diff --git a/doc/source/conf.py b/doc/source/conf.py
new file mode 100644
index 00000000..ddd478ff
--- /dev/null
+++ b/doc/source/conf.py
@@ -0,0 +1,76 @@
+# -*- coding: utf-8 -*-
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#    http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or
+# implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import os
+import sys
+
+sys.path.insert(0, os.path.abspath('../..'))
+# -- General configuration ----------------------------------------------------
+
+# Add any Sphinx extension module names here, as strings. They can be
+# extensions coming with Sphinx (named 'sphinx.ext.*') or your custom ones.
+extensions = [
+    'sphinx.ext.autodoc',
+    #'sphinx.ext.intersphinx',
+    'oslosphinx',
+    'reno.sphinxext'
+]
+
+# autodoc generation is a bit aggressive and a nuisance when doing heavy
+# text edit cycles.
+# execute "export SPHINX_DEBUG=1" in your terminal to disable
+
+# The suffix of source filenames.
+source_suffix = '.rst'
+
+# The master toctree document.
+master_doc = 'index'
+
+# General information about the project.
+project = u'kuryr'
+copyright = u'2017, OpenStack Foundation'
+
+# If true, '()' will be appended to :func: etc. cross-reference text.
+add_function_parentheses = True
+
+# If true, the current module name will be prepended to all description
+# unit titles (such as .. function::).
+add_module_names = True
+
+# The name of the Pygments (syntax highlighting) style to use.
+pygments_style = 'sphinx'
+
+# -- Options for HTML output --------------------------------------------------
+
+# The theme to use for HTML and HTML Help pages.  Major themes that come with
+# Sphinx are currently 'default' and 'sphinxdoc'.
+# html_theme_path = ["."]
+# html_theme = '_theme'
+# html_static_path = ['static']
+
+# Output file base name for HTML help builder.
+htmlhelp_basename = '%sdoc' % project
+
+# Grouping the document tree into LaTeX files. List of tuples
+# (source start file, target name, title, author, documentclass
+# [howto/manual]).
+latex_documents = [
+    ('index',
+     '%s.tex' % project,
+     u'%s Documentation' % project,
+     u'OpenStack Foundation', 'manual'),
+]
+
+# Example configuration for intersphinx: refer to the Python standard library.
+#intersphinx_mapping = {'http://docs.python.org/': None}
diff --git a/doc/source/index.rst b/doc/source/index.rst
new file mode 100644
index 00000000..a6210d3d
--- /dev/null
+++ b/doc/source/index.rst
@@ -0,0 +1 @@
+.. include:: ../../README.rst
diff --git a/tox.ini b/tox.ini
index 8a088c7e..df303261 100644
--- a/tox.ini
+++ b/tox.ini
@@ -18,6 +18,9 @@ passenv = http_proxy HTTP_PROXY https_proxy HTTPS_PROXY no_proxy NO_PROXY OS_*
 commands = {posargs}
 passenv = OS_*
 
+[testenv:docs]
+commands = python setup.py build_sphinx
+
 [testenv:pep8]
 commands =
     flake8 {posargs}
@@ -25,5 +28,5 @@ commands =
 [flake8]
 show-source = true
 builtins = _
-exclude=.venv,.git,.tox,dist,*lib/python*,*egg,tools
+exclude=.venv,.git,.tox,dist,*lib/python*,*egg,tools,doc
 select = E