I wrote a tool for this called CX_DB8. It's better than any other "TextRank" based extractive summarizer in that it utilizes the latest in word embeddings, and supports queryability. Furthermore, it is the only word-level extractive summarizer to support all of this. Mostly aimed at the competitive debate community but anyone can use it.
https://github.com/Hellisotherpeople/CX_DB8
Hopefully you'll see my paper about this in EMNLP 2019 System Demos...