I use a TiddlyWiki for a similar purpose. However, this is more of a Wiki-system that requires you to create your own Wiki-page (tiddler) for each annotation, whereby the link to the website you address should be added manually.
Other than that, could Hypothes.is be something for you?
To cite its "See how it works"-section:
Select text to annotate....