PARROT, created by Dan Griffith, was used to generate the network used for metapredict. See for some very cool machine learning stuff from Dan.

In addition to using Dan Griffith’s tool for creating metapredict, the code for and was written by Dan (originally for PARROT).

We would also like to thank the team at MobiDB for creating the database that was used to train this predictor. Check out their awesome stuff at

We would like to thank the DeepMind team for developing AlphaFold and EBI/UniProt for making these data so readily available.


We’d also like to thank the following folks who have contribute code, reported errors, and suggested changes.

  • The Fried lab (broadly defined)
  • Broder Schmidt
  • Sean Cascarina
  • Keith Cheveralls