diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
new file mode 100644
index 0000000..8dc7375
--- /dev/null
+++ b/.github/workflows/ci.yml
@@ -0,0 +1,54 @@
+name: CI workflow for RSSingle
+
+on: [push, pull_request]
+
+jobs:
+  build-and-check:
+    runs-on: ubuntu-latest
+    strategy:
+      matrix:
+        python-version: ["3.8", "3.9", "3.10"]
+    steps:
+      - uses: actions/checkout@v2
+      - name: Set up Python ${{ matrix.python-version }}
+        uses: actions/setup-python@v4
+        with:
+          python-version: ${{ matrix.python-version }}
+      - name: Install dependencies
+        run: |
+          python -m pip install --upgrade pip
+          pip install flake8
+          pip install -r requirements.txt
+      - name: Lint with flake8
+        run: |
+          # stop the build if there are Python syntax errors or undefined names
+          flake8 . --count --select=E9,F63,F7,F82 --show-source --statistics
+          # exit-zero treats all errors as warnings. The GitHub editor is 127 chars wide
+          flake8 . --count --exit-zero --max-complexity=10 --max-line-length=127 --statistics
+
+# to be completed once macOS builds fixed
+  create-and-publish-release:
+    needs: build-and-check
+    if: startsWith(github.ref, 'refs/tags/') && success()
+    strategy:
+      matrix:
+        # `--windowed` is for macOS, and `--onefile` is for other OSes.
+        pyinstaller-type: ['--windowed', '--onefile']
+    runs-on: ubuntu-latest
+    name: Builder for Python all-in-one executables, published on a releases
+    steps:
+      - name: Checkout sources
+        uses: actions/checkout@v2
+      - name: Set up Python 3.8
+        uses: actions/setup-python@v4
+        with:
+          python-version: "3.8"
+      - name: Install dependencies
+        run: |
+          python -m pip install --upgrade pip
+          pip install pyinstaller
+          pip install -r requirements.txt
+      - name: Build RSSingle
+        run: pyinstaller ${{ matrix.pyinstaller-type }} ./rssingle.py
+      - name: List artifacts for finishing this action
+        run: find ./dist/