No. PDF is currently out of scope. The app is built around EpubJS and is really more designed for responsive book formats. Including PDF support would mean incorporating something like pdf.js and would require tons of effort and rewrite which is off course at this moment.
Plain text files are also not supported currently, But this can be included for the 1.0 release. Thanks!