AGENT SKILL

comp-pharm-cascade

Use when ranking/prioritizing a congeneric small-molecule series against a protein target (binding-affinity SAR, hit triage, mechanism-of-action), or when scoping such a campaign. Routes the work through a cost-escalating cascade — experimental-anchor data → license-free ML (Boltz-2) breadth + pose → licensed Schrödinger physics (FEP/MM-GBSA/BPMD) for the headline ΔΔG → QM (EXESS) mechanism → figures — with consensus checks at the two gates that are catastrophic when silently wrong (pose, and the published number). NOT for a single one-off docking (use schrodinger-maestro-driver / structure-based-screening) or pure knowledge lookup (use tooluniverse).

License 许可
MIT
最近更新
2026-11-02
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01 前言 Front Matter

name
comp-pharm-cascade
description
Use when ranking/prioritizing a congeneric small-molecule series against a protein target (binding-affinity SAR, hit triage, mechanism-of-action), or when scoping such a campaign. Routes the work through a cost-escalating cascade — experimental-anchor data → license-free ML (Boltz-2) breadth + pose → licensed Schrödinger physics (FEP/MM-GBSA/BPMD) for the headline ΔΔG → QM (EXESS) mechanism → figures — with consensus checks at the two gates that are catastrophic when silently wrong (pose, and the published number). NOT for a single one-off docking (use schrodinger-maestro-driver / structure-based-screening) or pure knowledge lookup (use tooluniverse).

03 SKILL.md 正文

comp-pharm-cascade

Orchestration skill: how a target + ligand series flows through the available compute stack to a defensible affinity/mechanism result. This is a routing law over executor skills, not a new engine. Reference implementation: the phenibut α2δ-1 / GABA_B campaign (worked numbers at the bottom).

Core principle — a cascade with two guarded gates

Escalate cost only when the cheaper tier can't answer. But a naive cascade is brittle where campaigns actually break: it trusts each tier and escalates upward, so a wrong pose makes MM-GBSA, FEP, and QM all rank garbage equally. So spend redundancy surgically at the two checkpoints where being wrong is catastrophic and silent, single-track everywhere else.

  • Gate 1 — Pose. A pose is trusted only when independent methods agree (Boltz-2 co-fold ipTM/PAE ∩ Glide/IFD ∩ BPMD stability). Cheap ensemble at the known failure point. Never rescore an unvalidated pose.
  • Gate 2 — The published number. The one headline ΔΔG gets FEP plus one orthogonal corroborator (Boltz affinity or QM decomposition) plus the experimental value. Everything else in the SAR runs single-method, flagged lower-confidence.

Tier map (cheap → expensive)

Tier Capability Executor Note
0 — Anchor ⭐ Experimental Ki/IC50/EC50, the y-axis ChEMBL MCP / GtoPdb / tooluniverse pharmacology Run FIRST. No ground truth → no rankable claim (see Gate 0).

Canonical phase pipeline

Substrate & ops (hard-won)

Worked reference — phenibut (2026-07-04)

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Resolve genuine pre-execution ambiguity by scanning repo context, generating 1-6 grounded options, and asking 1-3 focused questions via AskUserQuestion. NOT for mid-task use (injection risk); NOT when the goal is already unambiguous; use to disambiguate vague prompts before any file edits.

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Run FREE, open-source, Windows-native GPU molecular dynamics via the openmm-md MCP (OpenMM + CUDA on the local NVIDIA GPU). Use for protein / protein-ligand MD when you want a free stack or are on Windows without a Schrodinger license. Covers the full workflow (prepare, solvate, minimize, equilibrate, production, analyze, mmgbsa) AND an honest decision guide vs Schrodinger Desmond, including how to run Desmond legitimately on Linux or a cloud GPU with a real license. This is a deliberately LESSER free alternative and does NOT replace the schrodinger MCP tools. Do NOT use it to pick a free tool when a validated FEP+, WaterMap, IFD-MD, or Prime MM-GBSA result is actually required.

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Take screenshots of web pages and UI using Playwright for visual review and iteration

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Diagnostic status report — shows metaswarm installation state, project setup, and potential issues

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Use when starting work on any task, when the user mentions metaswarm, or when the user wants to begin tracked development work

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Interactive project setup — detects your project, configures metaswarm, writes project-local files

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