Rewrite the README0.11

And link to the docs on RTD.

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+Python GitLab
+=============
+
+``python-gitlab`` is a Python package providing access to the GitLab server API.
+
+It supports the v3 api of GitLab, and provides a CLI tool (``gitlab``).
+
+Installation
+============
+
+Requirements
+------------
+
+python-gitlab depends on:
+
+* `python-requests <http://docs.python-requests.org/en/latest/>`_
+* `six <https://pythonhosted.org/six/>`_
+
+Install with pip
+----------------
+
+.. code-block:: console
+
+   pip install python-gitlab
+
+Bug reports
+===========
+
+Please report bugs and feature requests at
+https://github.com/gpocentek/python-gitlab/issues.
+
+
+Documentation
+=============
+
+The documentation for CLI and API is available on `readthedocs
+<http://python-gitlab.readthedocs.org/en/stable/>`_.