Germinal

End-to-end pipeline for de novo nanobody and scFv design.

Developer: Santiago Mille-Fragoso et al. (open-source release)

Commercial use OKFree for commercial use

Overview

Developer
Santiago Mille-Fragoso et al. (open-source release)
Commercial rights
Commercial OK
Commercial cost
Free commercially
Compute
Heavy GPU
Open weights
Unverified
Last verified

Capabilities

End-to-end de novo nanobody and scFv design. Input: target PDB + epitope residues; output: ranked designed antibody sequences with predicted complexes, by combining backbone hallucination, sequence design and in-silico filtering in one pipeline.

When to use it

Consider for antibody/nanobody design when you want an alternative to RFantibody with a reported wet-lab validated pipeline. Young project; dependency stack is heavy and results are not widely reproduced.

Input / Output

Input
target PDB + epitope residues
Output
ranked designed antibody sequences with predicted complexes, by combining backbone hallucination, sequence design and in-silico filtering in one pipeline

Compute

Heavy GPU. Other tools with this compute profile →

Commercial Licensing

Commercial rights — may a company use it?

Commercial use OK

Licence as writtenApache License 2.0

Apache-2.0 LICENSE file in the repo; permissive, commercial use allowed. Any bundled third-party weights/dependencies should be checked separately.

The licence read at the source allows use by a company. Attribution or copyleft conditions may still apply — read the note.

Commercial cost — is commercial use free of charge?

Free for commercial use

Apache-2.0 code, no fee. Check the dependency stack it installs before commercial deployment - the pipeline pulls in several third-party models.

Price and rights are separate: this panel is about money, the panel above is about permission.

  • Commercial OK ≠ Free of charge. A tool can be licensed for company use and still need a paid licence for a dependency (BindCraft → PyRosetta).
  • Free download ≠ Commercially licensed. Weights you can download at no cost may still forbid commercial use (AlphaFold 3).
  • Unverified ≠ Commercially permitted. If no published statement settles it, treat it as unknown — not as a yes.
  • Every component counts. Each status considers the code licence, the model-weights terms, required dependencies and any terms of use.

Model Weights

Weights: unverified. A separate weights licence is Not documented as its own field; where weights carry different terms from the code, that is stated in the licence explanation above.

Dependencies

Not documented as a separate field. Any dependency that affects commercial use (for example a paid PyRosetta licence) is named in the licence and cost explanations above.

Official References

From the makers of FoldScout

From AI Design to Wet-Lab Validation

Designed a promising protein or antibody? Seq2Study helps translate AI-generated sequences into experimental data.

  • Protein Expression
  • Protein Purification
  • Binding Affinity
  • Aggregation Assessment
  • Stability Evaluation
  • Developability Assessment
Explore Seq2Study