diff --git a/uv.lock b/uv.lock
index d6a2a3a93..6ca37e0b0 100644
--- a/uv.lock
+++ b/uv.lock
@@ -101,6 +101,7 @@ doc = [
     { name = "pydata-sphinx-theme" },
     { name = "scipy", version = "1.13.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.10'" },
     { name = "scipy", version = "1.15.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" },
+    { name = "scipy-stubs", marker = "python_full_version >= '3.10'" },
     { name = "sphinx", version = "7.4.7", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.10'" },
     { name = "sphinx", version = "8.1.3", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" },
     { name = "sphinx-copybutton" },
@@ -143,6 +144,7 @@ requires-dist = [
     { name = "pytest-xdist", extras = ["psutil"], marker = "extra == 'dev'", specifier = "~=3.5" },
     { name = "ruff", marker = "extra == 'dev'", specifier = ">=0.8.4" },
     { name = "scipy", marker = "extra == 'doc'" },
+    { name = "scipy-stubs", marker = "python_full_version >= '3.10' and extra == 'doc'" },
     { name = "sphinx", marker = "extra == 'doc'" },
     { name = "sphinx-copybutton", marker = "extra == 'doc'" },
     { name = "sphinx-design", marker = "extra == 'doc'" },
@@ -1583,6 +1585,18 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/6c/45/56d99ba9366476cd8548527667f01869279cedb9e66b28eb4dfb27701679/numpydoc-1.8.0-py3-none-any.whl", hash = "sha256:72024c7fd5e17375dec3608a27c03303e8ad00c81292667955c6fea7a3ccf541", size = 64003 },
 ]
 
+[[package]]
+name = "optype"
+version = "0.8.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "typing-extensions", marker = "python_full_version >= '3.10' and python_full_version < '3.13'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/89/42/543e02c72aba7ebe78adb76bbfbed1bc1314eba633ad453984948e5a5f46/optype-0.8.0.tar.gz", hash = "sha256:8cbfd452d6f06c7c70502048f38a0d5451bc601054d3a577dd09c7d6363950e1", size = 85295 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/86/ff/604be975eb0e9fd02358cdacf496f4411db97bffc27279ce260e8f50aba4/optype-0.8.0-py3-none-any.whl", hash = "sha256:90a7760177f2e7feae379a60445fceec37b932b75a00c3d96067497573c5e84d", size = 74228 },
+]
+
 [[package]]
 name = "packaging"
 version = "24.2"
@@ -2627,6 +2641,18 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/e4/1f/5d46a8d94e9f6d2c913cbb109e57e7eed914de38ea99e2c4d69a9fc93140/scipy-1.15.1-cp313-cp313t-win_amd64.whl", hash = "sha256:bc7136626261ac1ed988dca56cfc4ab5180f75e0ee52e58f1e6aa74b5f3eacd5", size = 43181730 },
 ]
 
+[[package]]
+name = "scipy-stubs"
+version = "1.15.1.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "optype", marker = "python_full_version >= '3.10'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/a7/89/a809e2240f679d75cdee1a4b58b8b52caa1c5e2bf2e703cf9d6c16fc9fe0/scipy_stubs-1.15.1.0.tar.gz", hash = "sha256:25756486635594025ed3249b6fb659c29dc5874c7b55565ad248b13a4ff4fa1c", size = 270415 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/71/1f/f1db21491a40923251244ee8de4f71ce95dee2ed83c2b49ad479c2ea5189/scipy_stubs-1.15.1.0-py3-none-any.whl", hash = "sha256:f6e8f8dfd2aaa343705c46ac1fdc69556ea8a0a9b0645cb3af4dd652665a452f", size = 454057 },
+]
+
 [[package]]
 name = "secretstorage"
 version = "3.3.3"