Data Science & ML Claude 技能

ClinVar Database Integration

Access and analyze genomic variant clinical significance data from NCBI's ClinVar archive.

ClinPGx Pharmacogenomics Database

Accesses comprehensive pharmacogenomics data including gene-drug interactions, CPIC guidelines, and allele functions for precision medicine.

FDA Database Access

Accesses and analyzes comprehensive FDA regulatory data for drugs, medical devices, and food safety through the openFDA API.

Excel & Data Analysis Toolkit

Creates, edits, and analyzes Excel spreadsheets with production-grade formulas, formatting, and scientific visualizations.

PDB Structural Biology & Drug Discovery

Accesses and analyzes RCSB Protein Data Bank (PDB) structures, metadata, and 3D coordinates for structural biology and drug discovery research.

Statistical Analysis

Performs comprehensive statistical testing, hypothesis verification, and research data modeling using Python's scientific ecosystem.

UniProt Protein Database

Provides direct REST API access to UniProt for protein sequence retrieval, identifier mapping, and comprehensive functional annotation searches.

PubChem Database Explorer

Queries the PubChem database to retrieve chemical properties, perform structure searches, and access bioactivity data for over 110 million compounds.

Scientific Research Lookup

Conducts real-time academic research, literature reviews, and technical documentation lookups with automated model selection and proper citations.

Scientific Peer Review Toolkit

Conducts systematic, high-rigor peer reviews of scientific manuscripts and grant proposals across all major research disciplines.

QuTiP Quantum Simulations

Simulates and analyzes closed and open quantum systems using the Quantum Toolbox in Python (QuTiP).

Clinical Decision Support Documenter

Generates publication-ready clinical decision support documents and biomarker-stratified cohort analyses for pharmaceutical and clinical research.

Scientific Schematics & Diagrams

Generates publication-quality scientific diagrams and architectural schematics using AI-driven iterative refinement and quality auditing.

TorchDrug Scientific Skill

Accelerates drug discovery and molecular science workflows using graph neural networks and PyTorch-based modeling.

LabArchives Integration

Automates electronic lab notebook management through the LabArchives REST API for research documentation, data backups, and tool integration.

NCBI Gene Database

Queries and retrieves comprehensive genomic data from NCBI Gene using E-utilities and Datasets APIs for scientific analysis.

RDKit Cheminformatics Toolkit

Facilitates advanced molecular analysis and cheminformatics workflows including property calculation, substructure searching, and 3D coordinate generation.

PubMed Database Access

Facilitates advanced biomedical literature research and programmatic access to the PubMed database using E-utilities and complex query syntax.

KEGG Database Connector

Facilitates direct REST API access to the Kyoto Encyclopedia of Genes and Genomes for biological pathway analysis and molecular mapping.

Metabolomics Workbench Database

Accesses the NIH Metabolomics Workbench API to retrieve metabolite structures, study metadata, and standardized chemical nomenclature for biomarker discovery.

OMERO Microscopy Integration

Integrates OMERO microscopy data management with Python for advanced image analysis, metadata handling, and automated screening workflows.

HMDB Scientific Database

Accesses the Human Metabolome Database to retrieve chemical, clinical, and spectroscopic data for over 220,000 metabolites.

PyTorch Geometric (PyG) Graph Learning

Develop and train Graph Neural Networks using PyTorch Geometric for node classification, link prediction, and molecular modeling.

PyTorch Lightning

Streamlines deep learning development by organizing PyTorch code into scalable, modular structures for automated training and multi-GPU orchestration.

Seaborn Statistical Visualization

Generates publication-quality statistical graphics and complex data visualizations using a high-level, dataset-oriented Python interface.

Market Research Reports

Generates 50+ page, consulting-grade market research reports with professional LaTeX formatting and data-driven strategic frameworks.

Opentrons Lab Automation

Automates laboratory liquid handling workflows by writing Python-based Protocol API v2 scripts for Opentrons Flex and OT-2 robots.

Ensembl Genome Database Access

Facilitates automated queries to the Ensembl REST API for gene annotation, sequence retrieval, and comparative genomic analysis across 250+ species.

STRING Database Analysis

Accesses and analyzes protein-protein interaction networks and functional enrichment data using the STRING API.

ZINC Chemical Database

Accesses the ZINC database of 230M+ purchasable compounds for virtual screening, drug discovery, and molecular docking studies.