diff --git a/.github/workflows/ignite-docs-test.yml b/.github/workflows/ignite-docs-test.yml
index 8a03509a..1f099f06 100644
--- a/.github/workflows/ignite-docs-test.yml
+++ b/.github/workflows/ignite-docs-test.yml
@@ -48,7 +48,7 @@ jobs:
 
       - name: Install package
         run: |
-          python setup.py install
+          pip install .
 
       - name: Run Integration test
         run: |
diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml
index 8c25c743..9f0c090b 100644
--- a/.github/workflows/tests.yml
+++ b/.github/workflows/tests.yml
@@ -48,7 +48,7 @@ jobs:
 
       - name: Install package
         run: |
-          python setup.py install
+          pip install .
           pip install pytest
 
       - name: Run Tests
diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 00000000..2b672ffb
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,50 @@
+[build-system]
+requires = ["setuptools>=61", "wheel"]
+build-backend = "setuptools.build_meta"
+
+[project]
+name = "sphinxcontrib-versioning"
+dynamic = ["version"]
+description = "Sphinx extension that allows building versioned docs for PyTorch-Ignite"
+readme = "README.rst"
+license = { text = "MIT" }
+authors = [{ name = "PyTorch-Ignite Team", email = "contact@pytorch-ignite.ai" }]
+keywords = ["sphinx", "versioning", "versions", "version", "branches", "tags"]
+classifiers = [
+    "Development Status :: 5 - Production/Stable",
+    "Environment :: Console",
+    "Framework :: Sphinx :: Extension",
+    "Intended Audience :: Developers",
+    "License :: OSI Approved :: MIT License",
+    "Operating System :: MacOS",
+    "Operating System :: POSIX :: Linux",
+    "Operating System :: POSIX",
+    "Programming Language :: Python :: 3",
+    "Topic :: Documentation :: Sphinx",
+    "Topic :: Software Development :: Documentation",
+]
+requires-python = ">=3.10"
+dependencies = ["click", "colorclass", "sphinx>=5,<6"]
+
+[project.urls]
+Homepage = "https://github.com/pytorch-ignite/sphinxcontrib-versioning/"
+
+[project.scripts]
+sphinx-versioning = "sphinxcontrib_versioning.__main__:cli"
+
+[tool.setuptools.dynamic]
+version = { attr = "sphinxcontrib_versioning.__version__" }
+
+[tool.setuptools.packages.find]
+exclude = ["tests", "tests.*"]
+
+[tool.setuptools.package-data]
+"*" = [
+    "_static/banner.css",
+    "_templates/banner.html",
+    "_templates/layout.html",
+    "_templates/versions.html",
+]
+
+[tool.pytest.ini_options]
+log_level = "DEBUG"
diff --git a/setup.py b/setup.py
deleted file mode 100755
index 9584da4e..00000000
--- a/setup.py
+++ /dev/null
@@ -1,80 +0,0 @@
-#!/usr/bin/env python
-"""Setup script for the project."""
-
-import io
-import os
-import re
-
-from setuptools import find_packages, setup
-
-
-INSTALL_REQUIRES = ["click", "colorclass", "sphinx>5"]
-LICENSE = "MIT"
-NAME = "sphinxcontrib-versioning"
-
-
-def read(*names, **kwargs):
-    with io.open(
-        os.path.join(os.path.dirname(__file__), *names),
-        encoding=kwargs.get("encoding", "utf8"),
-    ) as fp:
-        return fp.read()
-
-
-def find_version(*file_paths):
-    version_file = read(*file_paths)
-    version_match = re.search(r"^__version__ = ['\"]([^'\"]*)['\"]", version_file, re.M)
-    if version_match:
-        return version_match.group(1)
-    raise RuntimeError("Unable to find version string.")
-
-
-VERSION = find_version("sphinxcontrib_versioning", "__init__.py")
-readme = read("README.rst")
-
-
-if __name__ == "__main__":
-    setup(
-        author="PyTorch-Ignite Team",
-        author_email="contact@pytorch-ignite.ai",
-        classifiers=[
-            "Development Status :: 5 - Production/Stable",
-            "Environment :: Console",
-            "Framework :: Sphinx :: Extension",
-            "Intended Audience :: Developers",
-            "License :: OSI Approved :: MIT License",
-            "Operating System :: MacOS",
-            "Operating System :: POSIX :: Linux",
-            "Operating System :: POSIX",
-            "Programming Language :: Python :: 2.7",
-            "Programming Language :: Python :: 3.3",
-            "Programming Language :: Python :: 3.4",
-            "Programming Language :: Python :: 3.5",
-            "Programming Language :: Python :: Implementation :: PyPy",
-            "Topic :: Documentation :: Sphinx",
-            "Topic :: Software Development :: Documentation",
-        ],
-        description="Sphinx extension that allows building versioned docs for PyTorch-Ignite",
-        entry_points={
-            "console_scripts": [
-                "sphinx-versioning = sphinxcontrib_versioning.__main__:cli"
-            ]
-        },
-        install_requires=INSTALL_REQUIRES,
-        keywords="sphinx versioning versions version branches tags",
-        license=LICENSE,
-        long_description=readme,
-        name=NAME,
-        package_data={
-            "": [
-                os.path.join("_static", "banner.css"),
-                os.path.join("_templates", "banner.html"),
-                os.path.join("_templates", "layout.html"),
-                os.path.join("_templates", "versions.html"),
-            ]
-        },
-        packages=find_packages(exclude=("tests", "tests.*")),
-        url="https://github.com/pytorch-ignite/{NAME}/",
-        version=VERSION,
-        zip_safe=False,
-    )