Data Science & ML Agent Skills

Dagster Development & Orchestration

Provides expert guidance and standardized patterns for building scalable data pipelines using the Dagster asset-based orchestration framework.

Dagster Prototyper

Generates production-ready Dagster data assets and pipelines using natural language requirements and industry best practices.

Agent Creator

Architects specialized, production-ready AI agents using a rigorous 4-phase methodology and evidence-based prompting techniques.

Dagster Workspace Creator

Initializes and scaffolds organized multi-project environments for Dagster data orchestration using natural language.

Dagster Project Creator

Initializes new Dagster projects with a recommended structure using natural language commands.

RAG Implementation Specialist

Implements advanced Retrieval-Augmented Generation patterns, optimizing document chunking, embeddings, and search strategies for high-performance AI systems.

Autonomous Agent Architect

Builds reliable, production-ready autonomous AI systems using proven agentic patterns and strict reliability guardrails.

Dagster Integrations Index

Provides a comprehensive, categorized guide to over 82 Dagster integrations for data orchestration and engineering.

Autonomous Agent Architect

Builds and manages reliable AI agents using robust patterns like ReAct and Plan-Execute to ensure production-grade performance.

Scanpy Single-Cell Analysis

Analyzes high-dimensional single-cell gene expression data to identify cell types, states, and developmental trajectories.

QuTiP Quantum Dynamics

Simulates open and closed quantum system dynamics using the Quantum Toolbox in Python framework.

ProDy Protein Dynamics Analysis

Analyzes protein dynamics, evolution, and structural flexibility using Elastic Network Models and structural ensemble analysis.

SimPy Simulation Engine

Models complex real-world systems using process-based discrete-event simulation in Python.

COBRApy Metabolic Modeling

Models and analyzes large-scale metabolic networks in microorganisms using constraints-based reconstruction and flux balance analysis.

GeoPandas Geospatial Analysis

Performs advanced geospatial data manipulation and spatial analysis using the familiar Pandas API in Python.

Implement Paper From Scratch

Guides the step-by-step implementation of research papers from scratch to ensure deep understanding and technical reproducibility.

NetworkX Graph Analysis

Analyzes and manipulates complex network structures and graph algorithms using Python's leading network science library.

Scientific Agent Skill Template

Provides a standardized framework for developing specialized scientific research and data analysis capabilities within Claude Code.

Scientific Video Processing (scikit-video)

Simplifies scientific video analysis by providing a NumPy-based interface for FFmpeg, motion estimation, and video quality metrics.

Numba JIT Performance

Accelerates Python and NumPy code using Just-In-Time (JIT) compilation for machine-speed execution.

Xarray Scientific Data Analysis

Manages and analyzes multi-dimensional labeled arrays and datasets for scientific computing and physical sciences.

Hugging Face Transformers Integration

Integrates state-of-the-art machine learning models for natural language processing, computer vision, and scientific data analysis using the Hugging Face ecosystem.

JAX Scientific Computing

Accelerates Python and NumPy programs using composable transformations for high-performance machine learning and scientific simulations.

Shapely Geometry Operations

Performs advanced manipulation and analysis of 2D planar geometric objects using standardized algorithms.

PyTorch Deep Learning

Builds, trains, and optimizes high-performance neural networks and scientific computing models using the PyTorch framework.

FastAPI & Streamlit Deployment

Deploys scientific models and data applications using high-performance FastAPI backends and interactive Streamlit frontends.

CareerCopilot Agent Scaffolder

Automates the creation of standardized Python-based AI agents for autonomous career-focused tasks.

Research Taste Developer

Develops the analytical intuition to distinguish high-impact, foundational research from incremental work and academic noise.

SymPy Symbolic Mathematics

Performs complex symbolic mathematical operations including calculus, equation solving, and algebraic manipulation using the SymPy library.

Pysam Genomic Data Analysis

Manipulates and analyzes genomic alignment and variant files using the pysam library for high-throughput sequencing pipelines.