Design e Frontend

Use when AI receives messages starting with `[Remote System : type]`. Provides guidelines for handling system wake-up messages and email communication.

Overrides default LLM truncation behavior. Enforces complete code generation, bans placeholder patterns, and handles token-limit splits cleanly. Apply to any task requiring exhaustive, unabridged output.

Build reproducible bioinformatics pipelines with Snakemake using rules, wildcards, and automatic dependency resolution. Use when creating Python-based workflows, automating multi-step analyses with make-like dependency tracking, or running pipelines on HPC clusters with SLURM.

Esta skill deve ser usada ao criar novos componentes estilizados ou adicionar novas classes CSS. Ela orienta a nomeação semântica, composição Tailwind, suporte a modo escuro e cobertura de testes, sendo acionada por frases como criar componente ou adicionar estilos.

Create portable, standards-based bioinformatics pipelines with Common Workflow Language (CWL). Use when building workflows that need maximum portability across execution platforms, sharing pipelines with collaborators using different systems, or contributing to community workflow registries.

Upstream feature planning — requirement clarification, constraint discovery, design outline, vertical-slice task breakdown ordered by risk. Hands off to grill-with-docs and tdd. Use when starting new feature work from a vague request and no plan exists yet; if a plan or design already exists, use grill-with-docs to stress-test it instead.

GATK Best Practices for germline SNP/indel calling from WGS/WES BAMs. Per-sample HaplotypeCaller GVCFs, GenomicsDBImport, GenotypeGVCFs joint calling, VQSR or hard filters. Requires BWA-MEM2-aligned, markdup, BQSR BAMs. Use DeepVariant for a faster DL alternative; GATK is the NIH/ENCODE standard.

Build MCP servers with Node/TypeScript SDK — tools, resources, prompts, Zod validation, stdio vs Streamable HTTP. Use Context7 or official MCP docs for latest API.

Use isso antes de qualquer trabalho criativo, como criar funcionalidades, construir componentes, adicionar recursos ou modificar comportamentos. Explora a intenção do usuário, requisitos e design antes da implementação.

개발 견적서 자동 생성. 젭마인 산출물(spec, sections, api-spec)에서 기능을 추출하고, 비용 그룹별(개발비, 인건비, 클라우드, API, 잡비) 견적서를 엑셀로 출력. /estimate로 실행.

Master monorepo management with Turborepo, Nx, and pnpm workspaces to build efficient, scalable multi-package repositories with optimized builds and dependency management. Use when setting up monorepos, optimizing builds, or managing shared dependencies.

Build a throwaway prototype to flush out a question before committing to it. Routes between three branches — a runnable terminal app for state/business-logic questions (LOGIC), several radically different UI variations toggleable from one route (UI), or a focused spike that gives a binary verdict on whether a technical assumption holds (FEASIBILITY). Use when the user wants to prototype, sanity-ch