diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index e06a532635..f1829174a4 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -15,12 +15,12 @@ repos:
       files: requirements-dev.txt
 
 - repo: https://github.com/astral-sh/ruff-pre-commit
-  rev: v0.8.6
+  rev: v0.9.4
   hooks:
     - id: ruff
 
 - repo: https://github.com/psf/black
-  rev: 24.10.0
+  rev: 25.1.0
   hooks:
   - id: black
     language_version: python3
@@ -31,7 +31,7 @@ repos:
     - id: blackdoc
 
 - repo: https://github.com/codespell-project/codespell
-  rev: v2.3.0
+  rev: v2.4.1
   hooks:
     - id: codespell
       args:
diff --git a/docs/_static/flask_example.py b/docs/_static/flask_example.py
index 47d4273cf6..548ddf5ffe 100644
--- a/docs/_static/flask_example.py
+++ b/docs/_static/flask_example.py
@@ -1,16 +1,16 @@
-""" flask_example.py
+"""flask_example.py
 
-    Required packages:
-    - flask
-    - folium
+Required packages:
+- flask
+- folium
 
-    Usage:
+Usage:
 
-    Start the flask server by running:
+Start the flask server by running:
 
-        $ python flask_example.py
+    $ python flask_example.py
 
-    And then head to http://127.0.0.1:5000/ in your browser to see the map displayed
+And then head to http://127.0.0.1:5000/ in your browser to see the map displayed
 
 """
 
diff --git a/tests/test_features.py b/tests/test_features.py
index 1f1e64f1ae..af43144c76 100644
--- a/tests/test_features.py
+++ b/tests/test_features.py
@@ -1,4 +1,4 @@
-""""
+""" "
 Folium Features Tests
 ---------------------
 
diff --git a/tests/test_repr.py b/tests/test_repr.py
index d597747406..2ce215c332 100644
--- a/tests/test_repr.py
+++ b/tests/test_repr.py
@@ -1,4 +1,4 @@
-""""
+""" "
 Folium _repr_*_ Tests
 ---------------------
 
diff --git a/tests/test_vector_layers.py b/tests/test_vector_layers.py
index d887f25547..0cb8ba2183 100644
--- a/tests/test_vector_layers.py
+++ b/tests/test_vector_layers.py
@@ -1,4 +1,4 @@
-""""
+""" "
 Test Vector Layers
 ------------------