Data Science & ML Agent Skills

Runware AI Provider Integration

Automates the discovery and implementation of Runware AI image and video generation models into the CreativeEditor SDK.

AutoRegMonkey Econometrics Agent

Automates complex econometric analysis by integrating LLM planning with RAG knowledge, Stata modeling, and Python data processing.

Excel Spreadsheet Operations

Automates the creation, editing, and analysis of Excel spreadsheets with support for complex formulas and industry-standard financial modeling.

Data Processing Essentials

Streamlines data manipulation and analysis workflows using industry-standard Python libraries like Pandas.

R Development Style Guide

Enforces professional R coding standards, naming conventions, and Tidyverse-aligned function design patterns.

Scientific Python Packaging

Standardizes the creation of distributable Python packages using modern Scientific Python community best practices and Hatchling build backends.

Code Quality Tools for Python

Automates linting, formatting, and static type checking for scientific Python projects using Ruff, MyPy, and pre-commit hooks.

Tidyverse Modern R Patterns

Implements modern R programming standards using the latest tidyverse features and native pipe syntax.

Excel & Spreadsheet Automation

Automates advanced spreadsheet creation, editing, and financial modeling with dynamic formulas and industry-standard formatting.

Excel & Spreadsheet Automation

Automates the creation, editing, and analysis of professional Excel spreadsheets with advanced formula support and financial modeling standards.

Modern Rlang Patterns

Implements robust R metaprogramming and tidy evaluation patterns using the rlang framework.

PDF Data Extractor

Extracts structured text and tables from PDF documents using multiple intelligent backends to create LLM-ready markdown.

Treasure Data Agent Development

Develops and manages sophisticated LLM agents within the Treasure Data ecosystem using a YAML-based configuration workflow.

AI Agent Prompt Patterns

Provides structured patterns and best practices for crafting reliable system prompts for AI agents.

OpenAI Prompt Engineer

Generates and optimizes high-quality prompts for modern large language models using advanced techniques like chain-of-thought, few-shot learning, and structured formatting.

OrcaFlex Model Generator

Automates the construction of complex OrcaFlex offshore engineering models using a modular component assembly approach and pre-validated templates.

Mycelia Planning Scope

Standardizes the auditing of planning documents for the Mycelia multiomics platform by cross-referencing source code, tests, and infrastructure.

Bioinformatics Tool Integration

Standardizes the integration, citation, and testing of external bioinformatics tools within the Mycelia multiomic framework.

Pixi Package Manager

Manages fast, reproducible scientific Python environments by unifying conda and PyPI ecosystems with multi-platform lockfile support.

AgentDB Vector Search

Implements high-performance semantic vector search for RAG systems and intelligent document retrieval using AgentDB's ultra-fast indexing.

HPC Context for Mycelia

Optimizes Mycelia multiomic analysis workflows for High Performance Computing (HPC) environments and SLURM workload managers.

R Performance Optimizer

Optimizes R code through professional profiling, benchmarking, and implementation of high-performance backend patterns.

ML & AI Benchmarking

Facilitates methodologically rigorous ML and AI benchmarking experiments using xetrack and DuckDB.

Git + DVC Experiment Versioning

Manages machine learning experiment versioning and reproducibility using Git, DVC, and xetrack.

OpenDART Korean Corporate Data

Retrieves and analyzes South Korean corporate disclosures, financial statements, and shareholder reports via the OpenDART REST API.

Kie AI Video Generator

Generates high-quality AI videos using a unified interface for state-of-the-art models like Google Veo, OpenAI Sora, and Kling.

Data Profiling & EDA

Generates comprehensive data profiling reports and automated exploratory data analysis (EDA) for various datasets.

PydanticAI Agent Framework

Builds production-grade Python agents using Pydantic for strict type validation and dependency injection.

Econometrics RAG Assistant

Queries a specialized vector database of Bruce Hansen's econometrics textbook to provide accurate academic references and theoretical context.

Julia Style Guide for Mycelia

Enforces strict Julia coding standards and import rules for high-performance multiomic analysis and biological data integration.