The README.md file does not include many informations. And thus installation is not straightforward
Installation
============
After installing the dependencies (coffeescript, chaco, etc.), run the following:
git clone git://github.com/ContinuumIO/Bokeh.git
cd Bokeh
python coffeebuild.py
pip install .