Data Science & ML Claudeスキル

Spark Optimization Pro

Optimizes Apache Spark data processing jobs through advanced partitioning, memory management, and shuffle tuning.

Prompt Engineering Expert

Transforms Claude into a specialized prompt architect for designing, optimizing, and debugging complex AI instructions and agent behaviors.

SimPy Discrete-Event Simulation

Builds complex process-based discrete-event simulations in Python to model systems with shared resources and time-based events.

LangChain4J Vector Stores Configuration

Configures and optimizes vector databases for Retrieval-Augmented Generation (RAG) applications using the LangChain4J framework.

PubChem Database Explorer

Accesses and analyzes chemical data from the world's largest open chemical database using PUG-REST and PubChemPy.

HMDB Scientific Database Access

Access and interpret the Human Metabolome Database for metabolite identification, biomarker discovery, and clinical chemistry research.

ZINC Database Explorer

Accesses the ZINC database of 230M+ purchasable compounds for drug discovery, molecular docking, and chemical informatics.

ToolUniverse Scientific Research

Empowers AI agents to perform complex scientific research tasks using a unified ecosystem of 600+ specialized tools and databases.

ESS-DIVE DeepDive Explorer

Queries the ESS-DeepDive fusion database to retrieve field-level metadata and dataset file information for environmental science research.

Excel Automation and Financial Modeling

Automates professional spreadsheet creation, complex financial modeling, and advanced data analysis within Claude Code.

D3.js Data Visualization

Builds sophisticated, interactive, and data-driven visualizations using the D3.js library for custom charts and complex diagrams.

Advanced Excel & Spreadsheet Automator

Automates the creation, editing, and analysis of professional spreadsheets with support for complex formulas and financial modeling standards.

Adaptive Training Plan Adjuster

Recalibrates upcoming training sessions dynamically based on recent performance, user feedback, and safety constraints.

SymPy Symbolic Mathematics

Performs exact symbolic computation, calculus, and equation solving in Python to handle complex mathematical formulas without numerical approximation.

Qiskit Quantum Computing

Builds, optimizes, and executes quantum circuits and algorithms across various hardware providers and simulators.

KEGG Database Connector

Facilitates direct REST API access to the KEGG database for bioinformatics research, pathway analysis, and gene mapping.

Gene Database

Queries the NCBI Gene database to retrieve comprehensive genomic information, including sequences, annotations, and functional data.

Multi-Agent System Orchestrator

Orchestrates sophisticated multi-agent systems with intelligent routing, handoffs, and collaborative workflows across AI providers.

GWAS Database Explorer

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

Dask Parallel Computing

Enables parallel and distributed computing for Python data science workflows to process datasets larger than available memory.

Seaborn Statistical Visualization

Generates professional, publication-quality statistical graphics and complex multi-panel data visualizations using Python's Seaborn library.

scvi-tools for Single-Cell Analysis

Facilitates advanced probabilistic modeling and analysis of single-cell omics data using deep generative models.

LangGraph Fine-Tuning Optimizer

Optimizes LangGraph application performance through iterative prompt engineering and node-level logic refinements based on quantitative evaluation criteria.

Mass Spectrometry Analysis with PyOpenMS

Analyzes mass spectrometry data for proteomics and metabolomics workflows using the PyOpenMS library.

Scikit-learn ML Suite

Streamlines machine learning workflows in Python by providing expert guidance on scikit-learn algorithms, data preprocessing, and production-ready pipelines.

GEO Database Access

Integrates with the NCBI Gene Expression Omnibus (GEO) to search, download, and analyze high-throughput functional genomics datasets.

LangGraph Architecture Analysis

Analyzes LangGraph application workflows to identify performance bottlenecks and propose architecture-level optimizations for cost, latency, and accuracy.

Histolab Pathology Toolkit

Processes and prepares whole slide pathology images for deep learning and digital pathology workflows.

LangGraph Master Agent Builder

Facilitates the end-to-end development of sophisticated AI agents and stateful workflows using the LangGraph framework.

ENA Database Access

Accesses and retrieves nucleotide sequences, raw reads, and genome assemblies from the European Nucleotide Archive for bioinformatics workflows.