Desenvolvimento

Utilize quando o usuário perguntar o motivo de algo ter acontecido, qual o problema, para análise de causa raiz, depuração ou explicação de incidentes.

Verifies builds, recovers from errors, and applies review fixes. Use when user mentions ビルド, build, 検証, verify, エラー復旧, error recovery, 指摘を適用, apply fixes, テスト実行, tests fail, lint errors occur, CI breaks, テスト失敗, lintエラー, 型エラー, ビルドエラー, CIが落ちた. Do NOT load for: 実装作業, レビュー, セットアップ, 新機能開発.

Self-tuning question sensitivity + developer psychographic for gstack (v1: observational). Review which AskUserQuestion prompts fire across gstack skills, set per-question preferences (never-ask / always-ask / ask-only-for-one-way), inspect the dual-track profile (what you declared vs what your behavior suggests), and enable/disable question tuning. Conversational interface — no CLI syntax require

This skill should be used when the user is writing, reviewing, debugging, or architecting Python backend code using Litestar or FastAPI with SQLAlchemy or Advanced Alchemy. Provides expert critique covering SOLID principles, hexagonal architecture, repository/service patterns, dependency injection, async correctness, ORM usage, API design, anti-pattern detection, and modern Python patterns for mat

Intelligent bug fixing workflow combining root cause analysis, multi-model reasoning, Codex auto-fix, and comprehensive testing. Uses RCA agent, Codex iteration, and validation to systematically fix bugs.

Implement comprehensive evaluation strategies for LLM applications using automated metrics, human feedback, and benchmarking. Use when testing LLM performance, measuring AI application quality, or establishing evaluation frameworks.

Use when publishing a SKILL.md-style agent skill across uGig, sh1pt, GitHub/gists, and follow-on skill marketplaces such as ClawHub, Goose, LobeHub, Kilo, Skillstore, FreeMyGent, ClawMart, Manus, VS Code Agent Skills, and Moltbook.

Retrieve up-to-date documentation for software libraries, frameworks, and components via the Context7 API. This skill should be used when looking up documentation for any programming library or framework, finding code examples for specific APIs or features, verifying correct usage of library functions, or obtaining current information about library APIs that may have changed since training.

Padrões de programação funcional que promovem testabilidade, composibilidade e manutenibilidade.

Esta skill refatora CSS existente de estilos inline ou classes utilitárias para padrões semânticos. Ela é acionada por termos como "refatorar CSS" e transforma para classes semânticas com modo escuro e testes.

Compreende técnicas anti-engenharia reversa, ofuscação e proteção encontradas na análise de software. Utiliza-se para analisar binários protegidos, contornar anti-depuração em análises autorizadas ou entender mecanismos de proteção de software.

Aplique o framework Escrever/Selecionar/Comprimir/Isolar para gerenciar a janela de contexto. Use quando a tarefa for longa, a transcrição estiver inchada, o modelo estiver divagando ou antes de /holocron:handoff.