diff --git a/pyproject.toml b/pyproject.toml
index 49a821cfb2..4d0bf12e51 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -73,6 +73,7 @@ dev_optional = [
     "pytz",
     "scikit-image",
     "scipy",
+    "scipy-stubs;python_version>='3.10'",
     "shapely",
     "statsmodels",
     "vaex;python_version<='3.9'",
diff --git a/uv.lock b/uv.lock
index e882459b0f..e8417a569b 100644
--- a/uv.lock
+++ b/uv.lock
@@ -3648,6 +3648,37 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/39/de/bcad52ce972dc26232629ca3a99721fd4b22c1d2bda84d5db6541913ef9c/numpy-2.3.0-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:e017a8a251ff4d18d71f139e28bdc7c31edba7a507f72b1414ed902cbe48c74d", size = 12924237, upload-time = "2025-06-07T14:52:44.713Z" },
 ]
 
+[[package]]
+name = "optype"
+version = "0.9.3"
+source = { registry = "https://pypi.org/simple" }
+resolution-markers = [
+    "python_full_version == '3.10.*'",
+]
+dependencies = [
+    { name = "typing-extensions", version = "4.14.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version == '3.10.*'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/88/3c/9d59b0167458b839273ad0c4fc5f62f787058d8f5aed7f71294963a99471/optype-0.9.3.tar.gz", hash = "sha256:5f09d74127d316053b26971ce441a4df01f3a01943601d3712dd6f34cdfbaf48", size = 96143, upload-time = "2025-03-31T17:00:08.392Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/73/d8/ac50e2982bdc2d3595dc2bfe3c7e5a0574b5e407ad82d70b5f3707009671/optype-0.9.3-py3-none-any.whl", hash = "sha256:2935c033265938d66cc4198b0aca865572e635094e60e6e79522852f029d9e8d", size = 84357, upload-time = "2025-03-31T17:00:06.464Z" },
+]
+
+[[package]]
+name = "optype"
+version = "0.10.0"
+source = { registry = "https://pypi.org/simple" }
+resolution-markers = [
+    "python_full_version >= '3.12'",
+    "python_full_version == '3.11.*'",
+]
+dependencies = [
+    { name = "typing-extensions", version = "4.14.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11' and python_full_version < '3.13'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/11/11/5bc1ad8e4dd339783daec5299c9162eaa80ad072aaa1256561b336152981/optype-0.10.0.tar.gz", hash = "sha256:2b89a1b8b48f9d6dd8c4dd4f59e22557185c81823c6e2bfc43c4819776d5a7ca", size = 95630, upload-time = "2025-05-28T22:43:18.799Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/2b/98/7f97864d5b6801bc63c24e72c45a58417c344c563ca58134a43249ce8afa/optype-0.10.0-py3-none-any.whl", hash = "sha256:7e9ccc329fb65c326c6bd62c30c2ba03b694c28c378a96c2bcdd18a084f2c96b", size = 83825, upload-time = "2025-05-28T22:43:16.772Z" },
+]
+
 [[package]]
 name = "orjson"
 version = "3.10.15"
@@ -4324,6 +4355,8 @@ dev = [
     { name = "scipy", version = "1.10.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.9'" },
     { name = "scipy", version = "1.13.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version == '3.9.*'" },
     { name = "scipy", version = "1.15.3", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" },
+    { name = "scipy-stubs", version = "1.15.3.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version == '3.10.*'" },
+    { name = "scipy-stubs", version = "1.16.0.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" },
     { name = "shapely", version = "2.0.7", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.10'" },
     { name = "shapely", version = "2.1.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" },
     { name = "statsmodels", version = "0.14.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.9'" },
@@ -4387,6 +4420,8 @@ dev-optional = [
     { name = "scipy", version = "1.10.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.9'" },
     { name = "scipy", version = "1.13.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version == '3.9.*'" },
     { name = "scipy", version = "1.15.3", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" },
+    { name = "scipy-stubs", version = "1.15.3.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version == '3.10.*'" },
+    { name = "scipy-stubs", version = "1.16.0.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" },
     { name = "shapely", version = "2.0.7", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.10'" },
     { name = "shapely", version = "2.1.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" },
     { name = "statsmodels", version = "0.14.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.9'" },
@@ -4438,6 +4473,7 @@ requires-dist = [
     { name = "ruff", marker = "extra == 'dev-core'", specifier = "==0.11.12" },
     { name = "scikit-image", marker = "extra == 'dev-optional'" },
     { name = "scipy", marker = "extra == 'dev-optional'" },
+    { name = "scipy-stubs", marker = "python_full_version >= '3.10' and extra == 'dev-optional'" },
     { name = "shapely", marker = "extra == 'dev-optional'" },
     { name = "statsmodels", marker = "extra == 'dev-optional'" },
     { name = "vaex", marker = "python_full_version < '3.10' and extra == 'dev-optional'" },
@@ -6484,6 +6520,37 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/81/06/0a5e5349474e1cbc5757975b21bd4fad0e72ebf138c5592f191646154e06/scipy-1.15.3-cp313-cp313t-win_amd64.whl", hash = "sha256:76ad1fb5f8752eabf0fa02e4cc0336b4e8f021e2d5f061ed37d6d264db35e3ca", size = 40308097, upload-time = "2025-05-08T16:08:27.627Z" },
 ]
 
+[[package]]
+name = "scipy-stubs"
+version = "1.15.3.0"
+source = { registry = "https://pypi.org/simple" }
+resolution-markers = [
+    "python_full_version == '3.10.*'",
+]
+dependencies = [
+    { name = "optype", version = "0.9.3", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version == '3.10.*'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/0b/5f/35c43bd7d412add4adcd68475702571b2489b50c40b6564f808b2355e452/scipy_stubs-1.15.3.0.tar.gz", hash = "sha256:e8f76c9887461cf9424c1e2ad78ea5dac71dd4cbb383dc85f91adfe8f74d1e17", size = 275699, upload-time = "2025-05-08T16:58:35.139Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/6c/42/cd8dc81f8060de1f14960885ad5b2d2651f41de8b93d09f3f919d6567a5a/scipy_stubs-1.15.3.0-py3-none-any.whl", hash = "sha256:a251254cf4fd6e7fb87c55c1feee92d32ddbc1f542ecdf6a0159cdb81c2fb62d", size = 459062, upload-time = "2025-05-08T16:58:33.356Z" },
+]
+
+[[package]]
+name = "scipy-stubs"
+version = "1.16.0.0"
+source = { registry = "https://pypi.org/simple" }
+resolution-markers = [
+    "python_full_version >= '3.12'",
+    "python_full_version == '3.11.*'",
+]
+dependencies = [
+    { name = "optype", version = "0.10.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/3e/bc/60132561ce0f8f2e27260c95cce291c0eea63878a47bba49603bfab9aca3/scipy_stubs-1.16.0.0.tar.gz", hash = "sha256:cef483854a08a4165b960c5b83e09c468eabb7cf89e564fdff3449b5d6938449", size = 298751, upload-time = "2025-06-18T03:49:34.474Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/27/ec/e9f2b2c2b115a5fd5425dea9d993b38bbfae6ace673d6f1b51d9e79a4779/scipy_stubs-1.16.0.0-py3-none-any.whl", hash = "sha256:c91410eef4476e4e39a5eaf635869b5421c52285ba2d15969dabe289a36788b3", size = 483577, upload-time = "2025-06-18T03:49:32.674Z" },
+]
+
 [[package]]
 name = "send2trash"
 version = "1.8.3"