diff --git a/.readthedocs.yaml b/.readthedocs.yaml
index 2f6d2d05..e8b53c57 100644
--- a/.readthedocs.yaml
+++ b/.readthedocs.yaml
@@ -13,6 +13,9 @@ build:
   apt_packages:
     - libblas-dev
     - liblapack-dev
+  jobs:
+    pre_build:
+      - sphinx-apidoc -f -o doc .
 
 # Build documentation in the doc/ directory with Sphinx
 sphinx:
diff --git a/doc/conf.py b/doc/conf.py
index d74a0545..ef585716 100644
--- a/doc/conf.py
+++ b/doc/conf.py
@@ -67,6 +67,7 @@
 # ones.
 extensions = [
     "sphinx.ext.autodoc",
+    "sphinx.ext.napoleon",
 ]
 
 # Add any paths that contain templates here, relative to this directory.
diff --git a/doc/index.rst b/doc/index.rst
index 201b2763..4531c8d4 100644
--- a/doc/index.rst
+++ b/doc/index.rst
@@ -3,6 +3,6 @@ Welcome to the whitematteranalysis documentation!
 
 .. toctree::
     :maxdepth: 1
+    :caption: Reference
 
-    bin
-    utilities
+    modules