Data Science & ML Claudeスキル

Survey Seed Harvest

Extracts taxonomy seeds and hierarchical topics from academic survey papers to bootstrap research structures.

Evidence Synthesis Writer

Synthesizes structured research data into comprehensive, evidence-backed narratives for systematic reviews.

AgentDB Learning Plugins

Empowers Claude to create, train, and deploy self-learning autonomous agents using nine specialized reinforcement learning algorithms.

Research Evidence Auditor

Audits research claims against supporting evidence to identify gaps, unsupported assertions, and weak evaluation protocols.

AgentScope Analyzer

Facilitates deep analysis and navigation of the AgentScope library to assist in building multi-agent systems.

Screening Manager

Manages systematic literature screening by evaluating titles and abstracts against formal research protocols to generate auditable logs.

Systematic Review Bias Assessor

Standardizes and populates risk-of-bias assessment fields in evidence extraction tables to ensure research quality and transparency.

Financial Statement Analyzer

Calculates and interprets key financial ratios and performance metrics from corporate financial statements to support investment analysis.

Claude Opus 4.5 Migration Guide

Migrates codebase references, API calls, and prompts from previous Claude models to the Opus 4.5 architecture.

Financial Modeling Suite

Generates sophisticated financial models including DCF analysis, Monte Carlo simulations, and risk assessments for investment decision-making.

AgentDB Vector Search

Implements high-performance semantic vector search and intelligent document retrieval for Claude-powered RAG systems.

Taxonomy Builder

Generates structured, multi-level research taxonomies from paper sets to anchor survey outlines and content mapping.

LLM Council

Orchestrates a multi-model deliberation process using Fireworks AI to generate high-quality, synthesized answers through consensus and peer ranking.

LaTeX Rhythm Refiner

Refines LaTeX academic prose by optimizing sentence rhythm, removing filler phrases, and preserving citation integrity.

ArXiv Paper Writer (IEEEtran)

Generates comprehensive ML/AI review papers using the IEEEtran LaTeX template with verified BibTeX citations and structured issue tracking.

European Nucleotide Archive Integration

Accesses and retrieves genomic data, including DNA/RNA sequences and raw reads, from the European Nucleotide Archive (ENA) via REST APIs and FTP.

ToolUniverse Scientific Research Tools

Empowers AI agents to conduct complex scientific research by providing standardized access to over 600 specialized tools across bioinformatics, genomics, and drug discovery.

SCVI Tools for Single-Cell Omics

Analyzes single-cell omics data using deep generative models for batch correction, integration, and differential expression.

NeuroKit2 Biosignal Processing

Processes and analyzes complex physiological signals including ECG, EEG, EDA, and respiratory data for scientific research and clinical applications.

ENA Database Integration

Accesses and retrieves genomic data, sequences, and metadata from the European Nucleotide Archive via REST APIs and FTP.

NeuroKit2 Biosignal Analysis

Processes and analyzes complex physiological signals including ECG, EEG, EDA, and respiratory patterns for psychophysiological research.

Pinecone Vector Database Integration

Streamlines the implementation and management of Pinecone vector databases for production-grade AI and RAG applications.

PyHealth Clinical AI Toolkit

Develops and deploys specialized machine learning models for healthcare using clinical datasets, medical coding systems, and deep learning architectures.

FluidSim CFD Framework

Simulates complex fluid dynamics using high-performance Python pseudospectral methods for Navier-Stokes and geophysical flow equations.

FluidSim CFD Framework

Simulates high-performance fluid dynamics using pseudospectral methods and Python-based HPC workflows.

gget Bioinformatics Toolkit

Provides unified access to 20+ genomic databases and analysis methods for rapid bioinformatics research and sequence analysis.

COBRApy Metabolic Modeling

Performs constraint-based metabolic modeling and simulation for systems biology and metabolic engineering applications.

Hypogenic Scientific Hypothesis Generator

Automates the generation, refinement, and testing of scientific hypotheses using data-driven insights and literature integration.

Plotly Data Visualization

Generates interactive, publication-quality data visualizations and dashboards using the Plotly Python library.

NeuroKit2 Biosignal Analysis

Processes and analyzes complex physiological signals including ECG, EEG, and EDA using a comprehensive Python toolkit.