Data Science & ML Agent Skills

arXiv Research Terminal

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

Seaborn Statistical Visualization

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

Dask Parallel Computing

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

Genome Analyzer

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

Gemini Image Generator

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

Qiskit Quantum Computing

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

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.

LLM Model Auto-Updater

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

ToolUniverse Scientific Research

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

NLP Text Analyzer

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

PubChem Database Explorer

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

Google OR-Tools Optimizer

Solves complex combinatorial optimization problems including vehicle routing, scheduling, and resource allocation using Google's open-source suite.

Pivot Pipeline Stage Writer

Streamlines the creation of Pivot data pipeline stages using Python type annotations for automated file I/O and caching.

AWS FDE for AI/ML

Builds production-ready AI/ML prototypes and POCs on AWS with cost optimization and Well-Architected best practices.

SimPy Discrete-Event Simulation

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

AI Engineering & Prompt Patterns

Provides standardized patterns and architectural best practices for prompt engineering, AI agent orchestration, and Claude Code configuration.

RAN Optimizer

Optimizes Radio Access Network performance using autonomous swarm coordination and cognitive temporal reasoning.

Dataset Catalog Review

Audits and validates dataset catalog entries to ensure metadata consistency, template compliance, and RAG-readiness.

DuckDB for Scientific Data

Integrates high-performance analytical SQL capabilities into Python workflows for efficient data processing and large-scale querying.

Prompt Engineering Expert

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

Data Wrangler

Transforms and analyzes large datasets using DuckDB SQL directly within the Claude Code environment.

Opentrons Lab Automation

Automates laboratory liquid handling workflows by generating and optimizing Opentrons Protocol API v2 scripts for Flex and OT-2 robots.

Scientific Visualization

Generates publication-quality scientific figures and multi-panel plots adhering to journal standards and accessibility guidelines.

Financial Modeling

Builds comprehensive financial models including DCF analysis, sensitivity testing, and Monte Carlo simulations for investment and valuation decisions.

Multi-Agent System Orchestrator

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

Adaptive Training Plan Adjuster

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

Advanced Excel & Spreadsheet Automator

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

AI Multimodal Content & Analysis

Integrates Google Gemini's advanced multimodal capabilities to process, analyze, and generate professional audio, image, and video content directly within your workflow.

Trading Strategy Research

Streamlines the development, validation, and systematic documentation of trading strategies and market edges.