diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 8172e035..cde5613d 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -5,25 +5,25 @@ repos:
       - id: check-merge-conflict
       - id: debug-statements
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: "v0.15.13"
+    rev: "v0.16.7"
     hooks:
       - id: ruff
         args: [--fix, --exit-non-zero-on-fix]
       - id: ruff-format
   - repo: https://github.com/pre-commit/mirrors-mypy
-    rev: "v2.1.0"
+    rev: "v2.3.1"
     hooks:
       - id: mypy
         additional_dependencies:
           [types-requests, types-PyYAML]
   - repo: https://github.com/igorshubovych/markdownlint-cli
-    rev: v0.44.0
+    rev: v0.49.1
     hooks:
       - id: markdownlint
         args: ["--disable", "MD013", "--disable", "MD025", "--"]
         
   - repo: https://github.com/codespell-project/codespell
-    rev: v2.4.2
+    rev: v2.4.3
     hooks:
     - id: codespell
       name: Check common misspellings in text files with codespell.
@@ -31,7 +31,7 @@ repos:
       - tomli
 
   - repo: https://github.com/tox-dev/pyproject-fmt
-    rev: v2.21.2
+    rev: v2.29.4
     hooks:
     - id: pyproject-fmt
       name: Apply a consistent format to pyproject.toml
diff --git a/docs/parameters_guide.md b/docs/parameters_guide.md
index af549b9a..c55e9ee9 100644
--- a/docs/parameters_guide.md
+++ b/docs/parameters_guide.md
@@ -78,6 +78,7 @@ There may be cases where you want to change existing parameter groups, such as i
 ```python
 from swmmanywhere.parameters import register_parameter_group, TopologyDerivation, Field
 
+
 @register_parameter_group("topology_derivation")
 class NewTopologyDerivation(TopologyDerivation):
     new_weight_scaling: float = Field(
diff --git a/pyproject.toml b/pyproject.toml
index 5c8096e7..00532585 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -27,6 +27,7 @@ classifiers = [
   "Programming Language :: Python :: 3.12",
   "Programming Language :: Python :: 3.13",
   "Programming Language :: Python :: 3.14",
+  "Programming Language :: Python :: 3.15",
   "Topic :: Scientific/Engineering",
   "Topic :: Scientific/Engineering :: GIS",
   "Typing :: Typed",
@@ -91,15 +92,15 @@ urls.Issues = "https://github.com/ImperialCollegeLondon/SWMManywhere/issues"
 urls.Source = "https://github.com/ImperialCollegeLondon/SWMManywhere"
 
 [tool.hatch]
+version.source = "vcs"
+metadata.license = "BSD-3-clause"  # Or your primary license name
+metadata.license-files = [ "LICENSE", "src/netcomp/LICENSE.txt" ]
 build.hooks.vcs.version-file = "_version.py"
 build.targets.sdist.exclude = [
   "*.zip",
 ]
 build.targets.wheel.only-include = [ "src" ]
 build.targets.wheel.sources = [ "src" ]
-metadata.license = "BSD-3-clause"  # Or your primary license name
-metadata.license-files = [ "LICENSE", "src/netcomp/LICENSE.txt" ]
-version.source = "vcs"
 
 [tool.ruff]
 lint.select = [ "D", "E", "F", "I" ]  # pydocstyle, pycodestyle, Pyflakes, isort
@@ -111,46 +112,48 @@ lint.isort.required-imports = [ "from __future__ import annotations" ]
 lint.pydocstyle.convention = "google"
 
 [tool.codespell]
-skip = "src/swmmanywhere/defs/iso_converter.yml,*.inp,docs/paper/*"
 ignore-words-list = "gage,gages,Carrer,anc"
+skip = "src/swmmanywhere/defs/iso_converter.yml,*.inp,docs/paper/*"
 
 [tool.mypy]
+exclude = [ ".venv/" ]
 disallow_any_explicit = false
 disallow_any_generics = false
-warn_unreachable = true
-warn_unused_ignores = false
 disallow_untyped_defs = false
-exclude = [ ".venv/" ]
+warn_unused_ignores = false
+warn_unreachable = true
 overrides = [ { module = "tests.*", disallow_untyped_defs = false } ]
 
 [tool.pytest]
-ini_options.addopts = "-v --cov=src/swmmanywhere --cov-report=xml --doctest-modules --ignore=src/swmmanywhere/logging.py"
+ini_options.addopts = """\
+  -v --cov=src/swmmanywhere --cov-report=xml --doctest-modules --ignore=src/swmmanywhere/logging.py\
+  """
 ini_options.markers = [
   "downloads: mark a test as requiring downloads",
 ]
 
 [tool.coverage]
-run.branch = true
-run.omit = [
-  "**/__init__.py",
-]
 run.source = [
   "swmmanywhere",
 ]
+run.omit = [
+  "**/__init__.py",
+]
+run.branch = true
 paths.omit = [
   "**/__init__.py",
 ]
 paths.source = [ "src", "*/site-packages" ]
+report.omit = [
+  "**/__init__.py",
+]
 report.exclude_lines = [
   "if TYPE_CHECKING:",
 ]
 report.ignore_errors = true
-report.omit = [
-  "**/__init__.py",
-]
 
 [tool.refurb]
 ignore = [
-  184,  # Because some frankly bizarre suggestions
-  109,  # Because pyyaml doesn't support tuples
+  184, # Because some frankly bizarre suggestions
+  109, # Because pyyaml doesn't support tuples
 ]