What I need now is to create a simple desktop application (bookmarks manager), running on Chrome, win7 64bit.
Is it possible without learning a new language and please for some short steps?
If you want a desktop application based on chrome engine your choice is Electron. It's certainly the best option available now. It offers:
You'll probably want to start with the Docs with many great guides inside.