This engine builds off of ~100K recommendations users have made via /u/FanfictionBot in order to find the most commonly recommended fanfictions for any given fanfiction.
Install the requirements and run the script:
$ pip install -r requirements.txt
$ python related-fics.py
Open the file in recs/index.html
to see the engine in action.