Thank you so much for replying on this.
I was looking at the release notes of koreader at
https://github.com/koreader/koreader/releases
The release note of v2014.05.02-nightly says:
add option to export highlights and notes to Evernote Yinxiang
What does this mean? Is is possible that they implemented the feature of note taking in the latest nightly build?