diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index a71c8e2..8f22746 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -1,6 +1,10 @@
 name: CI
 
-on: [push, pull_request]
+on:
+  pull_request:
+  push:
+    branches:
+      - main
 
 jobs:
   main:
@@ -8,45 +12,40 @@ jobs:
       fail-fast: false
       matrix:
         include:
-          - name: "Test: Python 3.7"
-            python: "3.7"
-            tox: py37
-          - name: "Test: Python 3.8"
-            python: "3.8"
-            tox: py38
           - name: "Test: Python 3.9"
             python: "3.9"
             tox: py39
+          - name: "Test: Python 3.10"
+            python: "3.10"
+            tox: py310
+          - name: "Test: Python 3.11"
+            python: "3.11"
+            tox: py311
             coverage: true
           - name: "Lint: check-manifest"
-            python: "3.9"
+            python: "3.11"
             tox: check-manifest
           - name: "Lint: flake8"
-            python: "3.9"
+            python: "3.11"
             tox: flake8
 
     name: ${{ matrix.name }}
-    runs-on: ubuntu-20.04
+    runs-on: ubuntu-22.04
     container: ghcr.io/mopidy/ci:latest
 
     steps:
-      - uses: actions/checkout@v2
-      - uses: actions/setup-python@v2
-        with:
-          python-version: ${{ matrix.python }}
+      - uses: actions/checkout@v3
       - name: Fix home dir permissions to enable pip caching
         run: chown -R root /github/home
-      - name: Cache pip
-        uses: actions/cache@v2
+      - uses: actions/setup-python@v4
         with:
-          path: ~/.cache/pip
-          key: ${{ runner.os }}-${{ matrix.python }}-${{ matrix.tox }}-pip-${{ hashFiles('setup.cfg') }}-${{ hashFiles('tox.ini') }}
-          restore-keys: |
-            ${{ runner.os }}-${{ matrix.python }}-${{ matrix.tox }}-pip-
+          python-version: ${{ matrix.python }}
+          cache: pip
+          cache-dependency-path: setup.cfg
       - run: python -m pip install pygobject 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@v1
+      - uses: codecov/codecov-action@v3
         if: ${{ matrix.coverage }}
diff --git a/README.rst b/README.rst
index b87958c..9bf0685 100644
--- a/README.rst
+++ b/README.rst
@@ -6,7 +6,7 @@ Mopidy-Beets
     :target: https://pypi.org/project/Mopidy-Beets/
     :alt: Latest PyPI version
 
-.. image:: https://img.shields.io/github/workflow/status/mopidy/mopidy-beets/CI
+.. image:: https://img.shields.io/github/actions/workflow/status/mopidy/mopidy-beets/ci.yml?branch=main
     :target: https://github.com/mopidy/mopidy-beets/actions
     :alt: CI build status
 
diff --git a/mopidy_beets/__init__.py b/mopidy_beets/__init__.py
index 490a7c2..f56098b 100644
--- a/mopidy_beets/__init__.py
+++ b/mopidy_beets/__init__.py
@@ -8,7 +8,6 @@
 
 
 class BeetsExtension(ext.Extension):
-
     dist_name = "Mopidy-Beets"
     ext_name = "beets"
     version = __version__
diff --git a/mopidy_beets/browsers/albums.py b/mopidy_beets/browsers/albums.py
index 460a959..9db1494 100644
--- a/mopidy_beets/browsers/albums.py
+++ b/mopidy_beets/browsers/albums.py
@@ -5,7 +5,6 @@
 
 
 class AlbumsCategoryBrowser(GenericBrowserBase):
-
     field = None
     sort_fields = None
     label_fields = None
diff --git a/mopidy_beets/client.py b/mopidy_beets/client.py
index bedc378..20c96bc 100644
--- a/mopidy_beets/client.py
+++ b/mopidy_beets/client.py
@@ -200,7 +200,7 @@ def quote_and_encode(text):
 
     @cache()
     def get_artists(self):
-        """ returns all artists of one or more tracks """
+        """returns all artists of one or more tracks"""
         names = self._get("/artist/")["artist_names"]
         names.sort()
         # remove empty names
@@ -216,7 +216,7 @@ def get_sorted_unique_album_attributes(self, field):
 
     @cache(ctl=32)
     def _get_unique_attribute_values(self, base_url, field, sort_field):
-        """ returns all artists, genres, ... of tracks or albums """
+        """returns all artists, genres, ... of tracks or albums"""
         if not hasattr(self, "__legacy_beets_api_detected"):
             try:
                 result = self._get(
diff --git a/mopidy_beets/library.py b/mopidy_beets/library.py
index c4cabef..674c85b 100644
--- a/mopidy_beets/library.py
+++ b/mopidy_beets/library.py
@@ -22,7 +22,6 @@
 
 
 class BeetsLibraryProvider(backend.LibraryProvider):
-
     root_directory = models.Ref.directory(
         uri="beets:library", name="Beets library"
     )
@@ -95,7 +94,7 @@ def search(self, query=None, uris=None, exact=False):
 
         self._validate_query(query)
         search_list = []
-        for (field, values) in query.items():
+        for field, values in query.items():
             for val in values:
                 # missing / unsupported fields: uri, performer
                 if field == "any":
diff --git a/pyproject.toml b/pyproject.toml
index bff16e0..04a6524 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -3,7 +3,7 @@ requires = ["setuptools >= 30.3.0", "wheel"]
 
 
 [tool.black]
-target-version = ["py37", "py38"]
+target-version = ["py39", "py310", "py311"]
 line-length = 80
 
 
diff --git a/setup.cfg b/setup.cfg
index 29a0e6c..239915c 100644
--- a/setup.cfg
+++ b/setup.cfg
@@ -14,9 +14,9 @@ classifiers =
     License :: OSI Approved :: MIT License
     Operating System :: OS Independent
     Programming Language :: Python :: 3
-    Programming Language :: Python :: 3.7
-    Programming Language :: Python :: 3.8
     Programming Language :: Python :: 3.9
+    Programming Language :: Python :: 3.10
+    Programming Language :: Python :: 3.11
     Topic :: Multimedia :: Sound/Audio :: Players
 
 
@@ -24,7 +24,7 @@ classifiers =
 zip_safe = False
 include_package_data = True
 packages = find:
-python_requires = >= 3.7
+python_requires = >= 3.9
 install_requires =
     Mopidy >= 3.0.0
     Pykka >= 2.0.1
@@ -80,5 +80,7 @@ ignore =
     E501
     # W503: line break before binary operator (not PEP8 compliant)
     W503
+    # B019: Use of `functools.lru_cache` or `functools.cache` on methods can lead to memory leaks.
+    B019
     # B305: .next() is not a thing on Python 3 (used by playback controller)
     B305
diff --git a/tox.ini b/tox.ini
index 7a34a23..b12d0d6 100644
--- a/tox.ini
+++ b/tox.ini
@@ -1,5 +1,5 @@
 [tox]
-envlist = py37, py38, py39, check-manifest, flake8
+envlist = py39, py310, py311, check-manifest, flake8
 
 [testenv]
 sitepackages = true