diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index d20dbb9..1a5e5e3 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -31,18 +31,19 @@ jobs:
     container: ghcr.io/mopidy/ci:latest
 
     steps:
-      - uses: actions/checkout@v3
+      - uses: actions/checkout@v4
       - name: Fix home dir permissions to enable pip caching
         run: chown -R root /github/home
-      - uses: actions/setup-python@v4
+      - uses: actions/setup-python@v5
         with:
           python-version: ${{ matrix.python }}
           cache: pip
-          cache-dependency-path: setup.cfg
-      - run: python -m pip install pygobject tox
+      - run: python -m pip install tox
       - run: python -m tox -e ${{ matrix.tox }}
         if: ${{ ! matrix.coverage }}
       - run: python -m tox -e ${{ matrix.tox }} -- --cov-report=xml
         if: ${{ matrix.coverage }}
-      - uses: codecov/codecov-action@v3
+      - uses: codecov/codecov-action@v4
         if: ${{ matrix.coverage }}
+        with:
+          token: ${{ secrets.CODECOV_TOKEN }}
diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
index 21a6ea1..651a806 100644
--- a/.github/workflows/release.yml
+++ b/.github/workflows/release.yml
@@ -9,15 +9,14 @@ jobs:
     runs-on: ubuntu-20.04
 
     steps:
-    - uses: actions/checkout@v2
-    - uses: actions/setup-python@v2
-      with:
-        python-version: '3.9'
-    - name: "Install dependencies"
-      run: python3 -m pip install build
-    - name: "Build package"
-      run: python3 -m build
-    - uses: pypa/gh-action-pypi-publish@v1.4.1
-      with:
-        user: __token__
-        password: ${{ secrets.PYPI_TOKEN }}
+      - uses: actions/checkout@v4
+      - uses: actions/setup-python@v5
+        with:
+          python-version: "3.12"
+      - name: "Install dependencies"
+        run: python3 -m pip install build
+      - name: "Build package"
+        run: python3 -m build
+      - uses: pypa/gh-action-pypi-publish@release/v1
+        with:
+          password: ${{ secrets.PYPI_TOKEN }}