> I hadn't actually explained what the software would do.

I cannot tell you how many READMEs I've read that follow the pattern: "<uninformative-name> is a <buzzword> <buzzword> written in <language>." I only have some semblance of what it does after using/seeing a demo; too often one that isnt available through the README.