End-to-end AI pipeline · 9 phases

From target to ranked
peptide candidates.

Raptorbind orchestrates the full peptide binder discovery workflow — structure preparation, RFdiffusion generation, docking, molecular dynamics, ADMET and toxicity prediction — in one reproducible run.

9
Pipeline phases
1-click
Run orchestration
RCSB
Direct PDB intake
AI
Powered models

The 9-phase discovery pipeline

Every run executes the same reproducible chain — from target fetch to molecular dynamics and toxicity prediction.

Phase A

Structure Preparation

Fetch the target structure from RCSB.

Phase B

PDBFixer

Clean and repair the PDB structure with PDBFixer (missing residues/atoms, nonstandard residues, etc.).

Phase C

RFdiffusion (Binder Generation)

Generate candidate peptide binders with RFdiffusion using the fixed PDB.

Phase D

PDB → SDF Converter

Integrated PDB→SDF converter: converts the rank-1 RFdiffusion binder PDB into an SDF ligand.

Phase E

DiffDock (Docking)

Dock the SDF ligand back into the fixed receptor with DiffDock-L.

Phase F

RIGOR (Post-docking Triage)

Novel in-house deterministic post-docking triage (CIRS, HARP, ECHO, BALM → FUSE). Filters structurally fragile or chemically unrealistic poses before molecular dynamics.

Phase G

Ligand Prep (SDF → PDB)

Convert the rank-1 DiffDock pose (SDF) into a PDB file ready for GROMACS molecular dynamics.

Phase H

GROMACS (Molecular Dynamics)

Run a GROMACS molecular-dynamics simulation on the fixed receptor (Phase B) with the rank-1 DiffDock ligand (Phase G).

Phase I

ADMET-AI

Predict ADMET properties of the rank-1 chain-B ligand SDF (Phase D output) with ADMET-AI. Runs in parallel with docking — does not block the main chain.

Phase J

eTox Drug Toxicity

Predict drug toxicity of the rank-1 chain-B ligand SDF (Phase D output) with eTox Drug Toxicity Prediction. Runs in parallel with docking — does not block the main chain.

Novel in-house phase

Meet RIGOR-Lite — our post-docking triage

An explainable scoring phase inserted between DiffDock and GROMACS that ranks docked peptide poses with CIRS, HARP, ECHO, BALM and FUSE — so expensive MD only runs on candidates worth simulating.

Built for serious in-silico work

Real outputs, your own keys, full traceability — no hidden steps.

Full orchestration

One submission triggers all 9 phases — auto-chaining, side-branches and resubmission included.

Real model outputs

Verbatim PDBs, SDFs, docking poses, MD trajectories, ADMET and eTox tables — downloadable.

Your data, your keys

Your API key stays in your settings. RLS keeps every project scoped to your account.

Smart resubmits

Re-run any phase from D onward with regenerated chain-B SDF — no need to restart from scratch.

Per-phase reports

Each phase gets its own panel: binder, docking, ligand prep, MD, ADMET, eTox.

Side-branch parallelism

ADMET and eTox fire in parallel with docking — failures never block the main chain.

How a Raptorbind run works

Three steps, one ranked report.

01

Pick a target

Drop in a PDB ID or upload a structure, choose chain and binding site, set peptide length and candidate count.

02

Tune & launch

Optionally adjust RFdiffusion, DiffDock and GROMACS parameters in advanced mode — or accept the defaults.

03

Read the report

Watch each phase complete in real time, then open the report for binders, poses, MD, ADMET and toxicity.

  • Auto-fetches structures from RCSB
  • PDBFixer cleans before generation
  • Rank-N fallback if rank-1 fails
  • Resubmit any phase independently
  • Side-branch ADMET + eTox
  • Downloadable per-file outputs

Ready to design your first binder?

Create an account, plug in your API key, and launch a full pipeline in minutes.