Data Science & ML Claude 스킬

Polars Data Processor

Accelerates data manipulation and analysis using the high-performance Polars DataFrame library and expression-based API.

GTars Genomic Analysis

Analyzes and processes genomic interval data using high-performance Rust-based tools and Python bindings.

RAG System Architect

Architects production-grade Retrieval-Augmented Generation (RAG) systems and vector search infrastructures for knowledge-grounded AI applications.

vLLM Dependency & Build Comparator

Compares vLLM requirements and Dockerfiles across versions to identify dependency changes and build configuration shifts.

OBO Ontology Editor

Streamlines the editing, querying, and management of scientific ontologies in the Open Biomedical Ontologies (OBO) format.

Ontology Access Kit (OAK)

Enables complex ontology querying, mapping, and visualization using the Ontology Access Kit (OAK) library.

Mojo Native DType Migration

Migrates custom Mojo data type implementations to native built-in dtypes for improved performance and code maintainability.

DOSDP Design Patterns

Applies Dead Simple Ontology Design Patterns to ensure consistency in term creation, naming conventions, and logical definitions.

12-Factor Agent Architecture Analyzer

Audits and evaluates AI agent codebases for compliance with the 12-Factor Agents methodology to ensure production-grade reliability.

Deep Agents Architecture Decisions

Guides architectural decisions for complex AI agent systems including subagent delegation, persistence strategies, and custom middleware.

LangGraph Architecture Guide

Provides expert guidance on architectural patterns, state management, and multi-agent coordination for LangGraph applications.

PydanticAI Model Integration

Integrates and manages diverse LLM providers in PydanticAI with support for fallback models, streaming, and usage tracking.

OBO Ontology Editor

Simplifies the process of editing, querying, and managing OBO format ontologies through specialized scripts and standardized curation workflows.

PydanticAI Tool System

Simplifies the registration and implementation of PydanticAI tools with automated context handling and type-safe function calling.

Excel Spreadsheet Management

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

Docling Document Parser

Parses and converts complex documents like PDFs, Word, and PowerPoint into structured, layout-aware data for AI and RAG pipelines.

PDF Processing Pro

Automates complex PDF workflows including form filling, table extraction, OCR, and batch operations with production-grade validation.

Agent Config Validator

Validates agent YAML configurations and frontmatter to ensure compliance with ML Odyssey requirements.

Code Performance Optimizer

Identifies performance bottlenecks and recommends optimization strategies to improve execution speed and resource efficiency.

Mojo SIMD Optimization

Optimizes Mojo tensor and array operations by implementing parallel computation through SIMD vectorization patterns.

Mojo SIMD Performance Analyzer

Identifies vectorization opportunities in Mojo code to maximize hardware performance using SIMD instructions.

PydanticAI Debugging & Best Practices

Identifies and fixes common implementation errors and architectural pitfalls when building PydanticAI agents.

Vercel AI SDK Integration

Streamlines the development of AI-powered chat interfaces with streaming, tool calling, and multi-step reasoning patterns.

PydanticAI Dependency Injection

Implements structured dependency injection for PydanticAI agents to manage database connections, API clients, and external resources.

Paper2Code

Converts research papers from arXiv URLs or PDF files into functional, executable code through a structured multi-stage pipeline.

LangGraph Implementation

Implements stateful agent graphs and multi-actor workflows using the LangGraph framework.

AI Music Generator

Generates custom high-fidelity AI music and soundtracks via the ElevenLabs Music API using text prompts or structured compositions.

DOSDP Ontology Design Patterns

Ensures consistency in ontology term creation by applying Dead Simple Ontology Design Patterns (DOSDP) for standardized naming, definitions, and logical axioms.

Ontology Access Kit (OAK)

Provides advanced capabilities for querying, visualizing, and manipulating complex ontologies through the Ontology Access Kit (OAK).

PyAV FFmpeg Integration

Provides comprehensive guidance and code patterns for PyAV, the high-performance Pythonic bindings for FFmpeg media libraries.