Some general Criteria:
- how many tasks can I perform with the provided models (e.g. does the tool contains models for my tasks like spanish tokenisation or protein NER)?
- how easy is it for me to add the missing tools.
BTW, I would add NLTK to your list, and its excellent, free accompanying book.