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Drug Team

Coordinates specialized AI agents to design novel drug candidates with synthesis routes, inventory checks, ADMET/Tox evaluation, pharmacology scoring, and pa...
协调专业AI智能体设计新型候选药物,涵盖合成路线、库存核查、ADMET/毒理评估及药理学评分。
cheminem
数据分析 clawhub v1.0.0 1 版本 100000 Key: 无需
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概述

drug-team

Meta-skill that orchestrates a team of specialized AI agents for drug design.

Overview

  • Purpose: Designs novel drug candidates for a given target/indication with constraints (e.g., \"Design drug for pain relief, logP<3\").
  • Agents:
  1. Chem Synth (uses chemistry-query skill): Proposes molecular scaffolds and synthesis routes.
  2. Synth Notebook (uses synth-notebook skill): Visualizes routes, optimizes yields, checks safety.
  3. Lab Inventory (uses lab-inventory skill): Checks stock for reagents, estimates costs.
  4. ADMET: Predicts QED, SA, logP, TPSA, pKa using RDKit/ML proxies.
  5. Tox: Checks PAINS, Brenk alerts, Ames test.
  6. Pharm: Evaluates target binding affinity (docking proxy via web/tools).
  7. Patent Scout (uses patent_scout.py): Scans for prior art patents, computes novelty score, checks for blocking patents via web searches.
    • Coordination: Iterative polling and messaging between agents to refine candidates.
    • Output: Table of top 3 molecules (SMILES, route, scores) + visualizations (e.g., mol images).

Triggers

  • drug design
  • design drug
  • painkiller
  • drug synthesis
  • synth pharm
  • design molecule
  • \"low tox\" drug
  • inventory-aware design
  • design with stock check
  • check stock for synthesis
  • patent
  • novelty
  • prior art

Usage

When triggered, runs scripts/orchestrate.py \"{user_query}\" .

Integration

  • Integrates chemistry-query for initial scaffolds and routes.
  • Uses synth-notebook for route visualization, yield optimization, and safety checks.
  • Incorporates lab-inventory for reagent stock checking and cost estimation.
  • Ranks candidates including feasibility scores based on yield, safety (with SDS scans for route chemicals, risk scores, and alerts), and inventory availability.
  • Post-design patent scouting to include novelty scores and blocking status in candidate ranking (\"High novelty: no blocking patents\").

Dependencies

  • RDKit (installed)
  • chemistry-query skill (exists)
  • synth-notebook skill
  • lab-inventory skill
  • Matplotlib/Plotly for viz
  • OpenClaw subagent spawning
  • beautifulsoup4 for patent_scout scraping

版本历史

共 1 个版本

  • v1.0.0 当前
    2026-03-31 19:24 安全 安全

安全检测

腾讯云安全 (Keen)

安全,无风险
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腾讯云安全 (Sanbu)

安全,无风险
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