# MPNN Documentation

```{warning}
The documentation for the MPNN model is currently incomplete.
If you would like to contribute, feel free to open a PR. 
```
```{warning}
The MPNN model is still being benchmarked for comparison to the 
original ProteinMPNN, LigandMPNN, and SolubleMPNN implementations.
```

The MPNN model in [foundry](https://github.com/RosettaCommons/foundry)
has all of the functionality of [ProteinMPNN](https://www.science.org/doi/10.1126/science.add2187), 
[LigandMPNN](https://www.nature.com/articles/s41592-025-02626-1), 
and [SolubleMPNN](https://www.nature.com/articles/s41586-024-07601-y), 
but with the backend support of [atomworks](https://github.com/RosettaCommons/atomworks) and 
[foundry](https://github.com/RosettaCommons/foundry). More MPNN
models and weights will be added to foundry in the future. 

Are we missing a model you would like to work with? Create a PR with the 
necessary files and/or code changes or open an issue requesting it.