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GitHub Actions CI/CD for Python/PyInstaller Windows desktop apps — matrix builds, Azure Trusted Signing via OIDC, Release Drafter, dependency caching, artifact attestation. Use when setting up or modifying CI/CD for a Python Windows .exe release pipeline.

Use when reviewing AI-generated code, apps, workflows, skills, PRDs, GitHub repos, or automation outputs before accepting or publishing them. Trigger this whenever the user asks whether an agent's work is actually usable, complete, safe, non-hallucinated, or ready to merge.

Visual design review using Playwright screenshots against mern-styleguide.

Generate an energy-optimized, time-blocked daily plan

Zero-downtime migration planning, compatibility validation, and rollback strategy generation. Tools for system, database, and infrastructure migrations with minimal business impact. Use when planning a database migration, infrastructure cutover, system replacement, or any high-risk transition that needs explicit rollback paths.

Deep learning framework (PyTorch Lightning). Organize PyTorch code into LightningModules, configure Trainers for multi-GPU/TPU, implement data pipelines, callbacks, logging (W&B, TensorBoard), distributed training (DDP, FSDP, DeepSpeed), for scalable neural network training.

End-to-end research-to-manuscript pipeline orchestrator. Sequences invocations of the research, compose, and critique skills with mandatory checkpoints. 2 modes: pipeline (full multi-stage run from question scoping through final deliverable) and resume (continue a prior run from its saved checkpoint pipeline-logbook). Engage when the user wants an end-to-end research workflow rather than a single

协调项目执行、跟踪进度并管理风险。当用户需要管理项目、跟踪进度、协调团队间工作，或说"项目状态"、"跟踪这个项目"、"进度如何"时使用。即使没有明确说"项目协调"，当用户正在管理执行、依赖关系或跨团队工作时也应激活。

Realiza uma auditoria técnica e SEO completa de uma loja online na plataforma Horoshop (horoshop.ua) via API e análise de páginas públicas.

Auto-repair what /llm-wiki-stack:llm-wiki-lint reports. Idempotent — running twice on a clean tree produces no diff. Trigger when the user says "fix the lint errors", "repair the wiki", "auto-fix", or invokes /llm-wiki-stack:llm-wiki-fix directly. Expects a fresh lint report in context, or runs its own lint pass internally.

Crie habilidades portáteis de nível S com orientação de qualidade abrangente, cobrindo todo o ciclo de vida, da definição do caso de uso à testagem, distribuição e iteração. Use-a para criação, aprimoramento, auditoria ou aprendizado das melhores práticas de construção de habilidades.

Use when auditing a GitHub repository, open source project, skill pack, template, CLI, MCP server, or developer tool before publishing or promoting it.