diff --git a/.travis/setup.sh b/.ci/setup.sh
similarity index 100%
rename from .travis/setup.sh
rename to .ci/setup.sh
diff --git a/.travis/test.sh b/.ci/test.sh
similarity index 75%
rename from .travis/test.sh
rename to .ci/test.sh
index 06369794..5a625363 100644
--- a/.travis/test.sh
+++ b/.ci/test.sh
@@ -2,12 +2,14 @@
 
 set -e
 
-cd $TRAVIS_BUILD_DIR
+cd $BUILD_DIRECTORY
 
 if [[ $TEST == "API" ]]; then
   flake8 .
   pytest -v tests/ --cov=m2cgen/ --ignore=tests/e2e/
-  coveralls
+  if [[ $TRAVIS == "true" ]]; then
+    coveralls
+  fi
 fi
 
 if [[ $TEST == "E2E" ]]; then
diff --git a/.github/workflows/main.yml b/.github/workflows/main.yml
new file mode 100644
index 00000000..55274835
--- /dev/null
+++ b/.github/workflows/main.yml
@@ -0,0 +1,52 @@
+name: GitHub Actions
+
+on:
+  push:
+    branches:
+      - master
+  pull_request:
+    branches:
+      - master
+
+jobs:
+  test:
+    name: "Python ${{ matrix.python }}, Test: ${{ matrix.lang }}"
+    runs-on: ubuntu-latest
+    strategy:
+      fail-fast: false
+      matrix:
+        python:
+          - 3.6
+          - 3.7
+          - 3.8
+        lang:
+          - "API"
+          - "c_lang or python or java or go_lang or javascript or php or haskell or ruby"
+          - "c_sharp or visual_basic or powershell"
+          - "r_lang or dart"
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v1
+        with:
+          fetch-depth: 5
+      - name: Setup Python ${{ matrix.python }}
+        uses: actions/setup-python@v2
+        with:
+          python-version: ${{ matrix.python }}
+      - name: Setup dependencies and run tests
+        run: |
+          if [[ "${{ matrix.lang }}" == "API" ]]; then
+              export TEST="API";
+          else
+              export TEST="E2E";
+              export LC_ALL="en_US.UTF-8";
+              sudo locale-gen $LC_ALL;
+              sudo update-locale;
+          fi
+          export PYTHON="${{ matrix.python }}"
+          export LANG="${{ matrix.lang }}"
+          export BUILD_DIRECTORY=$GITHUB_WORKSPACE
+          bash $GITHUB_WORKSPACE/.ci/setup.sh
+          pip install Cython numpy
+          pip install -r $GITHUB_WORKSPACE/requirements-test.txt
+          bash $GITHUB_WORKSPACE/.ci/test.sh
diff --git a/.travis.yml b/.travis.yml
index d9e4da35..9ec47562 100644
--- a/.travis.yml
+++ b/.travis.yml
@@ -15,11 +15,12 @@ env:
   - TEST=E2E LANG="r_lang or dart"
 
 before_install:
-  - bash .travis/setup.sh
+  - bash .ci/setup.sh
 
 install:
   - pip install Cython
   - pip install -r requirements-test.txt
 
 script:
-  - bash .travis/test.sh
+  - export BUILD_DIRECTORY=$TRAVIS_BUILD_DIR
+  - bash .ci/test.sh
diff --git a/README.md b/README.md
index 2b06600f..05e32419 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,7 @@
 # m2cgen
 
-[![Build Status](https://travis-ci.org/BayesWitnesses/m2cgen.svg?branch=master)](https://travis-ci.org/BayesWitnesses/m2cgen)
+[![Travis Status](https://travis-ci.org/BayesWitnesses/m2cgen.svg?branch=master)](https://travis-ci.org/BayesWitnesses/m2cgen)
+[![GitHub Actions Status](https://github.com/BayesWitnesses/m2cgen/workflows/GitHub%20Actions/badge.svg?branch=master)](https://github.com/BayesWitnesses/m2cgen/actions)
 [![Coverage Status](https://coveralls.io/repos/github/BayesWitnesses/m2cgen/badge.svg?branch=master)](https://coveralls.io/github/BayesWitnesses/m2cgen?branch=master)
 [![License: MIT](https://img.shields.io/github/license/BayesWitnesses/m2cgen.svg)](https://github.com/BayesWitnesses/m2cgen/blob/master/LICENSE)
 [![Python Versions](https://img.shields.io/pypi/pyversions/m2cgen.svg?logo=python&logoColor=white)](https://pypi.org/project/m2cgen)