Data Science & ML Agent Skills

COSMIC Cancer Mutation Database

Accesses and queries the world's largest database of somatic mutations for cancer research and precision oncology applications.

Statistical Analysis Assistant

Guides researchers through test selection, automated assumption checking, and APA-formatted statistical reporting.

scVelo RNA Velocity Analysis

Performs advanced RNA velocity analysis to infer cell state transitions and developmental trajectories from single-cell transcriptomics data.

Datamol Cheminformatics

Simplifies molecular cheminformatics and drug discovery workflows by providing a Pythonic interface to RDKit with sensible defaults.

QuTiP Quantum Simulation

Simulates and analyzes open quantum systems, master equations, and quantum optics dynamics using the QuTiP library.

FRED Economic Data

Queries the Federal Reserve Economic Data (FRED) API to retrieve, analyze, and transform over 800,000 global economic indicators and time series.

Pydicom Medical Imaging

Processes and manipulates DICOM medical imaging data including metadata extraction, pixel array processing, and automated anonymization.

BRENDA Enzyme Database Access

Accesses the comprehensive BRENDA database to retrieve enzyme kinetic parameters, reaction equations, and biochemical data for metabolic analysis.

Perplexity AI Search

Performs real-time AI-powered web searches using Perplexity models to provide grounded answers with source citations.

ML Model Explainability Tool

Provides automated interpretability and explainability for machine learning models by analyzing feature importance and prediction logic.

Agent Harness Construction

Optimizes AI agent action spaces and tool definitions to improve task completion rates and error recovery.

fal.ai Media Generator

Generates high-quality images, videos, and audio using fal.ai's state-of-the-art AI models directly through Claude Code.

VideoDB AI Video Processing

Simplifies video and audio analysis, editing, and automation using AI-powered indexing and server-side processing.

AI Agent Harness Designer

Optimizes AI agent action spaces and tool definitions to maximize completion rates and system reliability.

Fal.ai Media Generation

Generates high-fidelity images, videos, and audio assets directly through the fal.ai MCP server.

LangChain Rate Limit Manager

Implements robust rate limiting and exponential backoff strategies for LangChain-based LLM applications.

Cost-Aware LLM Pipeline

Optimizes LLM API expenses through intelligent model routing, budget tracking, and efficient caching strategies.

Diverga: Social Science Research Suite

Orchestrates complex social science research and systematic reviews using 24 specialized agents and integrated academic database tools.

VideoDB Intelligence & Editing

Enables Claude to see, understand, search, and programmatically edit video and audio media through advanced indexing and timeline operations.

Universal Meta-Analysis Codebook

Standardizes meta-analysis data extraction through a multi-layered AI-human collaboration framework and automated statistical provenance.

Content-Hash File Caching

Optimizes expensive file processing pipelines by caching results based on content identity rather than file paths.

Vertex AI Agent Builder

Builds and deploys production-ready generative AI agents using Vertex AI, Gemini models, and Google Cloud infrastructure.

LLM Prompt Optimizer

Optimizes LLM prompts to reduce token consumption, lower API costs, and improve response performance.

LangChain Agent Orchestrator

Builds autonomous AI agents capable of tool calling and multi-step decision-making using the LangChain framework.

Horus Federated Taxonomy

Extracts and validates federated taxonomy tags from text to enable multi-hop graph traversal and structured memory storage.

Docling Advanced Document Extraction

Extracts structured data from complex PDFs, scanned documents, and multi-column layouts using the advanced Docling engine and Granite vision-language models.

Econometrics & Economic Modeling

Performs advanced econometric analysis including regression modeling, panel data estimation, and causal inference for economic and financial data.

AI Prompt Engineering Specialist

Optimizes AI agent behavior using structured XML system prompts, few-shot examples, and clear instruction hierarchies.

ALM System Reset

Wipes all stored learning data and reinitializes the Claude Code Learning Memory System to its default state.

Prompt Engineer

Designs and optimizes high-performance prompts to ensure LLM-powered applications follow instructions with precision and consistency.