diff --git a/docs/source/index.rst b/docs/source/index.rst
new file mode 100644
index 000000000..a474ac86f
--- /dev/null
+++ b/docs/source/index.rst
@@ -0,0 +1,46 @@
+Cu_Cat: end-to-end GPU Feature Encoding
+========================================
+.. only:: html
+
+   .. image:: https://readthedocs.org/projects/cu_cat/badge/?version=latest
+      :target: https://cu_cat.readthedocs.io/en/latest/?badge=latest
+      :alt: Documentation Status
+
+
+   .. image:: https://github.com/graphistry/cu-cat/workflows/CI%20Tests/badge.svg
+      :target: https://github.com/graphistry/cu-cat/actions?query=workflow%3ACI
+      :alt: Build Status
+
+
+   .. image:: https://github.com/graphistry/cu-cat/workflows/CodeQL/badge.svg
+      :target: https://github.com/graphistry/cu-cat/actions?query=workflow%3ACodeQL
+      :alt: CodeQL Status
+
+   .. image:: https://img.shields.io/pypi/v/graphistry.svg
+      :target: https://pypi.python.org/pypi/cu_cat
+      :alt: PyPi Status
+
+`cu-cat` is an end-to-end gpu Python library that encodes categorical variables into machine-learnable numerics.
+It is a cuda accelerated port of what was dirty_cat, now rebranded as skrub, and allows more ambitious interactive analysis & real-time pipelines!
+
+.. toctree::
+   :maxdepth: 3
+
+   cu_cat
+   modules
+
+Articles
+==================
+* `Cu_Cat: Hello interactive demo <https://github.com/dcolinmorgan/grph/blob/main/Hello_cu_cat.ipynb>`_
+* `Cu_Cat + Single Cell <https://github.com/dcolinmorgan/grph/blob/main/single_cell_after_gpu.ipynb>`_
+* `Cu_Cat + Chemical Mapping <https://github.com/dcolinmorgan/grph/blob/main/accelerating_chemical_mappings.ipynb>`_
+* `Cu_Cat + Metagenomics <https://github.com/dcolinmorgan/grph/blob/main/accelerating_metagenomic_demo.ipynb>`_
+
+
+Indices and tables
+==================
+
+* :ref:`genindex`
+* :ref:`modindex`
+* :ref:`search`
+
diff --git a/setup.py b/setup.py
index cfda044c6..2b9b64149 100644
--- a/setup.py
+++ b/setup.py
@@ -17,7 +17,6 @@ def unique_flatten_dict(d):
   'psutil',
   'build',
   'dirty-cat',
-  'sphinx_autodoc_typehints==1.11.1',
 #   'cuml', ## cannot test on github actions
 #   'cudf',
 #   'cupy'