Microsoft Application Inspector
Just wanted to introduce myself as the lead developer on the tool.  Valid comments and questions have been dropped here and I've responded to a couple of them already by posting clarifications below and on the project wiki.  Yes we are thinking of using the tool for repos like NuGet and maybe Github as a service that automatically identifies detected features for each component.  Stay tuned and keep the ideas coming.  Happy to answer any further questions.