diff --git a/pkgs/development/python-modules/scikits-odes-core/default.nix b/pkgs/development/python-modules/scikits-odes-core/default.nix
new file mode 100644
index 000000000000..2ad7ba3ff35e
--- /dev/null
+++ b/pkgs/development/python-modules/scikits-odes-core/default.nix
@@ -0,0 +1,35 @@
+{
+  lib,
+  buildPythonPackage,
+  fetchFromGitHub,
+  setuptools,
+}:
+
+buildPythonPackage rec {
+  pname = "scikits-odes-core";
+  version = "3.1.0";
+  pyproject = true;
+
+  src = fetchFromGitHub {
+    owner = "bmcage";
+    repo = "odes";
+    tag = "v${version}";
+    hash = "sha256-wOdqRzj45piT9P+qA0xXBCnOZ9Xh+Waej2t51mDcilc=";
+  };
+
+  sourceRoot = "${src.name}/packages/scikits-odes-core";
+
+  build-system = [ setuptools ];
+
+  pythonImportsCheck = [ "scikits_odes_core" ];
+
+  # no tests
+  doCheck = false;
+
+  meta = {
+    description = "Core support module for scikits-odes";
+    homepage = "https://github.com/bmcage/odes/blob/master/packages/scikits-odes-core";
+    license = lib.licenses.bsd3;
+    maintainers = with lib.maintainers; [ idontgetoutmuch ];
+  };
+}
diff --git a/pkgs/development/python-modules/scikits-odes-daepack/default.nix b/pkgs/development/python-modules/scikits-odes-daepack/default.nix
new file mode 100644
index 000000000000..228f1c007e7e
--- /dev/null
+++ b/pkgs/development/python-modules/scikits-odes-daepack/default.nix
@@ -0,0 +1,37 @@
+{
+  buildPythonPackage,
+  gfortran,
+  meson-python,
+  numpy,
+  scikits-odes-core,
+}:
+
+buildPythonPackage rec {
+  inherit (scikits-odes-core) version src;
+  pname = "scikits-odes-daepack";
+  pyproject = true;
+
+  sourceRoot = "${src.name}/packages/scikits-odes-daepack";
+
+  build-system = [
+    meson-python
+    numpy
+  ];
+
+  nativeBuildInputs = [ gfortran ];
+
+  dependencies = [
+    numpy
+    scikits-odes-core
+  ];
+
+  pythonImportsCheck = [ "scikits_odes_daepack" ];
+
+  # no tests
+  doCheck = false;
+
+  meta = scikits-odes-core.meta // {
+    description = "Wrapper around daepack";
+    homepage = "https://github.com/bmcage/odes/blob/master/packages/scikits-odes-daepack";
+  };
+}
diff --git a/pkgs/development/python-modules/scikits-odes-sundials/default.nix b/pkgs/development/python-modules/scikits-odes-sundials/default.nix
new file mode 100644
index 000000000000..42deba278c19
--- /dev/null
+++ b/pkgs/development/python-modules/scikits-odes-sundials/default.nix
@@ -0,0 +1,41 @@
+{
+  buildPythonPackage,
+  sundials,
+  cython,
+  numpy,
+  pkgconfig,
+  setuptools,
+  scikits-odes-core,
+  pytestCheckHook,
+}:
+
+buildPythonPackage rec {
+  inherit (scikits-odes-core) version src;
+  pname = "scikits-odes-sundials";
+  pyproject = true;
+
+  sourceRoot = "${src.name}/packages/scikits-odes-sundials";
+
+  build-system = [
+    cython
+    numpy
+    pkgconfig
+    setuptools
+  ];
+
+  buildInputs = [ sundials ];
+
+  dependencies = [
+    numpy
+    scikits-odes-core
+  ];
+
+  pythonImportsCheck = [ "scikits_odes_sundials" ];
+
+  nativeCheckInputs = [ pytestCheckHook ];
+
+  meta = scikits-odes-core.meta // {
+    description = "Sundials wrapper module for scikits-odes";
+    homepage = "https://github.com/bmcage/odes/blob/master/packages/scikits-odes-sundials";
+  };
+}
diff --git a/pkgs/development/python-modules/scikits-odes/default.nix b/pkgs/development/python-modules/scikits-odes/default.nix
index f9695701602c..43da95710011 100644
--- a/pkgs/development/python-modules/scikits-odes/default.nix
+++ b/pkgs/development/python-modules/scikits-odes/default.nix
@@ -1,59 +1,42 @@
 {
   lib,
+  stdenv,
   buildPythonPackage,
-  fetchPypi,
-  pythonAtLeast,
-  cython,
-  enum34,
-  gfortran,
-  isPy27,
-  isPy3k,
-  numpy,
-  pytest,
-  python,
+  setuptools,
   scipy,
-  sundials,
+  scikits-odes-core,
+  scikits-odes-daepack,
+  scikits-odes-sundials,
+  pytestCheckHook,
 }:
 
 buildPythonPackage rec {
+  inherit (scikits-odes-core) version src;
   pname = "scikits.odes";
-  version = "2.7.0";
+  pyproject = true;
 
-  # https://github.com/bmcage/odes/issues/130
-  disabled = isPy27 || pythonAtLeast "3.12";
+  sourceRoot = "${src.name}/packages/scikits-odes";
 
-  src = fetchPypi {
-    inherit pname version;
-    hash = "sha256-px4Z4UhYk3VK6MBQZoIy/MaU8XuDYC51++v3v5+XXh4=";
-  };
+  build-system = [ setuptools ];
 
-  nativeBuildInputs = [
-    gfortran
-    cython
+  dependencies = [
+    scipy
+    scikits-odes-core
+    scikits-odes-daepack
+    scikits-odes-sundials
   ];
 
-  propagatedBuildInputs = [
-    numpy
-    sundials
-    scipy
-  ] ++ lib.optionals (!isPy3k) [ enum34 ];
+  pythonImportsCheck = [ "scikits_odes" ];
 
-  nativeCheckInputs = [ pytest ];
+  nativeCheckInputs = [ pytestCheckHook ];
 
-  checkPhase = ''
-    cd $out/${python.sitePackages}/scikits/odes/tests
-    pytest
-  '';
+  disabledTests = lib.optionals stdenv.hostPlatform.isAarch64 [
+    # skip on aarch64, see https://github.com/bmcage/odes/issues/101
+    "test_lsodi"
+  ];
 
-  meta = with lib; {
+  meta = scikits-odes-core.meta // {
     description = "Scikit offering extra ode/dae solvers, as an extension to what is available in scipy";
-    homepage = "https://github.com/bmcage/odes";
-    license = licenses.bsd3;
-    maintainers = with maintainers; [ idontgetoutmuch ];
-    platforms = [
-      "aarch64-linux"
-      "x86_64-linux"
-      "x86_64-darwin"
-    ];
+    homepage = "https://github.com/bmcage/odes/blob/master/packages/scikits-odes";
   };
 }
diff --git a/pkgs/top-level/python-packages.nix b/pkgs/top-level/python-packages.nix
index 26bbf39aeb74..7b7d457f5790 100644
--- a/pkgs/top-level/python-packages.nix
+++ b/pkgs/top-level/python-packages.nix
@@ -14488,6 +14488,12 @@ self: super: with self; {
 
   scikits-odes = callPackage ../development/python-modules/scikits-odes { };
 
+  scikits-odes-core = callPackage ../development/python-modules/scikits-odes-core { };
+
+  scikits-odes-daepack = callPackage ../development/python-modules/scikits-odes-daepack { };
+
+  scikits-odes-sundials = callPackage ../development/python-modules/scikits-odes-sundials { };
+
   scikit-tda = callPackage ../development/python-modules/scikit-tda { };
 
   scipy = callPackage ../development/python-modules/scipy { };