Screen and rank candidate ligands against a protein target by preparing structures, running molecular docking via a Paramus engine, and scoring/ranking poses with interaction analysis.When to use: a user asks “which of these compounds bind target X, and how?”.Multi-tool WORKFLOW with binding-plausibility judgment, not a single call.
Paramus — Docking Pose Screen
Overview
Prepare ligands and target, dock, and rank poses by predicted binding + interaction quality. The value is the prepare→dock→rank→interpret loop with binding-plausibility judgment, not a raw score.
Guidance vs execution: docking runs on a tested Paramus engine with provenance. Do not hand-run a docking script — route to the engine.
When to Use
- Rank a candidate set for binding to a defined target/pocket
- Triage virtual-screening hits before assay Do not use for: free-energy perturbation / MD-grade affinity (hand off to the FEP/MD workflow).
Workflow
Ligand set + target structure (+ pocket / co-crystal reference)
↓ 1. Prepare ligands → protonation, tautomers, 3D embed
↓ 2. Prepare receptor & pocket → Paramus structure prep tool
↓ 3. Dock → Paramus docking engine
↓ 4. Score & analyze interactions → H-bonds, hydrophobic, clashes
↓ 5. Rank & report → ranked poses + interactions + provenance
Procedure
- Discover tools via
search/get_schema("ligand preparation", "molecular docking", "binding pocket"). - Prepare ligands (protonation/tautomers/3D); report any that fail.
- Prepare receptor and define the pocket (from reference ligand or coordinates).
- Dock the set on the Paramus engine; capture scores + poses + engine version.
- Analyze interactions; flag poses with clashes or implausible geometry.
- Rank by score gated on interaction quality; report top poses with rationale.
Domain Judgment
- Docking score is a ranking device, not an affinity — never report it as Kd/IC50.
- A high score with poor interactions/clashes is a red flag, not a winner.
- Consistent preparation and engine version across the set, or the ranking is meaningless.
Fallbacks
- Docking engine unavailable → report; offer a pharmacophore/similarity pre-filter instead.
- Endpoint unreachable → stop and report; no local docking fallback.
Tools this skill may use
Candidate deterministic tools an agent is likely to route to when running this skill. The skill decides which to call at runtime.
-
Generate 3D Coords
Molecular ChemistryGenerate 3D atomic coordinates for a molecule from its 2D structure or SMILES. Uses distance geometry and force field optimization to produce realistic 3D conformations suitable for docking, visualization, or property calculations. -
Brain HPC Multiwfn Nci
Quantum ChemistryPerform Non-Covalent Interactions (NCI) analysis. -
Brain HPC Namd Minimize
Molecular DynamicsPerform energy minimization for large biomolecular systems. Uses conjugate gradient minimization optimized for proteins, nucleic acids, and membrane systems with scalable parallel execution.
Browse the full deterministic layer in the tool browser.
Used in these use cases
Customer scenarios that orchestrate this skill end-to-end.