [ubuntu-latest]
+        exclude:
+          # Some of the dependencies don't work on old Python versions
+          - python-version: "3.4"
+            with-opt-deps: true
+          - python-version: "3.5"
+            with-opt-deps: true
+          - python-version: "3.6"
+            with-opt-deps: true
+          - python-version: "pypy-3.6"
+            with-opt-deps: true
+        include:
+          - python-version: "3.4"
+            with-opt-deps: false
+            runs-on: ubuntu-18.04
+
+    steps:
+      - uses: actions/checkout@v2
+      - name: Set up Python ${{ matrix.python-version }}
+        uses: actions/setup-python@v2
+        with:
+          python-version: ${{ matrix.python-version }}
+
+      - name: Upgrade pip
+        run: |
+          python3 -m pip install --upgrade pip
+
+      - name: Install optional dependencies
+        if: ${{ matrix.with-opt-deps }}
+        run: |
+          python3 -m pip install --upgrade pip
+          pip3 install -r requirements.txt
+
+      - name: Install
+        run: |
+          python3 setup.py install
+
+      - name: Test with unittest
+        run: |
+          supybot-test test -v --plugins-dir=./plugins/ --no-network
+
+      - name: Test with irctest
+        if: "${{ matrix.with-opt-deps && matrix.python-version != 'pypy-3.7' }}"
+        run: |
+          git clone https://github.com/ProgVal/irctest.git
+          cd irctest
+          pip3 install -r requirements.txt
+          make limnoria
diff --git a/.travis.yml b/.travis.yml
deleted file mode 100644
index ef21b1c08..000000000
--- a/.travis.yml
+++ /dev/null
@@ -1,54 +0,0 @@
-language: python
-sudo: true
-install:
-  - if [ "$WITH_OPT_DEPS" = "true" ] ; then pip install -vr requirements.txt pytest; fi
-  - git clone https://github.com/ProgVal/irctest.git
-  - echo "y" | pip uninstall limnoria || true
-# command to run tests, e.g. python setup.py test
-script:
-  - echo $TRAVIS_PYTHON_VERSION
-  - python setup.py install
-  - supybot-test test -v --plugins-dir=./plugins/ --no-network
-  - if [ "$WITH_OPT_DEPS" = "true" ] -a [[ "$TRAVIS_PYTHON_VERSION" =~ ^3\.[4-9] ]] ; then cd irctest; pytest --controllers irctest.controllers.limnoria; fi
-notifications:
-    email: false
-matrix:
-  include:
-    - python: "3.4"
-      env: WITH_OPT_DEPS=false
-      dist: trusty
-    - python: "3.5"
-      env: WITH_OPT_DEPS=false
-      dist: trusty
-    - python: "3.6"
-      env: WITH_OPT_DEPS=false
-      dist: trusty
-
-    - python: "3.7"
-      env: WITH_OPT_DEPS=false
-      dist: xenial
-    - python: "3.7"
-      env: WITH_OPT_DEPS=true
-      dist: xenial
-    - python: "3.8"
-      env: WITH_OPT_DEPS=true
-      dist: xenial
-    - python: "3.9"
-      env: WITH_OPT_DEPS=true
-      dist: xenial
-    - python: "nightly"
-      env: WITH_OPT_DEPS=true
-      dist: xenial
-
-    - python: "pypy3"
-      env: WITH_OPT_DEPS=false
-      dist: trusty
-
-    - python: "nightly"
-      env: WITH_OPT_DEPS=true
-      dist: xenial
-
-  allow_failures:
-    - python: "pypy3"
-      env: WITH_OPT_DEPS=true
-      dist: xenial