diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index c593e8079..63769e02e 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -31,18 +31,18 @@ repos:
         exclude: '(\.Rd|python/doc/source/reference/.*|test-doctest-.*)'
 
   - repo: https://github.com/tox-dev/tox-ini-fmt
-    rev: 1.7.2
+    rev: 1.10.0
     hooks:
       - id: tox-ini-fmt
 
   - repo: https://github.com/tox-dev/pyproject-fmt
-    rev: v2.25.2
+    rev: v2.30.3
     hooks:
       - id: pyproject-fmt
         additional_dependencies: ["tox>=4.12.1"]
 
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.15.21
+    rev: v0.17.2
     hooks:
       # Run the formatter.
       - id: ruff-format
@@ -54,7 +54,7 @@ repos:
         require_serial: true
 
   - repo: https://github.com/astral-sh/ty-pre-commit
-    rev: v0.0.89
+    rev: v0.0.92
     hooks:
       - id: ty
         args: [--project=python, --isolated]
@@ -65,7 +65,7 @@ repos:
       - id: sphinx-lint
 
   - repo: https://github.com/lorenzwalthert/precommit
-    rev: v0.4.3.9030
+    rev: v0.4.3.9032
     hooks:
       - id: parsable-R
       - id: no-browser-statement
diff --git a/c/update_readme.py b/c/update_readme.py
index 48ad65a27..fdfb2be56 100644
--- a/c/update_readme.py
+++ b/c/update_readme.py
@@ -1,5 +1,5 @@
-from pathlib import Path
 import subprocess
+from pathlib import Path
 
 
 def replace_between_markers(
diff --git a/python/benchmarks/bench.py b/python/benchmarks/bench.py
index e9e7c409c..c79c222b9 100644
--- a/python/benchmarks/bench.py
+++ b/python/benchmarks/bench.py
@@ -1,14 +1,16 @@
+import importlib
 import pathlib
-import numpy as np
-import pandas as pd
+import shutil
+import subprocess
+import timeit
+
+import cpuinfo
 import matplotlib.pyplot as plt
 import matplotlib.ticker as mticker
+import numpy as np
+import pandas as pd
+
 import moocore
-import timeit
-import cpuinfo
-import shutil
-import subprocess
-import importlib
 
 timeit_template_return_1_value = """
 def inner(_it, _timer{init}):
diff --git a/python/benchmarks/bench_epsilon.py b/python/benchmarks/bench_epsilon.py
index 0701b0fae..0c3238a40 100644
--- a/python/benchmarks/bench_epsilon.py
+++ b/python/benchmarks/bench_epsilon.py
@@ -5,15 +5,15 @@
 
 """
 
-from bench import Bench, read_data, check_float_values
-
-import numpy as np
-import moocore
 import pathlib
-import matplotlib.pyplot as plt
 
+import matplotlib.pyplot as plt
+import numpy as np
+from bench import Bench, check_float_values, read_data
 from jmetal.core.quality_indicator import EpsilonIndicator as jmetal_EPS
 
+import moocore
+
 path_to_data = "../../testsuite/data/"
 if not pathlib.Path(path_to_data).expanduser().exists():
     path_to_data = (
diff --git a/python/benchmarks/bench_hv.py b/python/benchmarks/bench_hv.py
index d353529f8..0fedba41a 100644
--- a/python/benchmarks/bench_hv.py
+++ b/python/benchmarks/bench_hv.py
@@ -5,23 +5,19 @@
 
 """
 
+import pathlib
+
+import matplotlib.pyplot as plt
+import numpy as np
+import torch
 from bench import (
     Bench,
-    read_datasets_and_filter_dominated,
-    get_geomrange,
     check_float_values,
+    get_geomrange,
+    read_datasets_and_filter_dominated,
 )
-
-import numpy as np
-import moocore
-import pathlib
-import matplotlib.pyplot as plt
-
 from botorch.utils.multi_objective.hypervolume import Hypervolume as botorch_HV
-import torch
-from nevergrad.optimization.multiobjective import HypervolumeIndicator as ng_HV
 from fast_pareto import hypervolume as fp_hv
-from optuna._hypervolume import compute_hypervolume as optuna_hv
 
 ## paretobench is 2x slower than botorch, so too slow for benchmarking.
 ## https://github.com/electronsandstuff/ParetoBench/issues/57
@@ -31,8 +27,11 @@
 ## https://github.com/secondmind-labs/trieste/issues/917
 # from trieste.acquisition.multi_objective import Pareto as trieste_Pareto
 # import tensorflow as tf
-
 from moarchiving import get_mo_archive as moarch_get_mo_archive
+from nevergrad.optimization.multiobjective import HypervolumeIndicator as ng_HV
+from optuna._hypervolume import compute_hypervolume as optuna_hv
+
+import moocore
 
 # FIXME: How to test both float and Fractions?
 moarch_get_mo_archive.hypervolume_computation_float_type = float
diff --git a/python/benchmarks/bench_hvapprox.py b/python/benchmarks/bench_hvapprox.py
index 6c631cc03..22cd52425 100644
--- a/python/benchmarks/bench_hvapprox.py
+++ b/python/benchmarks/bench_hvapprox.py
@@ -6,19 +6,20 @@
 
 """
 
-import numpy as np
-import moocore
 import pathlib
-import matplotlib.pyplot as plt
 import timeit  # time_hv_exact
 
+import matplotlib.pyplot as plt
+import numpy as np
 from bench import (
     Bench,
-    read_datasets_and_filter_dominated,
     get_range,
+    read_datasets_and_filter_dominated,
     timeit_template_return_1_value,  # time_hv_exact
 )
 
+import moocore
+
 # See https://github.com/multi-objective/testsuite/tree/main/data
 path_to_data = "../../testsuite/data/"
 assert pathlib.Path(path_to_data).expanduser().exists()
diff --git a/python/benchmarks/bench_igdplus.py b/python/benchmarks/bench_igdplus.py
index e11c620e3..617429a8e 100644
--- a/python/benchmarks/bench_igdplus.py
+++ b/python/benchmarks/bench_igdplus.py
@@ -5,22 +5,21 @@
 
 """
 
+import matplotlib.pyplot as plt
+import numpy as np
 from bench import (
     Bench,
     check_float_values,
     get_geomrange,
     read_datasets_and_filter_dominated,
 )
-
-import numpy as np
-import moocore
-import matplotlib.pyplot as plt
-
 from desdeo.tools.indicators_unary import igd_plus_indicator as desdeo_igd_plus
 from jmetal.core.quality_indicator import (
     InvertedGenerationalDistancePlus as jmetal_IGDplus,
 )
 
+import moocore
+
 files = {
     "ran.1000pts.3d": "ran.1000pts.3d.10",
 }
diff --git a/python/benchmarks/bench_ndom.py b/python/benchmarks/bench_ndom.py
index c1416ff1a..1a411dc75 100644
--- a/python/benchmarks/bench_ndom.py
+++ b/python/benchmarks/bench_ndom.py
@@ -6,28 +6,27 @@
 """
 
 import gc
-import numpy as np
-import moocore
-import matplotlib.pyplot as plt
-
-from bench import Bench, get_geomrange, check_float_vector
 
+import matplotlib.pyplot as plt
+import numpy as np
 import torch
+from bench import Bench, check_float_vector, get_geomrange
 from botorch.utils.multi_objective.pareto import (
     is_non_dominated as botorch_is_nondominated,
 )
-
 from desdeo.tools.non_dominated_sorting import (
     non_dominated as desdeo_is_nondominated,
 )
+from fast_pareto import is_pareto_front as fast_pareto_is_pf
+from optuna.study._multi_objective import _is_pareto_front as optuna_is_pf
 
 ## paretobench is always slower than botorch, too slower for benchmarking.
 # import paretobench
 from paretoset import paretoset
-from fast_pareto import is_pareto_front as fast_pareto_is_pf
-from optuna.study._multi_objective import _is_pareto_front as optuna_is_pf
 from patatune.util import get_dominated as patatune_get_dominated
 
+import moocore
+
 # See https://github.com/multi-objective/testsuite/tree/main/data
 files = {
     # range are the (start, stop, num) parameters for np.geomspace()
diff --git a/python/benchmarks/bench_ndsort.py b/python/benchmarks/bench_ndsort.py
index 5994503dc..8f68970e3 100644
--- a/python/benchmarks/bench_ndsort.py
+++ b/python/benchmarks/bench_ndsort.py
@@ -5,19 +5,19 @@
 
 """
 
-from bench import Bench, get_geomrange, check_array_equal
-
-import numpy as np
 import matplotlib.pyplot as plt
-import moocore
-
-from pymoo.util.nds.non_dominated_sorting import (
-    NonDominatedSorting as pymoo_NDS,
-)
+import numpy as np
+from bench import Bench, check_array_equal, get_geomrange
 from desdeo.tools.non_dominated_sorting import (
     fast_non_dominated_sort as desdeo_nds,
 )
 from paretoset import paretorank as paretoset_paretorank
+from pymoo.util.nds.non_dominated_sorting import (
+    NonDominatedSorting as pymoo_NDS,
+)
+
+import moocore
+
 ## It cannot be installed: https://github.com/esa/pygmo2/issues/152
 # from pygmo import pareto_dominance as pg_pareto_dominance
 
diff --git a/python/conftest.py b/python/conftest.py
index 1a7fed29e..78589f363 100644
--- a/python/conftest.py
+++ b/python/conftest.py
@@ -1,5 +1,6 @@
 # ruff: noqa: D100, D103
 import pytest
+
 import moocore
 
 
diff --git a/python/doc/conftest.py b/python/doc/conftest.py
index ac41805fa..a8c87692f 100644
--- a/python/doc/conftest.py
+++ b/python/doc/conftest.py
@@ -1,5 +1,6 @@
 # ruff: noqa: D100, D103
 import pytest
+
 import moocore
 
 
diff --git a/python/doc/source/conf.py b/python/doc/source/conf.py
index 4a80c3dd6..2d820c184 100644
--- a/python/doc/source/conf.py
+++ b/python/doc/source/conf.py
@@ -8,11 +8,11 @@
 
 # -- Project information -----------------------------------------------------
 # https://www.sphinx-doc.org/en/master/usage/configuration.html#project-information
-from datetime import date
-import sphinx
-
 import os
 import sys
+from datetime import date
+
+import sphinx
 
 # Building the docs requires installing the package.
 import moocore
diff --git a/python/doc/source/my_unsrt_style.py b/python/doc/source/my_unsrt_style.py
index 69c395932..834fcbcc6 100644
--- a/python/doc/source/my_unsrt_style.py
+++ b/python/doc/source/my_unsrt_style.py
@@ -1,7 +1,7 @@
 # ruff: noqa: D100, D101, D102
-from pybtex.style.formatting.unsrt import Style as UnsrtStyle
-from pybtex.style.template import sentence, href, join, optional, field
 from pybtex.plugin import register_plugin
+from pybtex.style.formatting.unsrt import Style as UnsrtStyle
+from pybtex.style.template import field, href, join, optional, sentence
 
 
 class MyUnsrtStyle(UnsrtStyle):
diff --git a/python/doc/source/my_unused_images.py b/python/doc/source/my_unused_images.py
index b440e3cb1..0792839f6 100644
--- a/python/doc/source/my_unused_images.py
+++ b/python/doc/source/my_unused_images.py
@@ -1,5 +1,6 @@
 # ruff: noqa: D100
 from pathlib import Path
+
 from docutils import nodes
 from sphinx.util import logging
 
diff --git a/python/doc/source/super_with_brackets.py b/python/doc/source/super_with_brackets.py
index 5f4e70506..fd6cd865b 100644
--- a/python/doc/source/super_with_brackets.py
+++ b/python/doc/source/super_with_brackets.py
@@ -1,10 +1,11 @@
 # ruff: noqa: D100, D101
 from dataclasses import dataclass, field
-from sphinxcontrib.bibtex.style.referencing import BracketStyle, PersonStyle
-from sphinxcontrib.bibtex.style.referencing.super_ import SuperReferenceStyle
+
 from sphinxcontrib.bibtex.plugin import (
     register_plugin as sphinxcontrib_register_plugin,
 )
+from sphinxcontrib.bibtex.style.referencing import BracketStyle, PersonStyle
+from sphinxcontrib.bibtex.style.referencing.super_ import SuperReferenceStyle
 
 
 @dataclass
diff --git a/python/examples/_utils.py b/python/examples/_utils.py
index c1309f750..e03e925ab 100644
--- a/python/examples/_utils.py
+++ b/python/examples/_utils.py
@@ -1,11 +1,12 @@
-import numpy as np
-import moocore
 import matplotlib.pyplot as plt
-from matplotlib.patches import Arc
-from matplotlib.colors import to_hex
+import numpy as np
 import plotly.graph_objects as go
+from matplotlib.colors import to_hex
+from matplotlib.patches import Arc
 from plotly.subplots import make_subplots
 
+import moocore
+
 
 def plot_3d(what, x, title, plotly=False, rank=False, show_index=False):
     """Scatter plot of 3D points."""
diff --git a/python/examples/plot_eaf.py b/python/examples/plot_eaf.py
index abc874cf3..5e4338378 100644
--- a/python/examples/plot_eaf.py
+++ b/python/examples/plot_eaf.py
@@ -13,6 +13,7 @@
 
 import numpy as np
 import pandas as pd
+
 import moocore
 
 A = moocore.get_dataset("ALG_1_dat.xz")
diff --git a/python/examples/plot_generate.py b/python/examples/plot_generate.py
index 4c6c5a07f..2de25771d 100644
--- a/python/examples/plot_generate.py
+++ b/python/examples/plot_generate.py
@@ -9,12 +9,12 @@
 """
 
 # sphinx_gallery_multi_image = "single"
-import moocore
-import numpy as np
 import matplotlib.pyplot as plt
-
+import numpy as np
 from _utils import plotly_3d, plotly_3d_side_by_side
 
+import moocore
+
 
 def generate_ndset_plotly_3d(n, method, seed):
     """Generate points with moocore.generate_ndset() and plot them with plotly_3d()."""
diff --git a/python/examples/plot_generate_sequence.py b/python/examples/plot_generate_sequence.py
index e2744fc95..314e2d19f 100644
--- a/python/examples/plot_generate_sequence.py
+++ b/python/examples/plot_generate_sequence.py
@@ -9,11 +9,11 @@
 """
 
 # sphinx_gallery_multi_image = "single"
-import moocore
-import numpy as np
 import matplotlib.pyplot as plt
+import numpy as np
+from _utils import plot_sequence_2d, plotly_3d, plotly_3d_side_by_side
 
-from _utils import plotly_3d, plotly_3d_side_by_side, plot_sequence_2d
+import moocore
 
 
 def plotly_generate_sequence_3d(what, n, method, seed, show_index=False):
diff --git a/python/examples/plot_hv_approx.py b/python/examples/plot_hv_approx.py
index b769a83a0..7e1092763 100644
--- a/python/examples/plot_hv_approx.py
+++ b/python/examples/plot_hv_approx.py
@@ -17,10 +17,11 @@
 """
 
 # sphinx_gallery_multi_image = "single"
+import matplotlib.pyplot as plt
 import numpy as np
 import pandas as pd
-import matplotlib.pyplot as plt
 import seaborn as sns
+
 import moocore
 
 # %%
diff --git a/python/examples/plot_metrics.py b/python/examples/plot_metrics.py
index b0de49ab8..a6bba34fd 100644
--- a/python/examples/plot_metrics.py
+++ b/python/examples/plot_metrics.py
@@ -7,6 +7,7 @@
 """
 
 import numpy as np
+
 import moocore
 
 # %%
@@ -80,8 +81,8 @@
 # Assuming minimization of both objectives, A is better than B in terms of Pareto optimality.
 #
 
-import pandas as pd
 import matplotlib.pyplot as plt
+import pandas as pd
 import seaborn as sns
 
 sns.set_theme()
diff --git a/python/examples/plot_pandas.py b/python/examples/plot_pandas.py
index 12e8ef8d7..f7001e393 100644
--- a/python/examples/plot_pandas.py
+++ b/python/examples/plot_pandas.py
@@ -6,9 +6,10 @@
 
 """
 
-import moocore
 import pandas as pd
 
+import moocore
+
 print(f"pandas version: {pd.__version__}")
 
 # %%
diff --git a/python/pyproject.toml b/python/pyproject.toml
index 28febc668..952339420 100644
--- a/python/pyproject.toml
+++ b/python/pyproject.toml
@@ -31,6 +31,7 @@ classifiers = [
   "Programming Language :: Python :: 3.12",
   "Programming Language :: Python :: 3.13",
   "Programming Language :: Python :: 3.14",
+  "Programming Language :: Python :: 3.15",
 ]
 dependencies = [
   "cffi>=1.17.1",
@@ -188,26 +189,26 @@ expand_tables = [ "project.optional-dependencies", "project.urls" ]
 # List of tables to force collapse regardless of table_format or expand_tables settings
 collapse_tables = [ "project.authors" ]
 
-[tool.ty.rules]
-invalid-assignment = "ignore"
 [tool.ty.src]
 include = [ "src" ]
+[tool.ty.rules]
+invalid-assignment = "ignore"
 
 [tool.pytest.ini_options]
-faulthandler_timeout = 10
-doctest_optionflags = "NUMBER"
 addopts = [ "--import-mode=importlib", "--durations=5", "--durations-min=1.0" ]
+doctest_optionflags = "NUMBER"
+faulthandler_timeout = 10
 
+[tool.coverage.run]
+branch = true
 [tool.coverage.report]
 # Same as tool.gcovr.exclude-lines-by-pattern.
 exclude_also = [
   "^.*(?:#|//)\\s+nocov",
+  "^.*(?:GCOVR?|LCOV)_EXCL_LINE",
   "^.*\\b(?:ASSUME|(?:DEBUG1|DEBUG2|DEBUG3)(?:_PRINT)?)\\s?\\(",
   "^.*\\bunreachable\\s?\\(\\)",
-  "^.*(?:GCOVR?|LCOV)_EXCL_LINE",
 ]
-[tool.coverage.run]
-branch = true
 
 [tool.gcovr]
 # The regex must match the start of the line.
diff --git a/python/src/moocore/__init__.py b/python/src/moocore/__init__.py
index d07f559f0..ca8e30560 100644
--- a/python/src/moocore/__init__.py
+++ b/python/src/moocore/__init__.py
@@ -1,4 +1,11 @@
 # ruff: noqa: D104
+from importlib.metadata import version as _metadata_version
+
+from ._datasets import (
+    get_dataset,
+    get_dataset_path,
+)
+from ._generate import generate_ndset, generate_sequence
 from ._moocore import (
     Hypervolume,
     ReadDatasetsError,
@@ -10,7 +17,6 @@
     eafdiff,
     epsilon_additive,
     epsilon_mult,
-    r2_exact,
     filter_dominated,
     filter_dominated_within_sets,
     hv_approx,
@@ -23,6 +29,7 @@
     largest_eafdiff,
     normalise,
     pareto_rank,
+    r2_exact,
     read_datasets,
     total_whv_rect,
     vorob_dev,
@@ -31,15 +38,6 @@
     whv_rect,
 )
 
-from ._datasets import (
-    get_dataset,
-    get_dataset_path,
-)
-
-from ._generate import generate_ndset, generate_sequence
-
-from importlib.metadata import version as _metadata_version
-
 __version__ = _metadata_version("moocore")
 # Remove symbols imported for internal use
 del _metadata_version
diff --git a/python/src/moocore/_datasets.py b/python/src/moocore/_datasets.py
index 7931f6067..15c9981fd 100644
--- a/python/src/moocore/_datasets.py
+++ b/python/src/moocore/_datasets.py
@@ -1,20 +1,21 @@
 from __future__ import annotations
-from typing import Any
 
 import hashlib
-import numpy as np
 import os
 import shutil
-import warnings
 import time
+import warnings
+from importlib.metadata import version as _metadata_version
+from importlib.resources import files
 from pathlib import Path
 from tempfile import NamedTemporaryFile
+from typing import Any
 from urllib.error import URLError
 from urllib.request import urlretrieve
 
-from importlib.resources import files
-from importlib.metadata import version as _metadata_version
+import numpy as np
 from platformdirs import user_cache_path
+
 from ._moocore import read_datasets
 
 _moocore_version = _metadata_version("moocore")
diff --git a/python/src/moocore/_docsubstitute.py b/python/src/moocore/_docsubstitute.py
index 4e1f142d6..9063efeda 100644
--- a/python/src/moocore/_docsubstitute.py
+++ b/python/src/moocore/_docsubstitute.py
@@ -1,8 +1,7 @@
-from typing import Any, TypeVar
+import inspect
 from collections.abc import Callable
-
 from string import Template
-import inspect
+from typing import Any, TypeVar
 
 _CallableT = TypeVar("_CallableT", bound=Callable[..., Any])
 
diff --git a/python/src/moocore/_ffi_build.py b/python/src/moocore/_ffi_build.py
index 87e32fff0..60732dce3 100644
--- a/python/src/moocore/_ffi_build.py
+++ b/python/src/moocore/_ffi_build.py
@@ -8,11 +8,11 @@
 
 """
 
-from typing import Any
-
 import os
 import platform
 import shlex
+from typing import Any
+
 from cffi import FFI
 
 DEBUG = 0  # Default value.
diff --git a/python/src/moocore/_generate.py b/python/src/moocore/_generate.py
index 57ed44a66..6bf1bae74 100644
--- a/python/src/moocore/_generate.py
+++ b/python/src/moocore/_generate.py
@@ -6,7 +6,6 @@
 # https://www.sciencedirect.com/science/article/pii/S0305054816301538?via=ihub#bib26
 # (code:
 # https://github.com/renaudlr/moo-nondominated-sets/blob/master/wfgHardGenerator.R)
-
 from ._docsubstitute import DocSubstitute
 from ._moocore import any_dominated, pareto_rank
 from ._utils import is_integer_value
diff --git a/python/src/moocore/_moocore.py b/python/src/moocore/_moocore.py
index 9979878c3..02b2b7bb3 100644
--- a/python/src/moocore/_moocore.py
+++ b/python/src/moocore/_moocore.py
@@ -1,35 +1,33 @@
 from __future__ import annotations
 
-import os
-from io import StringIO
-from collections.abc import Callable, Sequence
-from numpy.typing import ArrayLike, NDArray  # For type hints
-from typing import Literal, Any, NamedTuple, TypeAlias
-import numbers
-
 # NOTE: if we ever start using SciPy, we can use
 # from scipy.special import gamma_function
-
 import lzma
+import numbers
+import os
 import shutil
 import tempfile
+from collections.abc import Callable, Sequence
+from io import StringIO
+from typing import Any, Literal, NamedTuple, TypeAlias
 
 import numpy as np
+from numpy.typing import ArrayLike, NDArray  # For type hints
+
+from ._docsubstitute import DocSubstitute
 
+## The CFFI library is used to create C bindings.
+from ._libmoocore import ffi, lib  # ty: ignore[unresolved-import]
 from ._utils import (
+    _get_seed_for_c,
+    array_1d_of_length_n,
     asarray_maybe_copy,
-    unique_nosort,
-    np2d_to_double_array,
+    is_integer_value,
     np1d_to_double_array,
     np1d_to_int_array,
-    array_1d_of_length_n,
-    is_integer_value,
-    _get_seed_for_c,
+    np2d_to_double_array,
+    unique_nosort,
 )
-from ._docsubstitute import DocSubstitute
-
-## The CFFI library is used to create C bindings.
-from ._libmoocore import lib, ffi  # ty: ignore[unresolved-import]
 
 MaximiseType: TypeAlias = bool | Sequence[bool | int] | NDArray[np.bool_]
 
diff --git a/python/src/moocore/_utils.py b/python/src/moocore/_utils.py
index 6ef8006e7..e91a73daa 100644
--- a/python/src/moocore/_utils.py
+++ b/python/src/moocore/_utils.py
@@ -1,7 +1,8 @@
-from numpy.typing import ArrayLike  # For type hints
 from typing import Any
 
 import numpy as np
+from numpy.typing import ArrayLike  # For type hints
+
 from ._libmoocore import ffi  # ty: ignore[unresolved-import]
 
 
diff --git a/python/tests/conftest.py b/python/tests/conftest.py
index 54db7486a..5c8a4c74e 100644
--- a/python/tests/conftest.py
+++ b/python/tests/conftest.py
@@ -1,6 +1,8 @@
 # ruff: noqa: D100
 import pytest
+
 import moocore
+
 from .helpers.immutability import deep_copy, deep_equal, freeze_numpy
 
 
diff --git a/python/tests/helpers/immutability.py b/python/tests/helpers/immutability.py
index c84cde650..2dff6a420 100644
--- a/python/tests/helpers/immutability.py
+++ b/python/tests/helpers/immutability.py
@@ -1,6 +1,7 @@
 # ruff: noqa: D100
 import copy
 from collections.abc import Mapping
+
 import numpy as np
 from numpy.testing import assert_array_equal
 
diff --git a/python/tests/test_bugs.py b/python/tests/test_bugs.py
index 13188f25f..229980d24 100644
--- a/python/tests/test_bugs.py
+++ b/python/tests/test_bugs.py
@@ -3,6 +3,7 @@
 from numpy.testing import (
     assert_array_equal,
 )
+
 import moocore
 
 
diff --git a/python/tests/test_immutability.py b/python/tests/test_immutability.py
index 4d6679b2c..a4471005d 100644
--- a/python/tests/test_immutability.py
+++ b/python/tests/test_immutability.py
@@ -1,6 +1,6 @@
 # ruff: noqa: D100, D103
-import pytest
 import numpy as np
+import pytest
 
 
 def test_immutable_call(immutable_call):
diff --git a/python/tests/test_moocore.py b/python/tests/test_moocore.py
index cd999e2e7..12ef2a5fc 100644
--- a/python/tests/test_moocore.py
+++ b/python/tests/test_moocore.py
@@ -1,11 +1,13 @@
 # ruff: noqa: D100, D103
-import pytest
+import math
+
 import numpy as np
+import pytest
 from numpy.testing import (
-    assert_array_equal,
     assert_allclose,
+    assert_array_equal,
 )
-import math
+
 import moocore
 
 fun_c2py = {
diff --git a/python/tests/test_pandas.py b/python/tests/test_pandas.py
index 5c540c81c..1efaf8670 100644
--- a/python/tests/test_pandas.py
+++ b/python/tests/test_pandas.py
@@ -1,7 +1,8 @@
 # ruff: noqa: D100, D103
 import pytest
+from numpy.testing import assert_allclose, assert_array_equal
+
 import moocore
-from numpy.testing import assert_array_equal, assert_allclose
 
 pd = pytest.importorskip("pandas")
 
diff --git a/release.py b/release.py
index 4e4aeb782..4e02e6c6d 100755
--- a/release.py
+++ b/release.py
@@ -1,8 +1,8 @@
 #!/usr/bin/env python3
 
+import argparse
 import re
 from datetime import datetime
-import argparse
 
 
 def print_status(prefix, total_width=40):
diff --git a/spack/packages/py-moocore/package.py b/spack/packages/py-moocore/package.py
index a4e5aaaaf..cba846e7b 100644
--- a/spack/packages/py-moocore/package.py
+++ b/spack/packages/py-moocore/package.py
@@ -1,4 +1,3 @@
-# ruff: noqa: F403, F405
 from spack.package import *
 
 
diff --git a/tools/hypersphere_volume.py b/tools/hypersphere_volume.py
index a64b0df36..ef6ed449f 100644
--- a/tools/hypersphere_volume.py
+++ b/tools/hypersphere_volume.py
@@ -1,9 +1,9 @@
 # Requires
 # sympy >= 1.14.0
 # mpmath>=1.4.1
-import sympy as sp
 import mpmath
 import numpy as np
+import sympy as sp
 
 # Set the precision to 128 bits
 mpmath.mp.dps = 128
diff --git a/tools/rphi_seq.py b/tools/rphi_seq.py
index 624e16912..862a6f2f7 100644
--- a/tools/rphi_seq.py
+++ b/tools/rphi_seq.py
@@ -7,9 +7,9 @@
 # Requires
 # sympy >= 1.14.0
 # mpmath>=1.4.1
-from sympy import symbols, solve, N
-from mpmath import mp
 import numpy as np
+from mpmath import mp
+from sympy import N, solve, symbols
 
 # Set precision to 128 bits
 mp.prec = 128