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diff --git a/doc/source/_templates/autosummary/module.rst b/doc/source/_templates/autosummary/module.rst
new file mode 100644
index 000000000..e1f428d65
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+++ b/doc/source/_templates/autosummary/module.rst
@@ -0,0 +1,40 @@
+{% extends "!autosummary/module.rst" %}
+
+{# This file is almost the same as the default, but adds :toctree: to the autosummary directives.
+   The original can be found at `sphinx/ext/autosummary/templates/autosummary/module.rst`. #}
+
+{% block attributes %}
+{% if attributes %}
+   .. rubric:: Module Attributes
+
+   .. autosummary::
+      :toctree:
+   {% for item in attributes %}
+      {{ item }}
+   {%- endfor %}
+{% endif %}
+{% endblock %}
+
+{% block functions %}
+{% if functions %}
+   .. rubric:: Functions
+
+   .. autosummary::
+      :toctree:
+   {% for item in functions %}
+      {{ item }}
+   {%- endfor %}
+{% endif %}
+{% endblock %}
+
+{% block classes %}
+{% if classes %}
+   .. rubric:: Classes
+
+   .. autosummary::
+      :toctree:
+   {% for item in classes %}
+      {{ item }}
+   {%- endfor %}
+{% endif %}
+{% endblock %}