Data Science & ML Claude 技能

DrugBank Database Explorer

Accesses and analyzes comprehensive pharmaceutical data from DrugBank for drug discovery, pharmacology research, and interaction analysis.

Gtars Genomic Analysis Toolkit

Processes and analyzes high-performance genomic interval data using Rust-powered algorithms and Python bindings.

LatchBio Bioinformatics Integration

Streamlines the development, deployment, and management of serverless bioinformatics pipelines using the LatchBio SDK and cloud infrastructure.

Aeon Time Series Machine Learning

Performs advanced time series machine learning tasks including classification, forecasting, and anomaly detection using a scikit-learn compatible interface.

Monarch Disease & Gene Database

Queries the Monarch Initiative knowledge graph to explore complex disease-gene-phenotype associations across multiple species.

Adaptyv Cloud Lab

Automates protein sequence optimization and experimental validation through cloud-based laboratory assays and API integration.

Rowan Quantum Chemistry

Automates cloud-based quantum chemistry workflows, molecular property predictions, and protein-ligand modeling via a unified Python API.

ChEMBL Database & Drug Discovery

Provides programmatic access to the ChEMBL database for bioactive molecule research and medicinal chemistry.

Clinical Decision Support

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

Histolab Digital Pathology

Simplifies digital pathology workflows by automating tissue detection and tile extraction from gigapixel whole slide images (WSI).

BioServices Bioinformatics Toolkit

Provides a unified Python interface to over 40 bioinformatics web services and databases for integrated biological data analysis.

PubChem Database Explorer

Facilitates programmatic access to 110M+ chemical compounds and bioactivity data via the PubChem API and PubChemPy.

NCI Imaging Data Commons Assistant

Query, visualize, and download large-scale public cancer imaging datasets from the National Cancer Institute.

PathML Computational Pathology

Enables advanced whole-slide image analysis, nucleus segmentation, and machine learning workflows for computational pathology.

PyMC Bayesian Modeling

Builds, fits, and validates robust Bayesian statistical models using PyMC and ArviZ for advanced probabilistic programming.

Zarr Python Array Storage

Manages large N-dimensional arrays using chunked, compressed storage for cloud-native and parallel scientific computing.

Glycoengineering & Glycoprotein Design

Analyzes protein sequences for glycosylation sites and provides tools for the rational engineering of therapeutic proteins and vaccines.

PyDESeq2 Gene Expression Analysis

Performs comprehensive differential gene expression analysis on bulk RNA-seq data using the PyDESeq2 Python framework.

Neuropixels Neural Analysis

Streamlines the analysis of Neuropixels high-density neural recordings using SpikeInterface and industry-standard curation workflows.

gnomAD Genomics & Variant Analysis

Queries the Genome Aggregation Database (gnomAD) for population allele frequencies, variant consequences, and gene constraint metrics.

AlphaFold Protein Structure Database

Accesses and analyzes over 200 million AI-predicted protein structures from the DeepMind and EMBL-EBI repository.

MedChem Molecular Filtering

Applies medicinal chemistry rules, structural alerts, and drug-likeness filters to prioritize molecular libraries for drug discovery.

FDA Database Access

Interfaces with the openFDA API to analyze regulatory data for drugs, medical devices, food safety, and substances.

PennyLane Quantum Machine Learning

Develops and trains quantum machine learning models with hardware-agnostic automatic differentiation and hybrid framework integration.

Scientific Resource Detector

Analyzes system hardware to provide optimized strategy recommendations for high-performance scientific computing and data processing tasks.

K-Dense Research Workflow Bridge

Connects Claude to the K-Dense Web platform for advanced multi-agent scientific research and complex end-to-end workflows.

Geniml Genomic Machine Learning

Builds machine learning models and unsupervised embeddings from genomic interval data and BED files.

RDKit Cheminformatics

Facilitates advanced molecular manipulation, chemical property calculation, and 3D coordinate generation for drug discovery.

SymPy Symbolic Math

Performs exact symbolic computation in Python for algebra, calculus, and advanced mathematical modeling.

Scientific Schematics

Generates publication-ready scientific diagrams and architectures through AI-powered iterative refinement and quality scoring.