Since version 0.12.3 of bokeh http://bokeh.pydata.org/en/latest/docs/releases/0.12.3.html data tables can have editable fields.

In the monitor app table we can have a new field "Comments" for entering comments on a specific job (e.g. user wants to make annotations about a metric deviation)