diff --git a/pkgs/development/python-modules/muscima/default.nix b/pkgs/development/python-modules/muscima/default.nix
new file mode 100644
index 000000000000..f13cbecb7b70
--- /dev/null
+++ b/pkgs/development/python-modules/muscima/default.nix
@@ -0,0 +1,52 @@
+{ lib
+, buildPythonPackage
+, fetchFromGitHub
+, lxml
+, matplotlib
+, numpy
+, pytestCheckHook
+, scikitimage
+, scikit-learn
+}:
+
+let
+  rev = "9a016380625927f385e699664026c90356557850";
+in
+buildPythonPackage {
+  pname = "muscima";
+  version = "unstable-2023-04-26";
+
+  src = fetchFromGitHub {
+    owner = "hajicj";
+    repo = "muscima";
+    inherit rev;
+    hash = "sha256-0mRLJATn+6dYswgDg2zs7RHKSvY4+gNt4SBHeF0G3Xg=";
+  };
+
+  format = "setuptools";
+
+  propagatedBuildInputs = [
+    lxml
+    numpy
+    scikitimage
+    scikit-learn
+    matplotlib
+  ];
+
+  nativeCheckInputs = [
+    pytestCheckHook
+  ];
+
+  disabledTestPaths = [
+    # They hard-code the path to the dataset and expect you to edit the test to update it to your value
+    "test/test_dataset.py"
+  ];
+
+  meta = with lib; {
+    description = "Tools for working with the MUSCIMA++ dataset of handwritten music notation";
+    homepage = "https://github.com/hajicj/muscima";
+    changelog = "https://github.com/hajicj/muscima/blob/${rev}/CHANGES.md";
+    license = licenses.mit;
+    maintainers = with maintainers; [ piegames ];
+  };
+}
diff --git a/pkgs/top-level/python-packages.nix b/pkgs/top-level/python-packages.nix
index 9b4fa24e4135..a3b2968e8974 100644
--- a/pkgs/top-level/python-packages.nix
+++ b/pkgs/top-level/python-packages.nix
@@ -6430,6 +6430,8 @@ self: super: with self; {
 
   murmurhash = callPackage ../development/python-modules/murmurhash { };
 
+  muscima = callPackage ../development/python-modules/muscima { };
+
   musicbrainzngs = callPackage ../development/python-modules/musicbrainzngs { };
 
   mutag = callPackage ../development/python-modules/mutag { };