diff --git a/.github/workflows/pipeline.yml b/.github/workflows/pipeline.yml
index 78fd285e..0bf75ee7 100644
--- a/.github/workflows/pipeline.yml
+++ b/.github/workflows/pipeline.yml
@@ -8,22 +8,26 @@ jobs:
   check-code-style:
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@v3
-      - uses: actions/setup-python@v4
+      - uses: actions/checkout@v4
+
+      - name: Setup Poetry
+        uses: matrix-org/setup-python-poetry@v1
         with:
-          python-version: "3.10"
-      - run: python -m pip install tox
-      - run: tox -e check_codestyle
+          install-project: "false"
+
+      - run: poetry run tox -e check_codestyle
 
   check-types-mypy:
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@v3
-      - uses: actions/setup-python@v4
+      - uses: actions/checkout@v4
+
+      - name: Setup Poetry
+        uses: matrix-org/setup-python-poetry@v1
         with:
-          python-version: "3.10"
-      - run: python -m pip install tox
-      - run: tox -e check_types
+          install-project: "false"
+
+      - run: poetry run tox -e check_types
 
   run-unit-tests:
     name: Unit tests