diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 085dc02..e4a58b1 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -24,10 +24,6 @@ repos:
     -   id: python-no-log-warn
     -   id: python-use-type-annotations
     -   id: text-unicode-replacement-char
--   repo: https://github.com/asottile/setup-cfg-fmt
-    rev: v2.5.0
-    hooks:
-    -   id: setup-cfg-fmt
 -   repo: https://github.com/astral-sh/ruff-pre-commit
     rev: v0.3.4
     hooks:
diff --git a/pyproject.toml b/pyproject.toml
index ab86f5e..6296c99 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -2,6 +2,60 @@
 requires = ["setuptools>=45", "wheel", "setuptools_scm[toml]>=6.0"]
 build-backend = "setuptools.build_meta"
 
+[project]
+name = "pytask_julia"
+description = "A Pytask plugin for Julia"
+classifiers = [
+    "Development Status :: 4 - Beta",
+    "License :: OSI Approved :: MIT License",
+    "Operating System :: OS Independent",
+    "Programming Language :: Python :: 3",
+    "Programming Language :: Python :: 3 :: Only"
+]
+requires-python = ">=3.8"
+dependencies = [
+    "pluggy>=1.0.0",
+    "pytask>=0.4.5"
+]
+dynamic = ["version"]
+
+[[project.authors]]
+name = "Tobias Raabe"
+email = "raabe@posteo.de"
+
+[project.readme]
+file = "README.md"
+content-type = "text/markdown"
+
+[project.license]
+text = "MIT"
+
+[project.urls]
+Homepage = "https://github.com/pytask-dev/pytask-julia"
+Changelog = "https://github.com/pytask-dev/pytask-julia/blob/main/CHANGES.md"
+Documentation = "https://github.com/pytask-dev/pytask-julia"
+Github = "https://github.com/pytask-dev/pytask-julia"
+Tracker = "https://github.com/pytask-dev/pytask-julia/issues"
+
+[tool.setuptools]
+include-package-data = true
+zip-safe = false
+platforms = ["any"]
+license-files = ["LICENSE"]
+
+[tool.check-manifest]
+ignore = ["src/pytask_julia/_version.py"]
+
+[project.entry-points.pytask]
+pytask_julia = "pytask_julia.plugin"
+
+[tool.setuptools.package-dir]
+"" = "src"
+
+[tool.setuptools.packages.find]
+where = ["src"]
+namespaces = false
+
 [tool.setuptools_scm]
 write_to = "src/pytask_julia/_version.py"
 
diff --git a/setup.cfg b/setup.cfg
deleted file mode 100644
index bf87ad0..0000000
--- a/setup.cfg
+++ /dev/null
@@ -1,43 +0,0 @@
-[metadata]
-name = pytask_julia
-description = A Pytask plugin for Julia
-long_description = file: README.md
-long_description_content_type = text/markdown
-url = https://github.com/pytask-dev/pytask-julia
-author = Tobias Raabe
-author_email = raabe@posteo.de
-license = MIT
-license_files = LICENSE
-platforms = any
-classifiers =
-    Development Status :: 4 - Beta
-    License :: OSI Approved :: MIT License
-    Operating System :: OS Independent
-    Programming Language :: Python :: 3
-    Programming Language :: Python :: 3 :: Only
-project_urls =
-    Changelog = https://github.com/pytask-dev/pytask-julia/blob/main/CHANGES.md
-    Documentation = https://github.com/pytask-dev/pytask-julia
-    Github = https://github.com/pytask-dev/pytask-julia
-    Tracker = https://github.com/pytask-dev/pytask-julia/issues
-
-[options]
-packages = find:
-install_requires =
-    pluggy>=1.0.0
-    pytask>=0.4.5
-python_requires = >=3.8
-include_package_data = True
-package_dir = =src
-zip_safe = False
-
-[options.packages.find]
-where = src
-
-[options.entry_points]
-pytask =
-    pytask_julia = pytask_julia.plugin
-
-[check-manifest]
-ignore =
-    src/pytask_julia/_version.py