In response to Doug Thain’s question: What currently-available tools do you recommend for enabling reproducible scientific computing?  Is there a tool that we ought to have, but do not? P.S. I am using “reproducibility” as an easy shorthand for re-usability, re-creation, verification, and related tasks that have already seen some discussion.  Please interpret the question broadly.