Data Science & ML Claude 스킬

PyOpenMS Mass Spectrometry

Analyzes complex mass spectrometry data for proteomics and metabolomics using Python bindings for the OpenMS library.

Biopython Bioinformatics Toolkit

Facilitates computational molecular biology tasks using the Biopython library for sequence analysis, structural bioinformatics, and NCBI database integration.

BioServices Bioinformatics Integration

Accesses over 40 major bioinformatics web services and databases through a unified Python interface for seamless biological data retrieval and analysis.

Hypogenic Scientific Researcher

Automates the generation, refinement, and testing of scientific hypotheses by integrating observational data with existing literature.

ToolUniverse Scientific Research

Simplifies scientific research by providing standardized access to over 600 tools for bioinformatics, drug discovery, and computational biology.

FDA Regulatory Database Access

Queries the openFDA API to retrieve comprehensive data on drugs, medical devices, food safety, and adverse events.

FDA Database Integration

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

FDA Regulatory Database Access

Queries the openFDA API to retrieve comprehensive data on drug safety, medical device clearances, food recalls, and substance identifiers.

Agent Development Framework

Streamlines the creation, testing, and optimization of sophisticated autonomous agents and subagents within the Claude Code ecosystem.

ToolUniverse

Orchestrates over 600 scientific tools and datasets for bioinformatics, drug discovery, and advanced computational research workflows.

Python Data Visualization

Generates publication-quality charts and statistical visualizations using Matplotlib and Seaborn.

Data Pipeline Configurator

Automates the configuration and management of reproducible data collection pipelines from databases, APIs, web scraping, and LLM generation.

Data Analyst Export

Exports data analysis results into multiple professional formats including CSV, Excel, JSON, and Markdown with customized formatting.

Biomni Biomedical Agent

Executes complex, multi-step biomedical research tasks using autonomous AI reasoning and integrated biological databases.

Data Visualization Insight

Explores datasets and generates interactive visualizations in marimo notebooks using Polars and Plotly Graph Objects.

Biomni Biomedical AI

Automates complex biomedical research tasks including genomics, drug discovery, and clinical data analysis using an autonomous agent framework.

Biomni Biomedical AI Agent

Executes autonomous multi-step research tasks across genomics, drug discovery, and clinical analysis using integrated biomedical databases.

Denario Scientific Research Assistant

Automates the end-to-end scientific research pipeline from hypothesis generation to publication-ready LaTeX manuscripts.

Metabolomics Workbench Explorer

Accesses the NIH Metabolomics Workbench API to retrieve experimental study data, metabolite structures, and standardized biochemical nomenclature.

Metabolomics Workbench Database

Accesses the NIH Metabolomics Workbench to query metabolite structures, experimental studies, and mass spectrometry data.

Medical Diagnosis

Assists medical professionals by extracting symptoms from natural language, identifying potential diagnoses, and suggesting clinical next steps.

Medchem Molecular Filtering

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

SymPy Symbolic Mathematics

Performs exact symbolic mathematical computations including algebra, calculus, and physics modeling directly in Python.

ETE Phylogenetic Toolkit

Manipulates, analyzes, and visualizes phylogenetic and hierarchical trees with seamless NCBI taxonomy integration.

GWAS Database Integration

Queries the NHGRI-EBI GWAS Catalog to retrieve genetic variant associations, trait data, and genomic summary statistics.

Scientific Literature Reviewer

Conducts systematic, comprehensive literature reviews across multiple scientific databases with verified citations and professional formatting.

ZINC Database Access

Connects Claude to the ZINC22 database to perform chemical compound searches, virtual screening, and drug discovery workflows.

Claude Opus 4.5 Migration Guide

Migrates codebases and prompts from Claude Sonnet 4.0, 4.5, or Opus 4.1 to the Opus 4.5 model across multiple platforms.

Excel & Spreadsheet Automation

Generates, edits, and analyzes complex Excel workbooks using dynamic formulas, professional financial formatting, and automated data validation.

Denario Scientific Research Automation

Automates end-to-end scientific research workflows from data analysis and hypothesis generation to publication-ready LaTeX manuscripts.