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Install with the open skills CLI (global, non-interactive — available in every Claude Code session):
npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill "chemcrow-drug-discovery" -g -a claude-code -yOr manually — clone and copy the skill directory (SKILL.md + companion files):
git clone --depth 1 https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills /tmp/OpenClaw-Medical-Skills && cp -r /tmp/OpenClaw-Medical-Skills/skills/chemcrow-drug-discovery ~/.claude/skills/chemcrow-drug-discoveryThis skill is a directory: SKILL.md is the entry point; the files below ship with it.
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# COPYRIGHT NOTICE
# This file is part of the "Universal Biomedical Skills" project.
# Copyright (c) 2026 MD BABU MIA, PhD <md.babu.mia@mssm.edu>
# All Rights Reserved.
#
# This code is proprietary and confidential.
# Unauthorized copying of this file, via any medium is strictly prohibited.
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# Provenance: Authenticated by MD BABU MIA
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---
name: 'chemcrow-drug-discovery'
description: 'An LLM chemistry agent with expert-designed tools for organic synthesis, drug discovery, and materials design.'
measurable_outcome: Execute skill workflow successfully with valid output within 15 minutes.
allowed-tools:
- read_file
- run_shell_command
---
# ChemCrow
ChemCrow is an open-source package for the accurate integration of Large Language Models (LLMs) with chemistry tools. It is designed to autonomously plan and execute chemical syntheses, research materials, and discover new drugs.
## When to Use This Skill
* **Synthesis Planning**: "How do I synthesize Ibuprofen?"
* **Property Prediction**: "What is the logP of this molecule?"
* **Safety Checks**: "Is this reaction explosive?"
* **Literature Search**: "Find patents related to this substructure."
## Core Capabilities
1. **Synthesis Planning**: Uses tools like RXN4Chemistry or local retrosynthesis models to plan routes.
2. **Molecule Manipulation**: Add/remove functional groups, generate SMILES (RDKit).
3. **Safety Assessment**: Checks reagents against safety databases (PubChem, GHS).
4. **Web Search**: Google/Patent search for chemical literature.
## Tools (Expanded List - v2.0)
* **RDKit**: Cheminformatics (MolToSmiles, SmilesToMol, descriptors).
* **PubChem**: Search for properties and safety data.
* **LiteratureSearch**: Search arXiv, patents.
* **Synthesis**: IBM RXN, OPLS.
* **Name2SMILES**: Convert chemical names to structures.
## Example Usage
**User**: "Plan a synthesis for a derivative of Aspirin that might have better solubility."
**Agent Action**:
1. Retrieves Aspirin structure (SMILES).
2. Modifies structure (e.g., adds a polar group) using RDKit.
3. Checks solubility prediction.
4. Plans synthesis route for the new molecule.
5. Checks safety of reagents.
<!-- AUTHOR_SIGNATURE: 9a7f3c2e-MD-BABU-MIA-2026-MSSM-SECURE -->Search arXiv papers by keyword, author, category, or ID.
Gateway to 400+ bioinformatics skills from bioSkills and ClawBio. Covers genomics, transcriptomics, single-cell, variant calling, pharmacogenomics, metagenomics, structural biology, and more. Fetches domain-specific reference material on demand.
> Pharmaceutical research assistant for drug discovery workflows. Search bioactive compounds on ChEMBL, calculate drug-likeness (Lipinski Ro5, QED, TPSA, synthetic accessibility), look up drug-drug interactions via OpenFDA, interpret ADMET profiles, and assist with lead optimization. Use for medicinal chemistry questions, molecule property analysis, clinical pharmacology, and open-science drug research.