diff --git a/.github/workflows/docs.yml b/.github/workflows/docs.yml
index 452723a..a18b802 100644
--- a/.github/workflows/docs.yml
+++ b/.github/workflows/docs.yml
@@ -38,7 +38,13 @@ jobs:
               uses: actions/checkout@v4
 
             - name: Install optimap
-              run: python -m pip install .[docs]
+              run: python -m pip install -e .[docs]
+
+            - name: Jupyter notebook setup
+              run: |
+                python -m pip install jupyter_contrib_nbextensions
+                jupyter nbextension install --py widgetsnbextension --user
+                jupyter nbextension enable widgetsnbextension --user --py
               
             - name: Cache file downloads and jupyter notebook execution
               uses: actions/cache@v4
diff --git a/docs/conf.py b/docs/conf.py
index 8b0781e..28655c6 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -124,9 +124,9 @@ def remove_markdown(cell):
     "matplotlib": ("https://matplotlib.org/stable", None),
     "numpy": ("https://numpy.org/doc/stable", None),
     "python": ("https://docs.python.org/3", None),
-    "scipy": ("https://docs.scipy.org/doc/scipy/", None),
-    "skimage": ("https://scikit-image.org/docs/stable/", None),
-    "monochrome": ("https://monochrome.readthedocs.io/stable/", None),
+    "scipy": ("https://docs.scipy.org/doc/scipy", None),
+    "skimage": ("https://scikit-image.org/docs/stable", None),
+    "monochrome": ("https://monochrome.readthedocs.io/stable", None),
 }
 
 # Add any paths that contain templates here, relative to this directory.