Found it!

Wonderful. I was looking for this feature (count all words in a wordpress blog / total wordcount) for a long time. Thank you very much.

Just to make sure: the Plugin counts all types of posts, including pages?
Seems so. I just got 6 posts – 88 pages – 32k Words.