diff --git a/.github/workflows/CI.yml b/.github/workflows/CI.yml
index f958947..41f6432 100644
--- a/.github/workflows/CI.yml
+++ b/.github/workflows/CI.yml
@@ -11,12 +11,12 @@ concurrency:  # https://stackoverflow.com/questions/66335225#comment133398800_72
 
 jobs:
   build:
-    runs-on: ubuntu-20.04
+    runs-on: ubuntu-24.04
     permissions:
       id-token: write  # codecov/codecov-action
     strategy:
       matrix:
-        python-version: ['3.9', '3.10', '3.11', '3.12']
+        python-version: ['3.9', '3.10', '3.11', '3.12', '3.13']
 
     steps:
     - uses: actions/checkout@v4
@@ -49,14 +49,14 @@ jobs:
         make install
 
     - name: Lint
-      if: matrix.python-version == 3.12
+      if: matrix.python-version == '3.13'
       run: make lint
 
     - name: Test
       run: make test
 
     - name: Docs
-      if: matrix.python-version == 3.12
+      if: matrix.python-version == '3.13'
       run: SPHINXOPTS=-W make builddocs
 
     - uses: codecov/codecov-action@v4
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 4e587ec..d498cd4 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,7 +1,7 @@
 ---
 repos:
 - repo: https://github.com/astral-sh/ruff-pre-commit
-  rev: v0.2.2
+  rev: v0.6.9
   hooks:
   - id: ruff
     args: [--fix, --exit-non-zero-on-fix]
@@ -9,13 +9,13 @@ repos:
 
 # should be replaced in the future ref https://github.com/astral-sh/ruff/issues/458
 - repo: https://github.com/jsh9/pydoclint
-  rev: 0.4.1
+  rev: 0.5.9
   hooks:
   - id: pydoclint
 
 - repo: https://github.com/Yelp/detect-secrets
   # for new repo init run: `detect-secrets scan > .secrets.baseline`
-  rev: v1.4.0
+  rev: v1.5.0
   hooks:
   - id: detect-secrets
     args: [--baseline, .secrets.baseline]
@@ -24,10 +24,10 @@ repos:
 
 # should be replaced in the future ref https://github.com/astral-sh/ruff/issues/3792
 - repo: https://github.com/asottile/blacken-docs
-  rev: 1.16.0
+  rev: 1.19.0
   hooks:
   - id: blacken-docs
-    additional_dependencies: [black==24.2.0]
+    additional_dependencies: [black==24.10.0]
 
 - repo: local
   hooks:
@@ -51,7 +51,7 @@ repos:
     args: [--mapping=2, --sequence=2, --offset=0]
 
 - repo: https://github.com/pre-commit/pre-commit-hooks
-  rev: v4.5.0
+  rev: v5.0.0
   hooks:
   - id: mixed-line-ending
     args: [--fix=lf]
@@ -66,7 +66,7 @@ repos:
   - id: debug-statements
 
 - repo: https://github.com/python-jsonschema/check-jsonschema
-  rev: 0.28.0
+  rev: 0.29.3
   hooks:
   - id: check-dependabot
   - id: check-github-workflows
diff --git a/.readthedocs.yaml b/.readthedocs.yaml
index 2f9a218..ee889bd 100644
--- a/.readthedocs.yaml
+++ b/.readthedocs.yaml
@@ -8,7 +8,7 @@ version: 2
 
 # Set the OS, Python version and other tools you might need
 build:
-  os: ubuntu-22.04
+  os: ubuntu-24.04
   tools:
     python: '3.12'
 
diff --git a/pyproject.toml b/pyproject.toml
index 3577df3..15a6011 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -20,6 +20,7 @@ classifiers = [
   "Programming Language :: Python :: 3.10",
   "Programming Language :: Python :: 3.11",
   "Programming Language :: Python :: 3.12",
+  "Programming Language :: Python :: 3.13",
   "Topic :: Software Development :: Libraries :: Python Modules",
   "Topic :: Utilities"
 ]
diff --git a/src/mapply/__init__.py b/src/mapply/__init__.py
index 6269378..41013ee 100644
--- a/src/mapply/__init__.py
+++ b/src/mapply/__init__.py
@@ -49,6 +49,7 @@
 
     df["squared"] = df.A.mapply(lambda x: x ** 2)
 """
+
 import contextlib
 from functools import partialmethod
 from importlib.metadata import PackageNotFoundError, version
diff --git a/src/mapply/mapply.py b/src/mapply/mapply.py
index 13107e1..9767d05 100644
--- a/src/mapply/mapply.py
+++ b/src/mapply/mapply.py
@@ -42,6 +42,7 @@
 
     df["squared"] = mapply(df.A, lambda x: x ** 2, progressbar=False)
 """
+
 from __future__ import annotations
 
 import warnings
diff --git a/src/mapply/parallel.py b/src/mapply/parallel.py
index 171bccc..f519343 100644
--- a/src/mapply/parallel.py
+++ b/src/mapply/parallel.py
@@ -50,6 +50,7 @@ def some_heavy_computation(x, power):
         )
     )
 """
+
 from __future__ import annotations
 
 import logging
diff --git a/tests/test_mapply.py b/tests/test_mapply.py
index 2a851f2..5006997 100644
--- a/tests/test_mapply.py
+++ b/tests/test_mapply.py
@@ -30,11 +30,12 @@
 # OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
 #
 # SPDX-License-Identifier: BSD-3-Clause
-import mapply
 import numpy as np
 import pandas as pd
 import pytest
 
+import mapply
+
 
 def test_df_mapply():
     """Assert DataFrame behaviour is equivalent."""
diff --git a/tests/test_parallel.py b/tests/test_parallel.py
index 5fb0257..5719fa0 100644
--- a/tests/test_parallel.py
+++ b/tests/test_parallel.py
@@ -31,6 +31,7 @@
 #
 # SPDX-License-Identifier: BSD-3-Clause
 import pytest
+
 from mapply.parallel import multiprocessing_imap