Data & ReproDrug Discovery & CheminformaticsFreedomIntelligence/OpenClaw-Medical-SkillsData & Reproduction
CH

chemcrow-drug-discovery

Maintainer FreedomIntelligence · Last updated April 1, 2026

ChemCrow drug discovery toolkit: web search, Python, chemical tools integration.

OpenClawNanoClawAnalysisReproductionchemcrow-drug-discovery🧠 bioos extended suitedrug discovery & designchemcrow

Original source

FreedomIntelligence/OpenClaw-Medical-Skills

https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/chemcrow-drug-discovery

Maintainer
FreedomIntelligence
License
MIT
Last updated
April 1, 2026

Skill Snapshot

Key Details From SKILL.md

2 min

Key Notes

  • 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.
  • 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.

Source Doc

Excerpt From SKILL.md

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.

Use cases

  • **Synthesis Planning**: "How do I synthesi.

Not for

  • Do not rely on this catalog entry alone for installation or maintenance details.

Related skills

Related skills

Back to directory
AA
Data & ReproDrug Discovery & Cheminformatics

aav-vector-design-agent

AAV vector design: capsid selection, promoter optimization, payload capacity.

OpenClawNanoClawAnalysis
FreedomIntelligence/OpenClaw-Medical-SkillsView
AG
Data & ReproDrug Discovery & Cheminformatics

agentd-drug-discovery

AgentD autonomous drug discovery: target identification, hit finding, ADMET optimization.

OpenClawNanoClawAnalysis
FreedomIntelligence/OpenClaw-Medical-SkillsView
BI
Data & ReproDrug Discovery & Cheminformatics

bio-clinical-databases-hla-typing

Call HLA alleles from NGS data using OptiType, HLA-HD, or arcasHLA for immunogenomics applications. Use when determining HLA genotype for tr…

OpenClawNanoClawAnalysis
FreedomIntelligence/OpenClaw-Medical-SkillsView
BI
Data & ReproDrug Discovery & Cheminformatics

bio-clinical-databases-pharmacogenomics

Query PharmGKB and CPIC for drug-gene interactions, pharmacogenomic annotations, and dosing guidelines. Use when predicting drug response fr…

OpenClawNanoClawAnalysis
FreedomIntelligence/OpenClaw-Medical-SkillsView