Desenvolvimento

Detects circadian and ultradian rhythms in time-series omics data using CosinorPy cosinor models, MetaCycle (JTK_CYCLE, ARSER), and RAIN non-parametric tests. Fits cosine models to estimate phase and amplitude, tests rhythmicity significance at pre-specified periods. Use when testing for 24-hour or other known-period oscillations in circadian, feeding-fasting, or light-dark cycle experiments. Not

Use esta ferramenta para criar, empacotar, publicar, manter, renomear ou verificar o status de plugins do Claude Code. Ela também suporta a conversão de configurações pessoais, adição de marketplaces, hospedagem no GitHub, submissão ao marketplace oficial da Anthropic e gerenciamento de atualizações.

Mirador compartilha artefatos gerados por IA no Git. Ativa-se imediatamente ao colar blocos @mirador-invitation, @mirador-request ou @mirador-response, ou ao iniciar uma sessão em um workspace Mirador ou diretório .mirador-link, carregando o contexto e fornecendo um resumo.

Validate that a code file complies with the ≤50 effective lines micro-task rule

TanStack Query v5 patterns and common pitfalls. Use when implementing data fetching, cache invalidation, or debugging stale data issues. Triggers on: useQuery, useMutation, queryKey, invalidate, TanStack, React Query.

Generate SLURM `sbatch` job scripts and sanity-check HPC resource requests (nodes, tasks, CPUs, memory, GPUs) for simulation runs. Use when preparing submission scripts, deciding MPI vs MPI+OpenMP layouts, standardizing `#SBATCH` directives, or debugging job launch configuration (`sbatch`/`srun`).

Use when the user asks to run Codex CLI (codex exec, codex resume) or references OpenAI Codex for code analysis, refactoring, or automated editing. Uses GPT-5.5 by default for state-of-the-art software engineering.

Context handoff for fresh sessions. Saves unsaved session knowledge to notebook, then produces a short orientation block to paste into a new chat. Use when user says '/memento', 'hand off context', 'prepare for fresh chat', 'save and brief', or before clearing context. NOT for: recovering context (use /notebook recover) or saving a single note.

Guidelines on writing tests for the backend

Use when the user asks for a nuclear review, a thermonuclear audit, a deep maintainability sweep, a structural audit of the whole codebase, or a "harsh" pass on a branch. Stricter and more structural than /kanso-audit.

Padrões opinativos de desenvolvimento backend para microsserviços Node.js + Express + TypeScript, abrangendo arquitetura em camadas, padrão BaseController, injeção de dependência, repositórios Prisma, validação Zod, unifiedConfig, rastreamento de erros Sentry, segurança assíncrona e disciplina de testes.

You are an error tracking and observability expert specializing in implementing comprehensive error monitoring solutions. Set up error tracking systems, configure alerts, implement structured logging, and ensure teams can quickly identify and resolve production issues.