Data Science & ML Agent Skills

Agentic Design Patterns

Provides architectural patterns and implementation guides for building reliable autonomous AI agent systems.

Globus Dataset Staging

Manages large-scale scientific dataset transfers between remote Globus endpoints and high-performance computing clusters.

Strategy Optimization for Finance

Implements a systematic methodology for diagnosing, refining, and validating trading strategies to improve win rates and returns.

Research & Professional Analysis

Provides structured methodologies and frameworks for market research, competitor analysis, and professional data synthesis.

LangGraph Python Expert

Architects and implements sophisticated, stateful multi-agent LLM applications using LangGraph and Python.

PufferLib RL Framework

Develops high-performance reinforcement learning systems with optimized PPO training, vectorized simulations, and multi-agent support.

Gemini CLI Integration

Integrates the Google Gemini CLI into Claude to provide large-context analysis, safe sandbox execution, and structured code modifications.

Hugging Face Space Deployer

Deploys machine learning models to Hugging Face Spaces using optimized configurations for Gradio, ZeroGPU, and LoRA adapters.

DSPy.rb for Claude Code

Builds type-safe, modular LLM applications using Ruby's programmatic prompt framework with signatures and automated optimization.

Research Question Refiner

Transforms vague research interests into concrete, measurable, and tractable research questions through systematic refinement and feasibility analysis.

Experiment Design Checklist

Generates rigorous experimental frameworks for scientific research and machine learning projects to ensure statistically significant and defensible results.

Histolab Pathology Toolkit

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

Mass Spectrometry Analysis with PyOpenMS

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

NLP Basics

Simplifies text analysis and processing using modern NLP techniques including embeddings, tokenization, and transformer models.

Scikit-learn ML Suite

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

Supervised Learning Model Builder

Builds, tunes, and evaluates production-ready classification and regression models using industry-standard machine learning algorithms.

scvi-tools for Single-Cell Analysis

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

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.

arXiv Research Terminal

Fetches, searches, and manages academic papers from arXiv through a local CLI-based database.

Genome Analyzer

Analyzes genomic VCF files to provide personalized insights on health, metabolism, and genetic traits.

Qiskit Quantum Computing

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

Gemini Image Generator

Generates and transforms high-quality images using Google's Gemini models through customizable Python scripts.

SymPy Symbolic Mathematics

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

Claude Model Selection

Guides the selection of the optimal Claude model for custom agent tasks based on cost, speed, and reasoning requirements.

ToolUniverse Scientific Research

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

LLM Model Auto-Updater

Synchronizes and updates the latest LLM model specifications, pricing, and API documentation automatically.

PubChem Database Explorer

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

NLP Text Analyzer

Analyzes textual data to extract sentiments, keywords, and core topics using advanced natural language processing techniques.

SimPy Discrete-Event Simulation

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