diff --git a/.pre-commit-hooks.yaml b/.pre-commit-hooks.yaml
index e604d4b..91937e3 100644
--- a/.pre-commit-hooks.yaml
+++ b/.pre-commit-hooks.yaml
@@ -3,4 +3,11 @@
     description: Run `black` on python code blocks in documentation files
     entry: blacken-docs
     language: python
-    files: '\.(rst|md|markdown|py|tex)$'
+    types_or: [rst, markdown, tex, python, pyi]
+-   id: blacken-docs-jupyter
+    name: blacken-docs-jupyter
+    description: Run `black` on python code blocks in documentation files (with Jupyter Notebook support)
+    entry: blacken-docs
+    language: python
+    types_or: [rst, markdown, tex, python, pyi, jupyter]
+    additional_dependencies: ["black[jupyter]"]
diff --git a/README.rst b/README.rst
index 00247ed..f5e88c1 100644
--- a/README.rst
+++ b/README.rst
@@ -48,6 +48,16 @@ Add the following to the ``repos`` section of your ``.pre-commit-config.yaml`` f
             additional_dependencies:
             - black==22.12.0
 
+Or with Jupyter notebook support
+(note the latest ``black[jupyter]`` is built-into this hook):
+
+.. code-block:: yaml
+
+    -   repo: https://github.com/adamchainz/blacken-docs
+        rev: ""  # replace with latest tag on GitHub
+        hooks:
+        -   id: blacken-docs-jupyter
+
 Then, reformat your entire project:
 
 .. code-block:: sh