Data Science & ML Agent Skills

Trading Performance Analysis

Analyzes Interactive Brokers CSV statements to uncover trading edges, identify risk management patterns, and generate professional performance reports.

Kymera Mean-Reversion Optimizer

Optimizes mean-reversion trading strategy parameters through real-time performance analysis and pattern identification.

Kokoro Local Text-to-Speech

Converts text and long-form markdown documents into high-quality audio locally using the Kokoro-82M model optimized for Apple Silicon.

ToolUniverse Scientific Research

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

PubChem Database Explorer

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

SimPy Discrete-Event Simulation

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

RAN Optimizer

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

Prompt Engineer

Engineers and optimizes high-quality LLM prompts across multiple models using established best practices and systematic refinement techniques.

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.

Prompt Engineering Expert

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

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.

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.

Google OR-Tools Optimizer

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

Data Gouv France

Accesses, downloads, and analyzes French public open data from data.gouv.fr using a specialized Python library and integrated documentation.

Anomaly Detection System

Identifies unusual patterns and outliers in complex datasets using advanced machine learning algorithms.

Sentiment Analysis Tool

Analyzes text data to identify emotional tone and classify sentiment as positive, negative, or neutral.

DuckDB for Scientific Data

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

AI Prompt Engineering & Optimization

Optimizes LLM prompts to minimize token usage, reduce operational costs, and enhance model response quality through automated refinement.

Prompt Optimizer for AI & ML

Refines and compresses LLM prompts to minimize token usage, lower operational costs, and maximize response quality.

Data Wrangler

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

Hypothesis Testing Framework

Guides users through a scientifically rigorous five-phase hypothesis testing process to eliminate bias and p-hacking in data analysis.

Scientific Visualization

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

Dataset Catalog Review

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

AI Ethics & Fairness Validator

Validates the ethical implications and fairness of AI/ML models and datasets to ensure responsible development and bias mitigation.

Trading Strategy Research

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

ML Fundamentals

Master core machine learning pillars including data preprocessing, feature engineering, and robust model evaluation pipelines.

Statistical Analysis

Applies rigorous statistical methods and hypothesis testing to derive data-driven insights and validate experimental results.