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FastAPI/Python 백엔드 코드 작성·리뷰 시 자동 참조. 비동기 프로그래밍, Pydantic 스키마, 기능/책임 단위 모듈화 원칙.

Run vet immediately after ANY logical unit of code changes. Do not batch your changes, do not wait to be asked to run vet, make sure you are proactive.

Expert at organizing and managing documentation structure across projects. Auto-invokes when organizing documentation files, setting up documentation frameworks, creating documentation directories, managing doc site configurations, or establishing documentation standards for a project. Provides guidance on documentation architecture and tooling.

Crie aplicações de IA com o SDK Python do Azure AI Projects (azure-ai-projects), ideal para clientes Foundry, criação de agentes versionados, avaliações, gerenciamento de recursos e uso de clientes compatíveis com OpenAI. Para operações de agente de baixo nível, use a skill azure-ai-agents-python.

Use when starting feature work that needs isolation from current workspace or before executing implementation plans - creates isolated git worktrees with smart directory selection and safety verification

飞书审批 API：审批实例、审批任务管理。

Esta skill infere redes reguladoras de genes (GRNs) a partir de dados de expressão gênica usando algoritmos escaláveis como GRNBoost2 e GENIE3. É ideal para analisar dados transcriptômicos (RNA-seq em massa e de célula única) para identificar relações entre fatores de transcrição e genes-alvo, suportando computação distribuída para grandes conjuntos de dados.

Create reproducible bioinformatics analysis reports with R Markdown including code, results, and visualizations in HTML, PDF, or Word format. Use when generating analysis reports with RMarkdown.

Security patterns for session keys, caching, logging, and environment variables. Use when implementing authentication, caching sensitive data, or setting up logging. Triggers on: session key, private key, cache, logging, secrets, environment variable.

Swift 6.2 Approachable Concurrency — single-threaded by default, @concurrent for explicit background offloading, isolated conformances for main actor types.

Use when executing implementation plans with independent tasks in the current session

Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate external APIs or services, whether in Python (FastMCP) or Node/TypeScript (MCP SDK).