diff --git a/pkgs/development/python-modules/scikit-network/default.nix b/pkgs/development/python-modules/scikit-network/default.nix
new file mode 100644
index 0000000000000..e72bd829cd3c1
--- /dev/null
+++ b/pkgs/development/python-modules/scikit-network/default.nix
@@ -0,0 +1,61 @@
+{
+  lib,
+  buildPythonPackage,
+  fetchPypi,
+  pythonOlder,
+  cython,
+  setuptools,
+  numpy,
+  scipy,
+  pytestCheckHook,
+}:
+buildPythonPackage rec {
+  pname = "scikit-network";
+  version = "0.33.0";
+  pyproject = true;
+
+  disabled = pythonOlder "3.9";
+
+  src = fetchPypi {
+    inherit version;
+    pname = "scikit-network";
+    hash = "sha256-9/fMAutCZ7Fqk4P2RiYVLlm6Q11td7GjVmW2/BvPVy0=";
+  };
+
+  # can be removed if https://github.com/sknetwork-team/scikit-network/pull/581 is merged
+  # pytest-runner actually is not a setup requirement
+  postPatch = ''
+    substituteInPlace setup.py \
+      --replace-fail "__builtins__.__NUMPY_SETUP__ = False" "__builtins__['__NUMPY_SETUP__'] = False" \
+      --replace-fail "setup_requirements = ['pytest-runner']" "setup_requirements = []"
+  '';
+
+  build-system = [
+    cython
+    setuptools
+    numpy
+    scipy
+  ];
+
+  dependencies = [
+    numpy
+    scipy
+  ];
+
+  # See https://github.com/NixOS/nixpkgs/issues/255262
+  preCheck = ''
+    cd $out
+  '';
+
+  nativeCheckInputs = [ pytestCheckHook ];
+
+  pythonImportsCheck = [ "sknetwork" ];
+
+  meta = {
+    description = "Free software library in Python for machine learning on graphs";
+    changelog = "https://github.com/sknetwork-team/scikit-network/blob/v${version}/HISTORY.rst";
+    homepage = "https://scikit-network.readthedocs.io";
+    license = lib.licenses.bsd3;
+    maintainers = with lib.maintainers; [ simonbabovic ];
+  };
+}
diff --git a/pkgs/top-level/python-packages.nix b/pkgs/top-level/python-packages.nix
index ce3728ea525aa..acd1f35cdc386 100644
--- a/pkgs/top-level/python-packages.nix
+++ b/pkgs/top-level/python-packages.nix
@@ -14156,6 +14156,8 @@ self: super: with self; {
 
   scikit-misc = callPackage ../development/python-modules/scikit-misc { };
 
+  scikit-network = callPackage ../development/python-modules/scikit-network { };
+
   scikit-optimize = callPackage ../development/python-modules/scikit-optimize { };
 
   scikit-posthocs = callPackage ../development/python-modules/scikit-posthocs { };