diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 0000000..2b1af89
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,33 @@
+[build-system]
+requires = ["setuptools"]
+build-backend = "setuptools.build_meta"
+
+[project]
+name = "thoth_pre_commit_hook"
+description = "Get Thoth recommendations in a pre-commit hook."
+authors = [
+    { name = "Maya Costantini", email = "mcostant@redhat.com" }
+]
+license = { text = "GPLv3+" }
+dynamic = [ "version", "dependencies" ]
+
+[project.readme]
+file = "README.md"
+content-type = "text/markdown"
+
+[project.urls]
+Homepage = "https://github.com/thoth-station/thoth-pre-commit-hook"
+"Source Code" = "https://github.com/thoth-station/thoth-pre-commit-hook/"
+Issues = "https://github.com/thoth-station/thoth-pre-commit-hook/issues"
+Changelog = "https://github.com/thoth-station/thoth-pre-commit-hook/blob/master/CHANGELOG.md"
+
+[project.scripts]
+thoth-advise = "thoth_pre_commit_hook.thoth_advise:main"
+
+[tool.setuptools]
+zip-safe = false
+packages = ["thoth_pre_commit_hook"]
+
+[tool.setuptools.dynamic]
+version = {attr = "thoth.thoth_pre_commit_hook.__version__"}
+dependencies = { file = ["requirements.txt"] }
diff --git a/setup.cfg b/setup.cfg
new file mode 100644
index 0000000..554a50e
--- /dev/null
+++ b/setup.cfg
@@ -0,0 +1,7 @@
+[build_sphinx]
+version = attr: thoth.thoth_pre_commit_hook.__version__
+release = attr: thoth.thoth_pre_commit_hook.__version__
+
+[options]
+package_dir =
+    thoth_pre_commit_hook = ./thoth/thoth_pre_commit_hook
diff --git a/setup.py b/setup.py
deleted file mode 100644
index 2640aa6..0000000
--- a/setup.py
+++ /dev/null
@@ -1,56 +0,0 @@
-"""This file sets up the thoth-pre-commit-hook module."""
-
-import os
-from setuptools import setup
-from pathlib import Path
-
-
-def get_install_requires():
-    """Get thoth pre-commit hook installation requirements."""
-    with open("requirements.txt", "r") as requirements_file:
-        return [req for req in requirements_file.readlines() if req]
-
-
-def get_version():
-    """Get thoth pre-commit hook version."""
-    with open(os.path.join("thoth/thoth_pre_commit_hook", "__init__.py")) as f:
-        content = f.readlines()
-
-    for line in content:
-        if line.startswith("__version__ ="):
-            # dirty, remove trailing and leading chars
-            return line.split(" = ")[1][1:-2]
-    raise ValueError("No version identifier found")
-
-
-VERSION = get_version()
-setup(
-    name="thoth_pre_commit_hook",
-    entry_points={
-        "console_scripts": ["thoth-advise = thoth_pre_commit_hook.thoth_advise:main"]
-    },
-    version=VERSION,
-    url="https://github.com/thoth-station/thoth-pre-commit-hook",
-    description="Get Thoth recommendations in a pre-commit hook.",
-    long_description=Path("README.md").read_text(),
-    author="Maya Costantini",
-    author_email="mcostant@redhat.com",
-    license="GPLv3+",
-    packages=["thoth_pre_commit_hook"],
-    package_dir={
-        "thoth_pre_commit_hook": "./thoth/thoth_pre_commit_hook",
-    },
-    long_description_content_type="text/markdown",
-    project_urls={
-        "Source Code": "https://github.com/thoth-station/thoth-pre-commit-hook/",
-        "Issues": "https://github.com/thoth-station/thoth-pre-commit-hook/issues",
-        "Changelog": "https://github.com/thoth-station/thoth-pre-commit-hook/blob/master/CHANGELOG.md",
-    },
-    install_requires=get_install_requires(),
-    command_options={
-        "build_sphinx": {
-            "version": ("setup.py", VERSION),
-            "release": ("setup.py", VERSION),
-        }
-    },
-)