diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index dc210a9..876a30f 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -6,11 +6,11 @@ repos:
       - id: check-useless-excludes
       # - id: identity  # Prints all files passed to pre-commits. Debugging.
   - repo: https://github.com/lyz-code/yamlfix
-    rev: 1.2.0
+    rev: 1.17.0
     hooks:
       - id: yamlfix
   - repo: https://github.com/pre-commit/pre-commit-hooks
-    rev: v4.4.0
+    rev: v5.0.0
     hooks:
       - id: check-added-large-files
         args:
@@ -37,16 +37,16 @@ repos:
       - id: check-ast
       - id: check-docstring-first
   - repo: https://github.com/psf/black
-    rev: 22.12.0
+    rev: 24.10.0
     hooks:
       - id: black
         language_version: python3.10
   - repo: https://github.com/asottile/blacken-docs
-    rev: 1.13.0
+    rev: 1.19.0
     hooks:
       - id: blacken-docs
   - repo: https://github.com/PyCQA/docformatter
-    rev: v1.5.1
+    rev: v1.7.5
     hooks:
       - id: docformatter
         args:
@@ -56,26 +56,26 @@ repos:
           - --wrap-descriptions
           - '88'
           - --blank
-  - repo: https://github.com/charliermarsh/ruff-pre-commit
-    rev: v0.0.230
+  - repo: https://github.com/astral-sh/ruff-pre-commit
+    rev: v0.6.9
     hooks:
       - id: ruff
       #   args:
       #     - --verbose
   - repo: https://github.com/kynan/nbstripout
-    rev: 0.6.1
+    rev: 0.7.1
     hooks:
       - id: nbstripout
         args:
           - --extra-keys
           - metadata.kernelspec metadata.language_info.version metadata.vscode
   - repo: https://github.com/nbQA-dev/nbQA
-    rev: 1.6.1
+    rev: 1.8.7
     hooks:
       - id: nbqa-black
       - id: nbqa-ruff
   - repo: https://github.com/executablebooks/mdformat
-    rev: 0.7.16
+    rev: 0.7.17
     hooks:
       - id: mdformat
         additional_dependencies:
@@ -86,7 +86,7 @@ repos:
           - '88'
         files: (README\.md)
   - repo: https://github.com/executablebooks/mdformat
-    rev: 0.7.16
+    rev: 0.7.17
     hooks:
       - id: mdformat
         additional_dependencies:
@@ -97,13 +97,13 @@ repos:
           - '88'
         files: (docs/.)
   - repo: https://github.com/codespell-project/codespell
-    rev: v2.2.2
+    rev: v2.3.0
     hooks:
       - id: codespell
         args:
           - --skip="**.ipynb"
   - repo: https://github.com/asottile/setup-cfg-fmt
-    rev: v2.2.0
+    rev: v2.5.0
     hooks:
       - id: setup-cfg-fmt
 ci: