How to Use BindCraft2
Commercially Available Online Web Server
Use BindCraft2 online for campaign-based protein binder design across peptides, miniproteins, scaffolds, and antibodies.
BindCraft2 expands the BindCraft family into a campaign-based binder design suite with multiple binder modalities. It supports de novo miniproteins, larger binders, peptides, cyclic peptides, homo-oligomers, multidomain binders, VHHs, ankyrin repeat proteins, scFvs, Fabs, and conformational objectives such as induced-fit or fold-switching binders.
On Neurosnap, researchers upload a Target Structure, optionally restrict Target Chains, and can define Hotspots or Coldspots using uploaded PDB numbering. Binder Format, length bounds, final-design count, and optional biological properties configure the campaign while runtime-sensitive settings and output paths remain managed by Neurosnap.
How BindCraft2 Works
BindCraft2 combines AlphaFold2-guided sequence optimization, ProteinMPNN redesign, held-out AlphaFold validation, and structural filtering. Campaign outputs are organized by stage: trajectories record gradient-design attempts, refolded candidates capture redesigned sequences and failed filters, and ranked results contain accepted designs sorted for follow-up review.
The Neurosnap form separates target setup, binder modality, biological design properties, and shared advanced options. Properties such as Focused Epitope, Humanize Binder, Protease Stable, Disulfide Staple, Mixed Topology, Nearby Termini, and Accessible Termini map to BindCraft2 presets that alter objectives or acceptance criteria. Maximum Trajectories can cap exploration, while Campaign Seed supports reproducibility.
Results should be treated as computational design evidence, not experimental validation. ranked_designs.csv summarizes accepted binders, optional candidate and trajectory tables explain how the campaign searched, and predicted complex structures support manual inspection of interface geometry, target accessibility, developability risks, and candidate diversity before synthesis or assay testing.
What is Neurosnap?
Neurosnap is the leading platform for bioinformatics and computational science focused on expanding access to powerful modeling and simulation tools. Because many state-of-the-art machine learning systems remain complex to install, configure, and scale, Neurosnap offers a clean, browser-based workspace that removes the burden of infrastructure management, dependency conflicts, and command-line tooling.
Built for biologists, chemists, and cross-disciplinary scientists, the platform enables advanced computational workflows without requiring expertise in software engineering or cloud architecture. Researchers can launch analyses through an intuitive interface, connect programmatically through a comprehensive API, and rely on automated resource management to scale workloads efficiently. By taking care of the underlying compute and operational complexity, Neurosnap allows teams to devote their energy to scientific progress and faster iteration. Security and data protection remain foundational principles, with clear safeguards outlined in our Terms of Use and Privacy Policy to ensure your work stays protected.
Advancing Discovery with BindCraft2 on Neurosnap
Using BindCraft2 on Neurosnap could drastically accelerate multimodal protein binder design with campaign-level ranking, refolding, and structural filtering.
- Broad modality coverage: BindCraft2 handles de novo binders, peptides, cyclic peptides, oligomers, scaffolded binders, and antibody-like formats in one campaign model.
- Epitope-aware inputs: Target chains, hotspots, coldspots, focused epitope targeting, and termini objectives let researchers align the search with biological constraints.
- Integrated validation: ProteinMPNN redesign, held-out structure prediction, and structural filters help prioritize candidates beyond raw sequence generation.
- Readable campaign outputs: Ranked designs, refolded candidates, trajectory summaries, and predicted structures make it easier to triage binders for expression, biophysical screening, and downstream optimization.
How to Use BindCraft2 on Neurosnap
To harness the capabilities of BindCraft2, researchers can follow this streamlined workflow within Neurosnap:
- Access Neurosnap: Start by logging in to the Neurosnap website.
- Select Tool: From the list of available tools, choose BindCraft2.
- Provide Inputs: Provide all the inputs specified within the submission panel and optionally configure the tool as desired.
- Run Tool: Submit the BindCraft2 job and Neurosnap will execute it in the cloud, automatically notifying you as soon as your results are ready.
- Review Output: Explore your results through rich visualizations, including figures, plots, and interactive views designed to help you analyze findings with clarity and confidence.
Citations
Please cite the original work when using BindCraft2 in publications or research outputs.
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PacesaLab. BindCraft2: Easy to use suite for designing a wide range of protein binder modalities. https://github.com/PacesaLab/BindCraft2 |
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Pacesa, M., Nickel, L., Schellhaas, C. et al. One-shot design of functional protein binders with BindCraft. Nature (2025). https://doi.org/10.1038/s41586-025-09429-6 |
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Jumper et al. "Highly accurate protein structure prediction with AlphaFold." Nature (2021) doi: 10.1038/s41586-021-03819-2 |
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Dauparas, J., et al. "Robust deep learning based protein sequence design using ProteinMPNN." Science (2022) doi: 10.1126/science.add2187 |
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Neurosnap Inc. (2022). Neurosnap: An online platform for computational biology and chemistry. Available at: https://neurosnap.ai/ |
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