If you're willing to convert them to .mobi and use the Kindle app, it's automatic. According to the
Amazon personal documents help file, "Just as with Kindle books, Whispersync automatically synchronizes your last page read, bookmarks, and annotations for personal documents that have been converted into Kindle format (with the exception of PDFs and files transferred via USB) across your supported Kindle devices and Kindle reading applications."