diff --git a/.circleci/config.yml b/.circleci/config.yml
index 5fc6d40897..887bee554a 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -17,6 +17,20 @@ jobs:
       - run:
           name: Check dependencies are compatible
           command: pixi run --as-is pip check
+      - run:
+          name: Generate pre-commit cache key
+          command: date '+%Y-%W' | tee pre_commit_cache_key.txt
+      - restore_cache:
+          key: pre-commit-{{ .Branch }}-{{ checksum "pre_commit_cache_key.txt" }}
+      - run:
+          name: Check code quality
+          command: pixi run --as-is pre-commit run -a
+      - save_cache:
+          key: pre-commit-{{ .Branch }}-{{ checksum "pre_commit_cache_key.txt" }}
+          paths:
+            - ~/.cache/pre-commit
+            - ./.mypy_cache
+            - ./.ruff_cache
       - run:
           name: Run tests
           command: |
diff --git a/.github/dependabot.yml b/.github/dependabot.yml
index b8a7c258bc..446682c200 100644
--- a/.github/dependabot.yml
+++ b/.github/dependabot.yml
@@ -14,6 +14,24 @@ updates:
       interval: "weekly"
     cooldown:
       default-days: 7
+    groups:
+      gha:
+        patterns:
+          - "*"
+    labels:
+      - dependencies
+      - github_actions
+      - automatedPR
+  - package-ecosystem: "pre-commit"
+    directory: "/"
+    schedule:
+      interval: "weekly"
+    cooldown:
+      default-days: 7
+    groups:
+      pre-commit:
+        patterns:
+          - "*"
     labels:
       - dependencies
       - github_actions
diff --git a/.github/workflows/zizmor.yml b/.github/workflows/zizmor.yml
new file mode 100644
index 0000000000..021560f489
--- /dev/null
+++ b/.github/workflows/zizmor.yml
@@ -0,0 +1,23 @@
+name: GitHub Actions Security Analysis with zizmor 🌈
+
+on:
+  push:
+    branches: ["main"]
+  pull_request:
+    branches: ["**"]
+
+permissions: {}
+
+jobs:
+  zizmor:
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7.0.0
+        with:
+          persist-credentials: false
+
+      - name: Run zizmor 🌈
+        uses: zizmorcore/zizmor-action@192e21d79ab29983730a13d1382995c2307fbcaa # v0.5.7
+        with:
+          advanced-security: false
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 39f1308947..02dfd4946d 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -25,20 +25,35 @@ repos:
       - id: end-of-file-fixer
       - id: trailing-whitespace
         args: [--markdown-linebreak-ext=md]
-  - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: "v0.15.22"
+  - repo: local
     hooks:
       - id: ruff-check
-        args: [--fix]
+        name: ruff check
+        entry: "pixi run --locked ruff check --force-exclude --fix"
+        additional_dependencies: ['pixi']
+        language: python  # system
+        require_serial: true
+        types_or:
+          - python
+          - jupyter
       - id: ruff-format
-  - repo: https://github.com/pre-commit/mirrors-mypy
-    rev: "v2.3.0"
-    hooks:
+        name: ruff format
+        entry: "pixi run --locked ruff format --force-exclude"
+        additional_dependencies: ['pixi']
+        language: python  # system
+        require_serial: true
+        types_or:
+          - python
+          - jupyter
       - id: mypy
-        additional_dependencies:
-          - "types-PyYAML"
-          - "types-requests"
-          - "numpy"
+        name: mypy
+        entry: "pixi run --locked mypy"
+        additional_dependencies: ['pixi']
+        language: python  # system
+        types:
+          - python
+        pass_filenames: false
+        require_serial: true
   - repo: https://github.com/adrienverge/yamllint
     rev: "v1.38.0"
     hooks:
@@ -53,8 +68,3 @@ repos:
       - id: check-citation-file-format
       - id: check-github-workflows
       - id: check-circle-ci
-  - repo: https://github.com/zizmorcore/zizmor-pre-commit
-    rev: v1.27.0
-    hooks:
-      - id: zizmor
-        args: [--fix=safe]
diff --git a/doc/contributing.rst b/doc/contributing.rst
index a6b1701fa6..8cba49cd2c 100644
--- a/doc/contributing.rst
+++ b/doc/contributing.rst
@@ -39,8 +39,8 @@ whenever you read it.
 
 It is recommended that you open a `draft pull
 request <https://github.blog/2019-02-14-introducing-draft-pull-requests/>`__
-early, as this will cause :ref:`CircleCI to run the unit tests <tests>`,
-:ref:`pre-commit.ci to analyse your code <code_quality>`, and
+early, as this will cause CircleCI to :ref:`run the tests <tests>` and
+:ref:`analyse the code <code_quality>`, and
 :ref:`readthedocs to build the documentation <documentation>`.
 It's also easier to get help from other developers if your code is visible in a
 pull request.
@@ -249,7 +249,7 @@ should be correct.
 Both `ruff`_ and `mypy`_ are automatically run by pre-commit.
 
 When you make a pull request, adherence to the Python development best practices
-is checked by `pre-commit.ci <https://results.pre-commit.ci/latest/github/ESMValGroup/ESMValCore/main>`_.
+is checked by running the pre-commit hooks on CircleCI.
 
 YAML
 ~~~~
diff --git a/esmvalcore/_task.py b/esmvalcore/_task.py
index 5e50ae847f..432e05c425 100644
--- a/esmvalcore/_task.py
+++ b/esmvalcore/_task.py
@@ -1006,7 +1006,7 @@ def _run_task(
 ) -> tuple[list[str], set[TrackedFile]]:
     """Run task and return the result."""
     if scheduler_address is None:
-        client = contextlib.nullcontext()
+        client: contextlib.AbstractContextManager = contextlib.nullcontext()
     else:
         client = Client(scheduler_address)
 
diff --git a/esmvalcore/cmor/_fixes/cordex/cordex_fixes.py b/esmvalcore/cmor/_fixes/cordex/cordex_fixes.py
index 9cc483ba11..18ded9688a 100644
--- a/esmvalcore/cmor/_fixes/cordex/cordex_fixes.py
+++ b/esmvalcore/cmor/_fixes/cordex/cordex_fixes.py
@@ -327,7 +327,7 @@ def _use_standard_lambert_conformal_grid(
         lon_coord.units = "degrees_east"
         lat_coord.units = "degrees_north"
         lon_coord.points, lat_coord.points = transformer.transform(
-            *np.meshgrid(x_coord.points, y_coord.points),
+            *np.meshgrid(x_coord.points, y_coord.points),  # type: ignore[call-overload]
             errcheck=True,
         )
 
diff --git a/esmvalcore/io/intake_esgf.py b/esmvalcore/io/intake_esgf.py
index eb1bffc4bc..6cf8f0eba9 100644
--- a/esmvalcore/io/intake_esgf.py
+++ b/esmvalcore/io/intake_esgf.py
@@ -186,7 +186,7 @@ def find_data(self, **facets: FacetValue) -> list[IntakeESGFDataset]:
             if not any(_isglob(v) for v in values)
         }
         # Translate "our" facets to ESGF facets and "our" values to ESGF values.
-        query = {
+        query: dict[str, Any] = {
             their_facet: [
                 self.values.get(our_facet, {}).get(v, v)
                 for v in non_glob_facets[our_facet]
diff --git a/esmvalcore/preprocessor/_area.py b/esmvalcore/preprocessor/_area.py
index 34ceacad0c..801de835b7 100644
--- a/esmvalcore/preprocessor/_area.py
+++ b/esmvalcore/preprocessor/_area.py
@@ -16,6 +16,7 @@
 import numpy as np
 import shapely
 import shapely.ops
+import shapely.vectorized
 from dask import array as da
 from iris.coords import AuxCoord
 from iris.cube import CubeList
@@ -47,6 +48,8 @@
 
 logger = logging.getLogger(__name__)
 
+type ExtractShapeMethod = Literal["contains", "representative"]
+
 SHAPE_ID_KEYS: tuple[str, ...] = ("name", "NAME", "Name", "id", "ID")
 
 
@@ -597,7 +600,7 @@ def _get_masks_from_geometries(
     geometries: dict[str, dict],
     lon: np.ndarray,
     lat: np.ndarray,
-    method: str = "contains",
+    method: ExtractShapeMethod = "contains",
     decomposed: bool = False,
 ) -> dict[str, np.ndarray]:
     """Get cube masks from requested regions."""
@@ -643,7 +646,7 @@ def _get_bounds(
 def _get_single_mask(
     lon: np.ndarray,
     lat: np.ndarray,
-    method: str,
+    method: ExtractShapeMethod,
     geometry: dict,
 ) -> np.ndarray:
     """Get single mask from one region."""
@@ -750,7 +753,7 @@ def _update_shapefile_path(
 def extract_shape(
     cube: Cube,
     shapefile: str | Path,
-    method: str = "contains",
+    method: ExtractShapeMethod = "contains",
     crop: bool = True,
     decomposed: bool = False,
     ids: list | dict | None = None,
diff --git a/esmvalcore/preprocessor/_compare_with_refs.py b/esmvalcore/preprocessor/_compare_with_refs.py
index 4e6fc6c180..a77c3b9ce5 100644
--- a/esmvalcore/preprocessor/_compare_with_refs.py
+++ b/esmvalcore/preprocessor/_compare_with_refs.py
@@ -592,7 +592,7 @@ def _get_emd(
     arr: np.ndarray,
     ref_arr: np.ndarray,
     bin_centers: np.ndarray,
-) -> np.ndarray:
+) -> float | np.ma.core.MaskedConstant:
     """Calculate Earth mover's distance (non-lazy)."""
     if np.ma.is_masked(arr) or np.ma.is_masked(ref_arr):
         return np.ma.masked  # this is safe because PMFs will be masked arrays
diff --git a/esmvalcore/preprocessor/_io.py b/esmvalcore/preprocessor/_io.py
index 34b3838120..2b78838f79 100644
--- a/esmvalcore/preprocessor/_io.py
+++ b/esmvalcore/preprocessor/_io.py
@@ -25,7 +25,7 @@
 from esmvalcore.iris_helpers import dataset_to_iris
 
 if TYPE_CHECKING:
-    from collections.abc import Sequence
+    from collections.abc import Mapping, MutableMapping, Sequence
 
     from dask.delayed import Delayed
 
@@ -163,7 +163,7 @@ def load(
 def _load_zarr(
     file: str | Path,
     ignore_warnings: list[dict[str, Any]] | None = None,
-    backend_kwargs: dict[str, Any] | None = None,
+    backend_kwargs: Mapping[str, Any] | None = None,
 ) -> CubeList:
     # note on ``chunks`` kwarg to ``xr.open_dataset()``
     # docs.xarray.dev/en/stable/generated/xarray.open_dataset.html
@@ -177,7 +177,7 @@ def _load_zarr(
     # https://github.com/pp-mo/ncdata/issues/139
 
     time_coder = xr.coders.CFDatetimeCoder(use_cftime=True)
-    open_kwargs = {
+    open_kwargs: MutableMapping[str, Any] = {
         "consolidated": False,
         "decode_times": time_coder,
         "engine": "zarr",
diff --git a/pixi.lock b/pixi.lock
index a8abbb0eca..947a15538f 100644
--- a/pixi.lock
+++ b/pixi.lock
@@ -22,6 +22,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/_openmp_mutex-4.5-20_gnu.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/apsw-3.53.2.0-py314h5bd0f2a_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/argon2-cffi-bindings-25.1.0-py314h5bd0f2a_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/ast-serialize-0.6.0-py310hd8a072f_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/at-spi2-atk-2.38.0-h0630a04_3.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/linux-64/at-spi2-core-2.40.3-h0630a04_0.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/linux-64/atk-1.0-2.38.0-h04ea711_2.conda
@@ -196,6 +197,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/mmh3-5.2.1-py314ha160325_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/msgpack-python-1.2.1-py314h97ea11e_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/muparser-2.3.5-h5888daf_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/mypy-2.3.0-py314h518bba1_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/ncurses-6.6-hdb14827_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/netcdf-fortran-4.6.3-nompi_h4a60669_100.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/netcdf4-1.7.4-nompi_py311h498b1eb_108.conda
@@ -223,6 +225,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/pyproj-3.7.2-py314h7ce3bca_4.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/python-3.14.6-habeac84_100_cp314.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/python-eccodes-2.47.0-np2py314h56abb78_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/python-librt-0.13.0-py314h0f05182_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/python-stratify-0.4.0-py314h5bd0f2a_3.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/python-xxhash-3.7.0-py314he82b845_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/pyyaml-6.0.3-py314h67df5f8_1.conda
@@ -231,6 +234,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/re2-2025.11.05-h5301d42_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/readline-8.3-h853b02a_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/rpds-py-2026.6.3-py314h1bee95f_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/ruff-0.15.21-h462bb3b_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/s2n-1.7.4-h92489ea_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/scipy-1.18.0-py314hf07bd8e_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/shapely-2.1.2-py314hbe3edd8_2.conda
@@ -407,6 +411,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/multidict-6.7.1-pyh62beb40_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/munkres-1.1.4-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/myproxyclient-2.2.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/mypy_extensions-1.1.0-pyha770c72_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/myst-nb-1.4.0-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/myst-parser-5.1.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/narwhals-2.22.1-pyhcf101f3_0.conda
@@ -420,12 +425,17 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/networkx-3.6.1-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/nodeenv-1.10.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/notebook-shim-0.2.4-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/numpy-typing-compat-20260602.2.5-pyhb860519_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/oauthlib-3.3.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/optype-0.18.0-pyhc364b38_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/optype-numpy-0.18.0-pyh5504437_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/overrides-7.7.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/packaging-26.2-pyhc364b38_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pandas-stubs-3.0.3.260530-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pandocfilters-1.5.0-pyhd8ed1ab_0.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/noarch/parso-0.8.7-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/partd-1.4.2-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pathspec-1.1.1-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pexpect-4.9.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pip-26.1.2-pyh145f28c_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/platformdirs-4.10.0-pyhcf101f3_0.conda
@@ -481,6 +491,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/rich-15.0.0-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/roman-numerals-4.1.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/roman-numerals-py-4.1.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/scipy-stubs-1.18.0.1-pyhc364b38_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/send2trash-2.1.0-pyha191276_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools-82.0.1-pyh332efcf_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/six-1.17.0-pyhe01879c_1.conda
@@ -506,6 +517,10 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/toolz-1.1.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/traitlets-5.15.1-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/truststore-0.10.4-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/types-psutil-7.2.2.20260518-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/types-pytz-2026.2.0.20260518-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/types-pyyaml-6.0.12.20260518-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/types-shapely-2.1.0.20260402-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/typing-extensions-4.15.0-h396c80c_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/typing-inspection-0.4.2-pyhcf101f3_2.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/typing_extensions-4.15.0-pyhcf101f3_0.conda
@@ -668,6 +683,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/multidict-6.7.1-pyh62beb40_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/munkres-1.1.4-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/myproxyclient-2.2.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/mypy_extensions-1.1.0-pyha770c72_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/myst-nb-1.4.0-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/myst-parser-5.1.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/narwhals-2.22.1-pyhcf101f3_0.conda
@@ -681,12 +697,17 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/networkx-3.6.1-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/nodeenv-1.10.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/notebook-shim-0.2.4-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/numpy-typing-compat-20260602.2.5-pyhb860519_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/oauthlib-3.3.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/optype-0.18.0-pyhc364b38_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/optype-numpy-0.18.0-pyh5504437_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/overrides-7.7.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/packaging-26.2-pyhc364b38_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pandas-stubs-3.0.3.260530-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pandocfilters-1.5.0-pyhd8ed1ab_0.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/noarch/parso-0.8.7-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/partd-1.4.2-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pathspec-1.1.1-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pexpect-4.9.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pip-26.1.2-pyh145f28c_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/platformdirs-4.10.0-pyhcf101f3_0.conda
@@ -742,6 +763,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/rich-15.0.0-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/roman-numerals-4.1.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/roman-numerals-py-4.1.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/scipy-stubs-1.18.0.1-pyhc364b38_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/send2trash-2.1.0-pyh5552912_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools-82.0.1-pyh332efcf_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/six-1.17.0-pyhe01879c_1.conda
@@ -767,6 +789,10 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/toolz-1.1.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/traitlets-5.15.1-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/truststore-0.10.4-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/types-psutil-7.2.2.20260518-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/types-pytz-2026.2.0.20260518-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/types-pyyaml-6.0.12.20260518-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/types-shapely-2.1.0.20260402-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/typing-extensions-4.15.0-h396c80c_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/typing-inspection-0.4.2-pyhcf101f3_2.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/typing_extensions-4.15.0-pyhcf101f3_0.conda
@@ -793,6 +819,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/_openmp_mutex-4.5-7_kmp_llvm.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/apsw-3.53.2.0-py314h6c2aa35_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/argon2-cffi-bindings-25.1.0-py314h0612a62_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/ast-serialize-0.6.0-py310h3b8a9b8_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/atk-1.0-2.38.0-hd03087b_2.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/aws-c-auth-0.10.3-hc11c9a1_3.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/aws-c-cal-0.9.14-h81c6212_2.conda
@@ -944,6 +971,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/mmh3-5.2.1-py314h4ed92d5_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/msgpack-python-1.2.1-py314hf8a3a22_1.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/muparser-2.3.5-h11e0b38_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/mypy-2.3.0-py314h2fbedac_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/ncurses-6.6-h1d4f5a5_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/netcdf-fortran-4.6.3-nompi_h7d4a3b5_100.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/netcdf4-1.7.4-nompi_py311hfd37af6_108.conda
@@ -973,6 +1001,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/pyproj-3.7.2-py314h986c384_4.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/python-3.14.6-h156bc91_100_cp314.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/python-eccodes-2.47.0-np2py314h4e57505_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/python-librt-0.13.0-py314ha14b1ff_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/python-stratify-0.4.0-py314h0612a62_3.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/python-xxhash-3.7.0-py314hd7fbd5c_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/pyyaml-6.0.3-py314h6e9b3f0_1.conda
@@ -981,6 +1010,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/re2-2025.11.05-ha480c28_1.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/readline-8.3-h46df422_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/rpds-py-2026.6.3-py314he1d1ac0_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/ruff-0.15.21-h828de30_1.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/scipy-1.18.0-py314h18e1515_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/shapely-2.1.2-py314h277790e_2.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/snappy-1.2.2-hada39a4_1.conda
@@ -4980,6 +5010,25 @@ packages:
   run_exports: {}
   size: 35598
   timestamp: 1762509505285
+- conda: https://conda.anaconda.org/conda-forge/linux-64/ast-serialize-0.6.0-py310hd8a072f_0.conda
+  noarch: python
+  sha256: 98eef90c96e2185254d12e667337077b989e9892167ff2c969e19b9296f42743
+  md5: 530aaeffb462b062bf8e3abb66879cf0
+  depends:
+  - python >=3.10
+  - __glibc >=2.17,<3.0.a0
+  - libgcc >=14
+  - _python_abi3_support 1.*
+  - cpython >=3.10
+  constrains:
+  - __glibc >=2.17
+  license: MIT
+  license_family: MIT
+  purls:
+  - pkg:pypi/ast-serialize?source=hash-mapping
+  run_exports: {}
+  size: 1120486
+  timestamp: 1782863830347
 - conda: https://conda.anaconda.org/conda-forge/linux-64/at-spi2-atk-2.38.0-h0630a04_3.tar.bz2
   sha256: 26ab9386e80bf196e51ebe005da77d57decf6d989b4f34d96130560bc133479c
   md5: 6b889f174df1e0f816276ae69281af4d
@@ -9087,6 +9136,26 @@ packages:
     - muparser >=2.3.5,<2.4.0a0
   size: 203174
   timestamp: 1747116762269
+- conda: https://conda.anaconda.org/conda-forge/linux-64/mypy-2.3.0-py314h518bba1_0.conda
+  sha256: 77158133fc8c3fc95acc74742efab4ac40ccd070298c4a946ac8f99b5b7017a9
+  md5: 862cee264de9cdba7dda3ccf6312f74e
+  depends:
+  - ast-serialize >=0.6.0,<1.0.0
+  - mypy_extensions >=1.0.0
+  - pathspec >=1.0.0
+  - python
+  - python-librt >=0.13.0
+  - typing_extensions >=4.6.0
+  - psutil >=4.0
+  - __glibc >=2.17,<3.0.a0
+  - libgcc >=14
+  - python_abi 3.14.* *_cp314
+  license: MIT
+  purls:
+  - pkg:pypi/mypy?source=compressed-mapping
+  run_exports: {}
+  size: 23233304
+  timestamp: 1783986175097
 - conda: https://conda.anaconda.org/conda-forge/linux-64/ncurses-6.6-hdb14827_0.conda
   sha256: fc89f74bbe362fb29fa3c037697a89bec140b346a2469a90f7936d1d7ea4d8a3
   md5: fc21868a1a5aacc937e7a18747acb8a5
@@ -9143,7 +9212,7 @@ packages:
   license: MIT
   license_family: MIT
   purls:
-  - pkg:pypi/netcdf4?source=compressed-mapping
+  - pkg:pypi/netcdf4?source=hash-mapping
   run_exports: {}
   size: 1094073
   timestamp: 1782151628345
@@ -10218,6 +10287,21 @@ packages:
   run_exports: {}
   size: 241426
   timestamp: 1777545172589
+- conda: https://conda.anaconda.org/conda-forge/linux-64/python-librt-0.13.0-py314h0f05182_0.conda
+  sha256: 80d77ec218796cfa55d51c228532ec7b22da40fae2cae0ee96cf2b8ce6645115
+  md5: a9a1c6031fb3a464862d63835dff423b
+  depends:
+  - python
+  - __glibc >=2.17,<3.0.a0
+  - libgcc >=14
+  - python_abi 3.14.* *_cp314
+  license: MIT
+  license_family: MIT
+  purls:
+  - pkg:pypi/librt?source=hash-mapping
+  run_exports: {}
+  size: 162454
+  timestamp: 1783529456936
 - conda: https://conda.anaconda.org/conda-forge/linux-64/python-stratify-0.4.0-py312h4c3975b_3.conda
   sha256: 89ad22ddc2be4a0faacfc1209c8053fbff94fb1ac6ecf5b9d53767c46bf9b4f4
   md5: b0610b4174af97290f5f466a72583071
@@ -10518,6 +10602,22 @@ packages:
   run_exports: {}
   size: 300129
   timestamp: 1782831350283
+- conda: https://conda.anaconda.org/conda-forge/linux-64/ruff-0.15.21-h462bb3b_1.conda
+  noarch: python
+  sha256: e1c9458765584c20a11b400957b0d91889ead735a99f425323fbbf2fe26e7bb8
+  md5: cd350880cf64a121362ed2e14ce7341f
+  depends:
+  - python
+  - libgcc >=14
+  - __glibc >=2.17,<3.0.a0
+  constrains:
+  - __glibc >=2.17
+  license: MIT
+  purls:
+  - pkg:pypi/ruff?source=compressed-mapping
+  run_exports: {}
+  size: 9347142
+  timestamp: 1784124753497
 - conda: https://conda.anaconda.org/conda-forge/linux-64/s2n-1.7.4-h92489ea_1.conda
   sha256: de0bb8c7526684c9927cc687d4d07abe09d023a3ec950cfcd61089b495e2e616
   md5: a20feedf58ce5441b115cebf284a9a75
@@ -11746,7 +11846,7 @@ packages:
   license: MIT
   license_family: MIT
   purls:
-  - pkg:pypi/beautifulsoup4?source=hash-mapping
+  - pkg:pypi/beautifulsoup4?source=compressed-mapping
   run_exports: {}
   size: 92704
   timestamp: 1780853175566
@@ -11761,7 +11861,7 @@ packages:
   - tinycss2 >=1.1.0,<1.5
   license: Apache-2.0 AND MIT
   purls:
-  - pkg:pypi/bleach?source=compressed-mapping
+  - pkg:pypi/bleach?source=hash-mapping
   run_exports: {}
   size: 142246
   timestamp: 1780675823953
@@ -11807,7 +11907,7 @@ packages:
   license: BSD-3-Clause
   license_family: BSD
   purls:
-  - pkg:pypi/bokeh?source=compressed-mapping
+  - pkg:pypi/bokeh?source=hash-mapping
   run_exports: {}
   size: 4526315
   timestamp: 1781002115296
@@ -12100,7 +12200,7 @@ packages:
   license: BSD-3-Clause
   license_family: BSD
   purls:
-  - pkg:pypi/dask?source=compressed-mapping
+  - pkg:pypi/dask?source=hash-mapping
   run_exports: {}
   size: 1069053
   timestamp: 1781221472758
@@ -12195,7 +12295,7 @@ packages:
   license: BSD-3-Clause
   license_family: BSD
   purls:
-  - pkg:pypi/distributed?source=compressed-mapping
+  - pkg:pypi/distributed?source=hash-mapping
   run_exports: {}
   size: 838296
   timestamp: 1781563082788
@@ -12327,7 +12427,7 @@ packages:
   license: Apache-2.0
   license_family: APACHE
   purls:
-  - pkg:pypi/fastcore?source=compressed-mapping
+  - pkg:pypi/fastcore?source=hash-mapping
   run_exports: {}
   size: 104111
   timestamp: 1782729278094
@@ -12510,7 +12610,7 @@ packages:
   license: Apache-2.0
   license_family: APACHE
   purls:
-  - pkg:pypi/frozenlist?source=compressed-mapping
+  - pkg:pypi/frozenlist?source=hash-mapping
   run_exports: {}
   size: 19878
   timestamp: 1779999782801
@@ -13215,7 +13315,7 @@ packages:
   license: BSD-3-Clause
   license_family: BSD
   purls:
-  - pkg:pypi/jupyter-client?source=compressed-mapping
+  - pkg:pypi/jupyter-client?source=hash-mapping
   run_exports: {}
   size: 117954
   timestamp: 1781019994076
@@ -13286,7 +13386,7 @@ packages:
   license: BSD-3-Clause
   license_family: BSD
   purls:
-  - pkg:pypi/jupyter-server?source=compressed-mapping
+  - pkg:pypi/jupyter-server?source=hash-mapping
   run_exports: {}
   size: 363068
   timestamp: 1781713810089
@@ -13540,7 +13640,7 @@ packages:
   license: MIT
   license_family: MIT
   purls:
-  - pkg:pypi/mdit-py-plugins?source=compressed-mapping
+  - pkg:pypi/mdit-py-plugins?source=hash-mapping
   run_exports: {}
   size: 50460
   timestamp: 1778692223625
@@ -13626,6 +13726,18 @@ packages:
   run_exports: {}
   size: 45567
   timestamp: 1759838155628
+- conda: https://conda.anaconda.org/conda-forge/noarch/mypy_extensions-1.1.0-pyha770c72_0.conda
+  sha256: 6ed158e4e5dd8f6a10ad9e525631e35cee8557718f83de7a4e3966b1f772c4b1
+  md5: e9c622e0d00fa24a6292279af3ab6d06
+  depends:
+  - python >=3.9
+  license: MIT
+  license_family: MIT
+  purls:
+  - pkg:pypi/mypy-extensions?source=hash-mapping
+  run_exports: {}
+  size: 11766
+  timestamp: 1745776666688
 - conda: https://conda.anaconda.org/conda-forge/noarch/myst-nb-1.4.0-pyhcf101f3_0.conda
   sha256: c81d0c8c74c3da66808f8da09d8e48f2af2d173d357d45239defaf466838edba
   md5: da07c7b1588ad0a44118d28aeb31b6a6
@@ -13676,7 +13788,7 @@ packages:
   license: MIT
   license_family: MIT
   purls:
-  - pkg:pypi/narwhals?source=compressed-mapping
+  - pkg:pypi/narwhals?source=hash-mapping
   run_exports: {}
   size: 285532
   timestamp: 1780672242196
@@ -13843,6 +13955,20 @@ packages:
   run_exports: {}
   size: 16817
   timestamp: 1733408419340
+- conda: https://conda.anaconda.org/conda-forge/noarch/numpy-typing-compat-20260602.2.5-pyhb860519_1.conda
+  sha256: 510cf01dd2b3934078f8fda5360a645649e0652a4edd94fcaace58e0d53bde56
+  md5: f337e1f9bbae5c509a95f77dc3a47a14
+  depends:
+  - python >=3.12
+  - numpy <2.6,>=2.5
+  - python
+  license: BSD-3-Clause
+  license_family: BSD
+  purls:
+  - pkg:pypi/numpy-typing-compat?source=hash-mapping
+  run_exports: {}
+  size: 13203
+  timestamp: 1782221065995
 - conda: https://conda.anaconda.org/conda-forge/noarch/oauthlib-3.3.1-pyhd8ed1ab_0.conda
   sha256: dfa8222df90736fa13f8896f5a573a50273af8347542d412c3bd1230058e56a5
   md5: d4f3f31ee39db3efecb96c0728d4bdbf
@@ -13858,6 +13984,35 @@ packages:
   run_exports: {}
   size: 102059
   timestamp: 1750415349440
+- conda: https://conda.anaconda.org/conda-forge/noarch/optype-0.18.0-pyhc364b38_0.conda
+  sha256: d88ea70bdbe44ea7e06d5305c363b4624609ed2712f2742e6fb25f05c536fdc0
+  md5: c3b24fd5393b5c674dd9607424201e18
+  depends:
+  - python >=3.12
+  - typing-extensions >=4.10
+  - python
+  license: BSD-3-Clause
+  license_family: BSD
+  purls:
+  - pkg:pypi/optype?source=hash-mapping
+  run_exports: {}
+  size: 64931
+  timestamp: 1780922251176
+- conda: https://conda.anaconda.org/conda-forge/noarch/optype-numpy-0.18.0-pyh5504437_0.conda
+  sha256: aa5238f44c1563606f0a448b480e67793422a125321f2039bd519915c21d547d
+  md5: 1871ee7210705711aec48e32842b3ca8
+  depends:
+  - python >=3.12
+  - numpy >=2.0,<2.8
+  - numpy-typing-compat >=20260602.2.0,<20260603.2.0
+  - optype ==0.18.0 pyhc364b38_0
+  - python
+  license: BSD-3-Clause
+  license_family: BSD
+  purls: []
+  run_exports: {}
+  size: 10913
+  timestamp: 1780922251176
 - conda: https://conda.anaconda.org/conda-forge/noarch/overrides-7.7.0-pyhd8ed1ab_1.conda
   sha256: 1840bd90d25d4930d60f57b4f38d4e0ae3f5b8db2819638709c36098c6ba770c
   md5: e51f1e4089cad105b6cac64bd8166587
@@ -13884,6 +14039,20 @@ packages:
   run_exports: {}
   size: 91574
   timestamp: 1777103621679
+- conda: https://conda.anaconda.org/conda-forge/noarch/pandas-stubs-3.0.3.260530-pyhd8ed1ab_0.conda
+  sha256: e411d70a35f09f4439d3e8c60ec1a9263b1ee8e7746b610f79087244e1c06a3a
+  md5: 86cc2a42dc6d7ae2236cfc3a81d4ecc0
+  depends:
+  - numpy >=1.26.0
+  - python >=3.11
+  - types-pytz >=2022.1.1
+  license: BSD-3-Clause
+  license_family: BSD
+  purls:
+  - pkg:pypi/pandas-stubs?source=hash-mapping
+  run_exports: {}
+  size: 110817
+  timestamp: 1780233848320
 - conda: https://conda.anaconda.org/conda-forge/noarch/pandocfilters-1.5.0-pyhd8ed1ab_0.tar.bz2
   sha256: 2bb9ba9857f4774b85900c2562f7e711d08dd48e2add9bee4e1612fbee27e16f
   md5: 457c2c8c08e54905d6954e79cb5b5db9
@@ -13923,6 +14092,18 @@ packages:
   run_exports: {}
   size: 20884
   timestamp: 1715026639309
+- conda: https://conda.anaconda.org/conda-forge/noarch/pathspec-1.1.1-pyhd8ed1ab_0.conda
+  sha256: 6eaee417d33f298db79bc7185ab1208604c0e6cf51dade34cd513c6f9db9c6f3
+  md5: 11adc78451c998c0fd162584abfa3559
+  depends:
+  - python >=3.10
+  license: MPL-2.0
+  license_family: MOZILLA
+  purls:
+  - pkg:pypi/pathspec?source=hash-mapping
+  run_exports: {}
+  size: 56559
+  timestamp: 1777271601895
 - conda: https://conda.anaconda.org/conda-forge/noarch/pexpect-4.9.0-pyhd8ed1ab_1.conda
   sha256: 202af1de83b585d36445dc1fda94266697341994d1a3328fabde4989e1b3d07a
   md5: d0d408b1f18883a944376da5cf8101ea
@@ -14484,7 +14665,7 @@ packages:
   license: MIT
   license_family: MIT
   purls:
-  - pkg:pypi/python-discovery?source=compressed-mapping
+  - pkg:pypi/python-discovery?source=hash-mapping
   run_exports: {}
   size: 35514
   timestamp: 1781257630962
@@ -14792,6 +14973,22 @@ packages:
   run_exports: {}
   size: 11074
   timestamp: 1766025162370
+- conda: https://conda.anaconda.org/conda-forge/noarch/scipy-stubs-1.18.0.1-pyhc364b38_0.conda
+  sha256: 5fcdd4d08f120fa991dd0057b16cc8e33eedb29e19f7c29752feb33d76567c8a
+  md5: 762dcb2958a9b7cda6e38d0c04378715
+  depends:
+  - python >=3.12
+  - optype-numpy >=0.15.0,<0.20.0
+  - python
+  constrains:
+  - scipy >=1.18.0,<1.19.0
+  license: BSD-3-Clause
+  license_family: BSD
+  purls:
+  - pkg:pypi/scipy-stubs?source=hash-mapping
+  run_exports: {}
+  size: 381529
+  timestamp: 1783898380185
 - conda: https://conda.anaconda.org/conda-forge/noarch/sdkroot_env_osx-arm64-26.0-ha3f98da_7.conda
   sha256: fabfe031ede99898cb2b0b805f6c0d64fcc24ecdb444de3a83002d8135bf4804
   md5: 5f0ebbfea12d8e5bddff157e271fdb2f
@@ -15005,7 +15202,7 @@ packages:
   license: BSD-2-Clause
   license_family: BSD
   purls:
-  - pkg:pypi/sphinxcontrib-serializinghtml?source=compressed-mapping
+  - pkg:pypi/sphinxcontrib-serializinghtml?source=hash-mapping
   run_exports: {}
   size: 30640
   timestamp: 1781260357443
@@ -15035,7 +15232,7 @@ packages:
   license: BSD-3-Clause
   license_family: BSD
   purls:
-  - pkg:pypi/starlette?source=compressed-mapping
+  - pkg:pypi/starlette?source=hash-mapping
   run_exports: {}
   size: 64264
   timestamp: 1781447071524
@@ -15172,6 +15369,55 @@ packages:
   run_exports: {}
   size: 24279
   timestamp: 1766494826559
+- conda: https://conda.anaconda.org/conda-forge/noarch/types-psutil-7.2.2.20260518-pyhd8ed1ab_0.conda
+  sha256: 4a42fa75861f41e8f1a694fc6e673c0877cbe02aa54ccbaec13cd33bead83713
+  md5: 63874239ef27c5b5a8e3409a07382292
+  depends:
+  - python >=3.10
+  license: Apache-2.0 AND MIT
+  purls:
+  - pkg:pypi/types-psutil?source=hash-mapping
+  run_exports: {}
+  size: 32892
+  timestamp: 1779102286490
+- conda: https://conda.anaconda.org/conda-forge/noarch/types-pytz-2026.2.0.20260518-pyhcf101f3_0.conda
+  sha256: b96a77604fbe7cf4df9d48a1679247c5877aad00d00e663ce2e06f13b3e72dcb
+  md5: ee605d821d094cfb7d0eecdecaccdeee
+  depends:
+  - python >=3.10
+  - python
+  license: Apache-2.0 AND MIT
+  purls:
+  - pkg:pypi/types-pytz?source=hash-mapping
+  run_exports: {}
+  size: 20398
+  timestamp: 1779096753335
+- conda: https://conda.anaconda.org/conda-forge/noarch/types-pyyaml-6.0.12.20260518-pyhcf101f3_0.conda
+  sha256: 58eb35e905356d7105db51e1cd7eb5a9f2029e0d0bb345215c0eb525babaffb4
+  md5: 8c9d908beae2f052bf188c41c85f0b80
+  depends:
+  - python >=3.10
+  - python
+  license: Apache-2.0 AND MIT
+  purls:
+  - pkg:pypi/types-pyyaml?source=hash-mapping
+  run_exports: {}
+  size: 26875
+  timestamp: 1779101988372
+- conda: https://conda.anaconda.org/conda-forge/noarch/types-shapely-2.1.0.20260402-pyhcf101f3_0.conda
+  sha256: 77814d0eb90f9686de6929ab1301adb721afdf221dd12bca2f3a28054d50b87a
+  md5: 881262e1e2db2323071c4964c5028c7f
+  depends:
+  - python >=3.10
+  - numpy >=1.20
+  - python
+  license: Apache-2.0
+  license_family: APACHE
+  purls:
+  - pkg:pypi/types-shapely?source=hash-mapping
+  run_exports: {}
+  size: 37614
+  timestamp: 1775123303475
 - conda: https://conda.anaconda.org/conda-forge/noarch/typing-extensions-4.15.0-h396c80c_0.conda
   sha256: 7c2df5721c742c2a47b2c8f960e718c930031663ac1174da67c1ed5999f7938c
   md5: edd329d7d3a4ab45dcf905899a7a6115
@@ -15285,7 +15531,7 @@ packages:
   license: BSD-3-Clause
   license_family: BSD
   purls:
-  - pkg:pypi/uvicorn?source=hash-mapping
+  - pkg:pypi/uvicorn?source=compressed-mapping
   run_exports: {}
   size: 56228
   timestamp: 1780574319325
@@ -15316,7 +15562,7 @@ packages:
   license: MIT
   license_family: MIT
   purls:
-  - pkg:pypi/virtualenv?source=compressed-mapping
+  - pkg:pypi/virtualenv?source=hash-mapping
   run_exports: {}
   size: 3111990
   timestamp: 1781651033074
@@ -15630,6 +15876,24 @@ packages:
   run_exports: {}
   size: 34218
   timestamp: 1762509977830
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/ast-serialize-0.6.0-py310h3b8a9b8_0.conda
+  noarch: python
+  sha256: 0efbe4158ee4d5ff4108ad1b8c677e85eb1a8f3bb48fe2277579860d38e48315
+  md5: 9bc9209a773faadbdca5fe45d9aa9cdc
+  depends:
+  - python >=3.10
+  - __osx >=11.0
+  - _python_abi3_support 1.*
+  - cpython >=3.10
+  constrains:
+  - __osx >=11.0
+  license: MIT
+  license_family: MIT
+  purls:
+  - pkg:pypi/ast-serialize?source=hash-mapping
+  run_exports: {}
+  size: 1077921
+  timestamp: 1782863843092
 - conda: https://conda.anaconda.org/conda-forge/osx-arm64/atk-1.0-2.38.0-hd03087b_2.conda
   sha256: b0747f9b1bc03d1932b4d8c586f39a35ac97e7e72fe6e63f2b2a2472d466f3c1
   md5: 57301986d02d30d6805fdce6c99074ee
@@ -19517,6 +19781,25 @@ packages:
     - muparser >=2.3.5,<2.4.0a0
   size: 154087
   timestamp: 1747117056226
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/mypy-2.3.0-py314h2fbedac_0.conda
+  sha256: 614b2b3941810a3747c521f496bd22dcd36f27749e065982e02d02f1f9aaa170
+  md5: 416fa3630816cb0deb540caef775461a
+  depends:
+  - ast-serialize >=0.6.0,<1.0.0
+  - mypy_extensions >=1.0.0
+  - pathspec >=1.0.0
+  - python
+  - python-librt >=0.13.0
+  - typing_extensions >=4.6.0
+  - psutil >=4.0
+  - __osx >=11.0
+  - python_abi 3.14.* *_cp314
+  license: MIT
+  purls:
+  - pkg:pypi/mypy?source=compressed-mapping
+  run_exports: {}
+  size: 13696727
+  timestamp: 1783986170854
 - conda: https://conda.anaconda.org/conda-forge/osx-arm64/ncurses-6.6-h1d4f5a5_0.conda
   sha256: 4ea6c620b87bd1d42bb2ccc2c87cd2483fa2d7f9e905b14c223f11ff3f4c455d
   md5: 343d10ed5b44030a2f67193905aea159
@@ -19708,7 +19991,7 @@ packages:
   license: BSD-3-Clause
   license_family: BSD
   purls:
-  - pkg:pypi/numpy?source=compressed-mapping
+  - pkg:pypi/numpy?source=hash-mapping
   run_exports:
     weak:
     - numpy >=1.25,<3
@@ -20648,6 +20931,21 @@ packages:
   run_exports: {}
   size: 250582
   timestamp: 1777545231051
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/python-librt-0.13.0-py314ha14b1ff_0.conda
+  sha256: 0d5b3b303a091063a42ac72ddf39a9c31216217773cc15b2fc54f349cbc96f91
+  md5: e5d073b8e272361036e77d0a00145965
+  depends:
+  - python
+  - __osx >=11.0
+  - python 3.14.* *_cp314
+  - python_abi 3.14.* *_cp314
+  license: MIT
+  license_family: MIT
+  purls:
+  - pkg:pypi/librt?source=hash-mapping
+  run_exports: {}
+  size: 135028
+  timestamp: 1783529652113
 - conda: https://conda.anaconda.org/conda-forge/osx-arm64/python-stratify-0.4.0-py312h4409184_3.conda
   sha256: 1ff8e204e8ba4c965da0a3d95ca177149f338d50a258a3f5cfdcacc95698dab6
   md5: 6bca21dd95ce7b36d983fa6a3b831b4a
@@ -20937,10 +21235,25 @@ packages:
   license: MIT
   license_family: MIT
   purls:
-  - pkg:pypi/rpds-py?source=compressed-mapping
+  - pkg:pypi/rpds-py?source=hash-mapping
   run_exports: {}
   size: 285627
   timestamp: 1782831308617
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/ruff-0.15.21-h828de30_1.conda
+  noarch: python
+  sha256: 2ebfbffb6b31462a75880772ad96021d4fbb35bd00e93d656d8a36d11c4c08aa
+  md5: 1020f02c620bee30481275fa159b78be
+  depends:
+  - python
+  - __osx >=11.0
+  constrains:
+  - __osx >=11.0
+  license: MIT
+  purls:
+  - pkg:pypi/ruff?source=compressed-mapping
+  run_exports: {}
+  size: 8639697
+  timestamp: 1784124877114
 - conda: https://conda.anaconda.org/conda-forge/osx-arm64/scipy-1.18.0-py312h4519d97_0.conda
   sha256: 708f27ae8ccf62cf714dc5c6f728ae733dc14315c842e935ed7f491d214df2b0
   md5: 5a352ca7e4f49ca6585dd30a4812bd20
@@ -21217,7 +21530,7 @@ packages:
   license: Apache-2.0
   license_family: Apache
   purls:
-  - pkg:pypi/tornado?source=compressed-mapping
+  - pkg:pypi/tornado?source=hash-mapping
   run_exports: {}
   size: 915857
   timestamp: 1781007345425
diff --git a/pyproject.toml b/pyproject.toml
index e77eb18e9d..bdd047dd41 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -137,10 +137,15 @@ exclude_lines = [
 
 [tool.mypy]
 # See https://mypy.readthedocs.io/en/stable/config_file.html
+packages = "esmvalcore"
 ignore_missing_imports = true
 enable_error_code = [
     "truthy-bool",
 ]
+exclude = [
+  "^doc/conf.py$",
+  "esmvalcore/cmor/tables/",
+]
 
 # Configure linters
 
@@ -296,8 +301,16 @@ test-r = { features = ["test-r"], solve-group = "test-r" }
 # Other development tools.
 [tool.pixi.feature.dev.dependencies]
 "jupyterlab" = "*"
+"mypy" = "*"
 "pre-commit" = "*"
 "py-spy" = "*"
+"ruff" = "*"
+# Mypy type stubs
+"pandas-stubs" = "*"
+"scipy-stubs" = "*"
+"types-PyYAML" = "*"
+"types-psutil" = "*"
+"types-shapely" = "*"
 
 # Feature for running tests with Python 3.12.
 [tool.pixi.feature.py312.dependencies]