diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 332ac1d1..ab930931 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,7 +1,6 @@
 ci:
   autoupdate_schedule: weekly
 
-# https://pre-commit.com/
 repos:
   - repo: https://github.com/pre-commit/pre-commit-hooks
     rev: v6.0.0
@@ -18,31 +17,31 @@ repos:
     rev: v0.9.3
     hooks:
       - id: taplo-format
-        args: [--option, array_auto_collapse=false]
+        args: ["--option", "array_auto_collapse=false"]
       - id: taplo-lint
-        args: [--no-schema]
+        args: ["--no-schema"]
   - repo: https://github.com/abravalheri/validate-pyproject
     rev: v0.24.1
     hooks:
       - id: validate-pyproject
-  # https://github.com/python/black#version-control-integration
   - repo: https://github.com/psf/black-pre-commit-mirror
-    rev: 25.1.0
+    rev: 25.9.0
     hooks:
       - id: black-jupyter
   - repo: https://github.com/keewis/blackdoc
-    rev: v0.4.1
+    rev: v0.4.2
     hooks:
       - id: blackdoc
-        additional_dependencies: ["black==25.1.0"]
+        additional_dependencies: ["black==25.9.0"]
       - id: blackdoc-autoupdate-black
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.13.0
+    rev: v0.13.2
     hooks:
       - id: ruff
-        args: [--fix]
+        args: ["--fix"]
   - repo: https://github.com/kynan/nbstripout
     rev: 0.8.1
     hooks:
       - id: nbstripout
-        args: [--extra-keys=metadata.kernelspec metadata.language_info.version]
+        args:
+          - "--extra-keys='metadata.kernelspec metadata.language_info.version'"