diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 834b181..fa772ac 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -12,3 +12,8 @@ repos:
     hooks:
       - id: ruff
         args: ["--fix", "--show-fixes"]
+  - repo: https://github.com/psf/black-pre-commit-mirror
+    rev: 24.3.0
+    hooks:
+      - id: black-jupyter
+        language_version: python3.11