diff --git a/.coveragerc b/.coveragerc
index 09a78e0f..b374850f 100644
--- a/.coveragerc
+++ b/.coveragerc
@@ -13,7 +13,7 @@ parallel = true
 [report]
 show_missing = true
 precision = 2
-omit = 
+omit = */__init__.py
 exclude_lines =
     pragma: no cover
     def __repr__
diff --git a/.github/workflows/checks.yml b/.github/workflows/checks.yml
new file mode 100644
index 00000000..0f7914b3
--- /dev/null
+++ b/.github/workflows/checks.yml
@@ -0,0 +1,29 @@
+# This is GitHub Action for linting and security check
+name: CI
+on:
+  pull_request:
+    branches: [master]
+
+jobs:
+  checks:
+    runs-on: ubuntu-18.04
+    strategy:
+      fail-fast: false
+      matrix:
+        python-version: ["3.10"]
+        env: [security, flake8, pylint]
+
+    steps:
+    - uses: actions/checkout@v2
+
+    - name: Set up Python ${{ matrix.python-version }}
+      uses: actions/setup-python@v2
+      with:
+        python-version: ${{ matrix.python-version }}
+
+    - name: Run check
+      env: 
+        TOXENV: ${{ matrix.env }}
+      run: |
+        pip install -U tox
+        tox
\ No newline at end of file
diff --git a/tox.ini b/tox.ini
index 97b03c94..ec9f0e4c 100644
--- a/tox.ini
+++ b/tox.ini
@@ -27,10 +27,10 @@ commands =
     redis41: pip install redis=4.1.4
     redis42: pip install redis=4.2.2
     pip install .
-    python -m pytest --ignore=setup.py # --cov-report term --cov=scrapy_redis
+    python -m pytest # --cov-report term --cov=scrapy_redis
 
 [testenv:flake8]
-basepython=python3.8
+basepython = python3.10
 deps =
     {[base]deps}
     flake8 # https://github.com/tholo/pytest-flake8/issues/81
@@ -38,20 +38,18 @@ commands =
     flake8 docs tests
 
 [testenv:security]
-basepython=python3.8
+basepython = python3.10
 deps =
     bandit==1.7.3
 commands =
     bandit -r -c .bandit.yml src/ tests/
 
 [testenv:pylint]
-basepython=python3.8
+basepython = python3.10
 deps =
     {[base]deps}
     pylint==2.12.2
 commands =
     pylint setup.py docs/ src/ tests/
 
-# TODO: build windows/linux/mac
-
-# TODO: build docs
\ No newline at end of file
+# TODO: build docs