Data Science & ML Agent Skills

PennyLane Quantum Computing

Develops and optimizes quantum circuits, hybrid quantum-classical models, and quantum machine learning workflows using PennyLane.

Bayesian Meta-Analysis Models

Provides comprehensive Bayesian meta-analysis templates using Stan and JAGS for advanced biostatistical evidence synthesis.

NetworkX Graph Analysis

Builds, analyzes, and visualizes complex network structures and graph algorithms within Python environments.

AgentDB Reinforcement Learning Plugins

Deploys and trains sophisticated reinforcement learning algorithms to create autonomous agents that improve through experience and reasoning.

MarkItDown

Converts diverse file formats like PDFs, Office docs, images, and audio into LLM-optimized Markdown.

Model Registry Maintainer

Manages and updates AI model registries, pricing structures, and context window limits for the MassGen backend.

Advanced Excel & Financial Modeling

Automates the creation, editing, and analysis of professional Excel workbooks with dynamic formulas and industry-standard financial modeling.

Multi-Agent Coordination Framework

Orchestrates complex multi-agent AI systems and human-AI teams using advanced communication patterns and consensus mechanisms.

AI Core Command Center

Deploys and manages a self-hosted AI infrastructure stack including LLM proxies, inference servers, vector databases, and observability tools.

Coercion & Duress Evidence Clerk

Analyzes historical document archives to identify and index evidence of forced surrenders, threats, and procedural irregularities with legal-grade precision.

NetworkX Graph Analysis

Analyzes and visualizes complex networks and graphs using the comprehensive NetworkX Python toolkit.

deepTools NGS Analysis

Processes and visualizes high-throughput sequencing data through specialized workflows for ChIP-seq, RNA-seq, and ATAC-seq.

Marimo Notebook Assistant

Streamlines the creation and management of reactive marimo notebooks for interactive data science and analytics workflows.

Financial Statement Analyzer

Analyzes financial statements to calculate and interpret key ratios for investment and corporate performance evaluation.

Marimo Notebook Inspector

Inspects Marimo notebook execution results and HTML snapshots to debug errors and verify cell outputs.

deepTools NGS Analysis

Processes, analyzes, and visualizes high-throughput sequencing data including ChIP-seq, RNA-seq, and ATAC-seq workflows.

deepTools NGS Analysis

Processes and visualizes high-throughput sequencing data like ChIP-seq, RNA-seq, and ATAC-seq with professional-grade command-line tools.

Financial Modeling Suite

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

Marimo Development Server

Deploys and manages reactive Python notebooks with hot-reloading capabilities for interactive development.

Model Registry Maintainer

Maintains and updates AI model registries, pricing databases, and backend capabilities for LLM-powered applications.

Model Registry Maintainer

Maintains and updates model registries, pricing data, and capability maps for LLM backends and providers.

Benchling R&D Integration

Automates laboratory data management by integrating Claude with the Benchling R&D platform for registry, inventory, and notebook operations.

Advanced Excel & Spreadsheet Automation

Manages complex spreadsheet creation, data analysis, and formula-driven financial modeling with high precision.

Benchling Integration

Automates Benchling R&D platform operations including sequence management, inventory tracking, and lab notebook entries via Python SDK and REST API.

OpenAlex Research Analytics

Queries and analyzes millions of scholarly works, authors, and citations using the OpenAlex open database API.

OpenAlex Scholarly Database

Queries and analyzes over 240 million scholarly works to conduct literature searches, citation analysis, and bibliometric studies.

Demographic Predictor

Predicts age, gender, and ethnicity from person data and images to enrich datasets and customer profiles.

Knowledge Ingestion Patterns

Implements systematic data ingestion strategies for RAG systems using optimized chunking and metadata patterns.

DrugBank Database Integration

Accesses and analyzes comprehensive pharmaceutical data from DrugBank for drug discovery and pharmacological research.

Financial Modeling Suite

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