Jupyter!
2015/11/4
So, as suggested by a collegue, I gave a look to Jupyter.
This is basically the evolution of IPython noteboks, which I already knew about. The interesting fact about it is they separated the front-end from the back-end, enabling everyone to write their own kernel, so now there's many of them.