Desenvolvimento

Use at the beginning of every work session - establishes context by checking GitHub project state, reading memory, verifying environment, and orienting before starting work

Karpathy 风格 LLM Wiki / markdown knowledge base 工作流。用于 ingest、query、lint 持久化知识库；先做 orientation，再按 analysis -> generation 维护 wiki。

Creates specs before coding. Use when starting a new project, feature, or significant change and no specification exists yet. Use when requirements are unclear, ambiguous, or only exist as a vague idea.

Limpa, condensa e reestrutura uma transcrição de entrevista bruta para publicação, removendo falsos começos e preenchimentos, condensando repetições, reordenando para fluxo narrativo e preservando a voz autêntica do entrevistado.

Setup Sentry Metrics in any project. Use this when asked to add Sentry metrics, track custom metrics, setup counters/gauges/distributions, or instrument application performance metrics. Supports JavaScript, TypeScript, Python, React, Next.js, and Node.js.

Adapts print-formatted article text — including column breaks, orphaned lines, print-specific conventions, and layout-dependent phrasing — for clean web publication, producing copy that reads naturally in a single-column digital environment.

Writes a comprehensive visual identity prompt for a show, channel, or publication — a master brief that defines the complete visual language and can be used to art-direct any asset in the project's visual system.

Code review stage — multi-AI semantic drift detection with AC tracing

Use when implementing features or fixes - test-driven development with RED-GREEN-REFACTOR cycle and full code coverage requirement

Initialize documentation manifest for git-doc-mcp. Scans the project for documentation files (*.md, READMEs, ADRs, etc.), creates .mcp/manifest.yml with resource entries and search tools, and configures .mcp.json for the git-doc-mcp MCP server. Run this once when setting up project documentation.

Writes a professional, strategically crafted follow-up email to a source or interview subject who has not responded to an initial outreach, calibrated to the relationship, the urgency, and how many times you have already followed up.

Use when committing changes to git - provides best practices for staging, commit messages, signing, and handling hook failures