diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
new file mode 100644
index 0000000..9697182
--- /dev/null
+++ b/.github/workflows/ci.yml
@@ -0,0 +1,64 @@
+name: Tests and PyPI publishing
+
+on:
+  push:
+    branches:
+      - main
+    tags:
+      - '*'
+  pull_request:
+  workflow_dispatch:
+
+jobs:
+  tests:
+    name: Run tests Python ${{ matrix.python }}, Django ${{ matrix.django }})
+    runs-on: ubuntu-latest
+    strategy:
+      matrix:
+        python: ['3.8', '3.9', '3.10', '3.11']
+        django: ['3.2', '4.1', '4.2']
+        exclude:
+          - python: '3.11'
+            django: '3.2'
+
+    steps:
+      - uses: actions/checkout@v3
+      - uses: actions/setup-python@v4
+        with:
+          python-version: ${{ matrix.python }}
+
+      - name: Install dependencies
+        run: pip install tox tox-gh-actions pip install -r requirements.txt
+
+      - name: Run tests
+        run: tox
+        env:
+          PYTHON_VERSION: ${{ matrix.python }}
+          DJANGO: ${{ matrix.django }}
+
+      - name: Publish coverage report
+        uses: codecov/codecov-action@v3
+
+  publish:
+    name: Publish package to PyPI
+    runs-on: ubuntu-latest
+    needs:
+      - tests
+
+    if: github.event_name == 'push' && startsWith(github.ref, 'refs/tags')
+
+    steps:
+      - uses: actions/checkout@v3
+      - uses: actions/setup-python@v4
+        with:
+          python-version: '3.10'
+
+      - name: Build sdist and wheel
+        run: |
+          pip install pip setuptools wheel --upgrade
+          python setup.py sdist bdist_wheel
+      - name: Publish a Python distribution to PyPI
+        uses: pypa/gh-action-pypi-publish@release/v1
+        with:
+          user: __token__
+          password: ${{ secrets.PYPI_TOKEN }}
\ No newline at end of file
diff --git a/.github/workflows/code-quality.yml b/.github/workflows/code-quality.yml
new file mode 100644
index 0000000..f8aa87e
--- /dev/null
+++ b/.github/workflows/code-quality.yml
@@ -0,0 +1,34 @@
+name: Linting and code quality
+
+on:
+  push:
+    branches:
+      - main
+    tags:
+    paths:
+      - '**.py'
+      - .github/workflows/code_quality.yml
+  pull_request:
+    paths:
+      - '**.py'
+      - .github/workflows/code_quality.yml
+  workflow_dispatch:
+
+jobs:
+  linting:
+    name: Code-quality checks
+    runs-on: ubuntu-latest
+    strategy:
+      matrix:
+        toxenv:
+          - isort
+    steps:
+      - uses: actions/checkout@v3
+      - uses: actions/setup-python@v4
+        with:
+          python-version: '3.10'
+      - name: Install dependencies
+        run: pip install tox
+      - run: tox
+        env:
+          TOXENV: ${{ matrix.toxenv }}
\ No newline at end of file
diff --git a/README.md b/README.md
index a393460..4b649f2 100644
--- a/README.md
+++ b/README.md
@@ -10,8 +10,8 @@
 
 Better ArrayField widget for admin
 
-Supported Python versions: 3.5, 3.6, 3.7
-Supported Django versions: 1.11, 2.0, 2.1, 2.2
+Supported Python versions: |python-versions|
+Supported Django versions: |django-versions|
 
 It changes comma separated widget to list based in admin panel.
 
@@ -87,3 +87,30 @@ Tools used in rendering this
 
   - [Cookiecutter](https://github.com/audreyr/cookiecutter)
   - [cookiecutter-djangopackage](https://github.com/pydanny/cookiecutter-djangopackage)
+
+
+.. |build-status| image:: https://github.com/maykinmedia/{{ project_name }}/workflows/Run%20CI/badge.svg
+    :alt: Build status
+    :target: https://github.com/maykinmedia/{{ project_name }}/actions?query=workflow%3A%22Run+CI%22
+
+.. |code-quality| image:: https://github.com/maykinmedia/{{ project_name }}/workflows/Code%20quality%20checks/badge.svg
+     :alt: Code quality checks
+     :target: https://github.com/maykinmedia/{{ project_name }}/actions?query=workflow%3A%22Code+quality+checks%22
+
+.. |black| image:: https://img.shields.io/badge/code%20style-black-000000.svg
+    :target: https://github.com/psf/black
+
+.. |coverage| image:: https://codecov.io/gh/maykinmedia/{{ project_name }}/branch/master/graph/badge.svg
+    :target: https://codecov.io/gh/maykinmedia/{{ project_name }}
+    :alt: Coverage status
+
+.. |docs| image:: https://readthedocs.org/projects/{{ project_name }}/badge/?version=latest
+    :target: https://{{ project_name }}.readthedocs.io/en/latest/?badge=latest
+    :alt: Documentation Status
+
+.. |python-versions| image:: https://img.shields.io/pypi/pyversions/{{ project_name }}.svg
+
+.. |django-versions| image:: https://img.shields.io/pypi/djversions/{{ project_name }}.svg
+
+.. |pypi-version| image:: https://img.shields.io/pypi/v/{{ project_name }}.svg
+    :target: https://pypi.org/project/{{ project_name }}/
diff --git a/django_better_admin_arrayfield/__init__.py b/django_better_admin_arrayfield/__init__.py
index 64e5418..0a738e0 100644
--- a/django_better_admin_arrayfield/__init__.py
+++ b/django_better_admin_arrayfield/__init__.py
@@ -1,3 +1,3 @@
 from pkg_resources import get_distribution
 
-__version__ = get_distribution('maykin-django-better-admin-arrayfield').version
+__version__ = get_distribution("maykin-django-better-admin-arrayfield").version
diff --git a/django_better_admin_arrayfield/forms/fields.py b/django_better_admin_arrayfield/forms/fields.py
index 8fbf421..d3074c8 100644
--- a/django_better_admin_arrayfield/forms/fields.py
+++ b/django_better_admin_arrayfield/forms/fields.py
@@ -2,11 +2,11 @@
 
 from django import forms
 from django.contrib.postgres.utils import prefix_validation_error
+
 from django_better_admin_arrayfield.forms.widgets import DynamicArrayWidget
 
 
 class DynamicArrayField(forms.Field):
-
     default_error_messages = {"item_invalid": "Item %(nth)s in the array did not validate: "}
 
     def __init__(self, base_field, **kwargs):
diff --git a/django_better_admin_arrayfield/forms/widgets.py b/django_better_admin_arrayfield/forms/widgets.py
index ad0b459..7dfa080 100644
--- a/django_better_admin_arrayfield/forms/widgets.py
+++ b/django_better_admin_arrayfield/forms/widgets.py
@@ -2,7 +2,6 @@
 
 
 class DynamicArrayWidget(forms.TextInput):
-
     template_name = "django_better_admin_arrayfield/forms/widgets/dynamic_array.html"
 
     def get_context(self, name, value, attrs):
diff --git a/manage.py b/manage.py
index 8c5be8a..404ea64 100644
--- a/manage.py
+++ b/manage.py
@@ -1,6 +1,6 @@
 #!/usr/bin/env python
 # -*- coding: utf-8 -*-
-from __future__ import unicode_literals, absolute_import
+from __future__ import absolute_import, unicode_literals
 
 import os
 import sys
diff --git a/requirements.txt b/requirements.txt
index 6c5f666..c734c59 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1 +1 @@
-django>=2.0,<2.3
+django>=4.2,<4.3
diff --git a/requirements_dev.txt b/requirements_dev.txt
index 00772a5..361edff 100644
--- a/requirements_dev.txt
+++ b/requirements_dev.txt
@@ -1,3 +1,3 @@
-bumpversion==0.5.3
-wheel==0.30.0
-pre-commit==1.14.4
+bumpversion==0.6.0
+wheel==0.40.0
+pre-commit==3.3.3
diff --git a/requirements_test.txt b/requirements_test.txt
index d9af71d..136ba36 100644
--- a/requirements_test.txt
+++ b/requirements_test.txt
@@ -1,8 +1,8 @@
-coverage==4.4.1
-flake8>=2.1.0
-tox>=1.7.0
-codecov>=2.0.0
-pytest==4.3.0
-pytest-django==3.4.7
-pytest-cov==2.6.1
-pytest-mock==1.10.1
+coverage==7.2.7
+flake8>=6.0.0
+tox>=4.6.3
+codecov>=2.1.13
+pytest==7.4.0
+pytest-django==4.5.2
+pytest-cov==4.1.0
+pytest-mock==3.11.1
diff --git a/sample_project/sample_app/admin.py b/sample_project/sample_app/admin.py
index c1cfa16..8e05845 100644
--- a/sample_project/sample_app/admin.py
+++ b/sample_project/sample_app/admin.py
@@ -1,9 +1,8 @@
 from django.contrib import admin
+from sample_app.models import ArrayModel
 
 from django_better_admin_arrayfield.admin.mixins import DynamicArrayMixin
 
-from sample_app.models import ArrayModel
-
 
 class ArrayModelAdmin(admin.ModelAdmin, DynamicArrayMixin):
     pass
diff --git a/sample_project/sample_app/migrations/0001_initial.py b/sample_project/sample_app/migrations/0001_initial.py
index 53b4de1..5534c32 100644
--- a/sample_project/sample_app/migrations/0001_initial.py
+++ b/sample_project/sample_app/migrations/0001_initial.py
@@ -1,6 +1,7 @@
 # Generated by Django 2.2.5 on 2019-09-29 18:03
 
 from django.db import migrations, models
+
 import django_better_admin_arrayfield.models.fields
 
 
diff --git a/sample_project/sample_app/migrations/0002_auto_20190929_1805.py b/sample_project/sample_app/migrations/0002_auto_20190929_1805.py
index baa81e7..d3a15cc 100644
--- a/sample_project/sample_app/migrations/0002_auto_20190929_1805.py
+++ b/sample_project/sample_app/migrations/0002_auto_20190929_1805.py
@@ -1,6 +1,7 @@
 # Generated by Django 2.2.5 on 2019-09-29 18:05
 
 from django.db import migrations, models
+
 import django_better_admin_arrayfield.models.fields
 
 
diff --git a/setup.cfg b/setup.cfg
index 7dd7d1d..304944f 100644
--- a/setup.cfg
+++ b/setup.cfg
@@ -1,5 +1,5 @@
 [bumpversion]
-current_version = 1.0.5
+current_version = 1.0.6
 commit = True
 tag = True
 
diff --git a/setup.py b/setup.py
index 0eb0220..3a060d8 100755
--- a/setup.py
+++ b/setup.py
@@ -2,7 +2,6 @@
 
 from setuptools import setup
 
-
 with open("README.md") as f:
     readme = f.read()
 
@@ -20,21 +19,23 @@
     url="https://github.com/maykinmedia/django-better-admin-arrayfield",
     packages=["django_better_admin_arrayfield"],
     include_package_data=True,
-    install_requires=[],
     license="MIT",
     zip_safe=False,
     keywords="django-better-admin-arrayfield",
     classifiers=[
         "Development Status :: 5 - Production/Stable",
-        "Framework :: Django :: 2.0",
-        "Framework :: Django :: 2.1",
-        "Framework :: Django :: 2.2",
+        "Framework :: Django :: 3.2",
+        "Framework :: Django :: 4.1",
+        "Framework :: Django :: 4.2",
         "Intended Audience :: Developers",
         "License :: OSI Approved :: MIT License",
         "Natural Language :: English",
-        "Programming Language :: Python :: 3",
-        "Programming Language :: Python :: 3.5",
-        "Programming Language :: Python :: 3.6",
-        "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",
     ],
+    install_requires=[
+        "Django>=3.2",
+    ]
 )
diff --git a/tests/test_fields.py b/tests/test_fields.py
index 6987692..acd9dfe 100644
--- a/tests/test_fields.py
+++ b/tests/test_fields.py
@@ -1,8 +1,8 @@
 import pytest
+from django.forms import ValidationError
+from django.forms.fields import CharField
 
 from django_better_admin_arrayfield.forms.fields import DynamicArrayField
-from django.forms.fields import CharField
-from django.forms import ValidationError
 
 
 def test_field_not_required():
diff --git a/tests/urls.py b/tests/urls.py
index 3baeef3..3cd36e5 100644
--- a/tests/urls.py
+++ b/tests/urls.py
@@ -1,7 +1,6 @@
 # -*- coding: utf-8 -*-
-from __future__ import unicode_literals, absolute_import
-
-from django.conf.urls import url, include
+from __future__ import absolute_import, unicode_literals
 
+from django.conf.urls import include, url
 
 urlpatterns = [url(r"^", include("django_better_admin_arrayfield.urls", namespace="django_better_admin_arrayfield"))]
diff --git a/tox.ini b/tox.ini
index 2132836..aa06feb 100644
--- a/tox.ini
+++ b/tox.ini
@@ -1,14 +1,14 @@
 [tox]
 envlist =
-    django{111,2,21,22}-{py35,py36,py37},
+    py{38,39,310}-django{32,41,42}
+    py311-django{41,42}
     flake8
 
 [testenv]
 deps =
-    django111: Django<2.0
-    django2: Django<2.1
-    django21: Django<2.2
-    django22: Django<3.0
+    django32: Django~=3.2.0
+    django41: Django~=4.1.0
+    django42: Django~=4.2.0
     -r{toxinidir}/requirements_test.txt
 setenv =
     PYTHONPATH = {toxinidir}:{toxinidir}/django_better_admin_arrayfield