Business & Operations

Transform objectives into structured goals with plans. Use when user declares intent ("I want to...", "Goal is to...", "Achieve X by Y"). Decomposes into subgoals, milestones, success criteria.

Use when planning refactoring sprints, prioritizing technical debt backlog, justifying refactoring investment to executives, or creating data-driven roadmaps - calculates return on investment using effort-impact matrices and research-backed formulas

Tailor resumes to job descriptions using verified achievements from your lexicon - never fabricates, always traceable to source

Tailor resumes to job descriptions using verified achievements from your lexicon - never fabricates, always traceable to source

验证User Story格式和质量，检查是否符合As-I-Want-So三要素结构、角色明确、功能具体、价值清晰。适合在编写新US后、准备Sprint Planning前使用，当需要审核US质量时。帮助不熟悉敏捷的PM/BA识别格式问题、模糊角色、缺失价值等常见问题，确保US可理解、可排序、可开发。

为精炼的User Story增加真实场景描述、用户心理和具体对话，让US对PM/客户更亲切易懂。适合在US初稿完成后、需要向客户展示理解或准备验收时使用，当US格式正确但缺乏场景感时。帮助不熟悉敏捷的PM/BA、需要对外沟通的团队，通过丰富的场景感让需求文档更容易被理解和接受。

将技术性的NFR（非功能需求）约束转换为用户能感知的影响描述，用业务语言解释技术约束的价值。适合在NFR定义完成后、需要向客户或管理层解释时使用，当NFR过于技术化时。帮助不熟悉技术术语的PM/客户/BA理解NFR的业务意义，让技术约束变得亲切易懂。

将访谈记录、会议纪要、邮件沟通等非结构化内容快速转换为符合CRAFT标准的User Story草稿。适合在需求调研阶段使用，当有大量访谈笔记需要结构化时。帮助不会写US的PM/BA快速上手，从自然语言访谈记录自动提取As-Want-So结构，节省手动整理时间（1小时→10分钟）。

将抽象的Acceptance Criteria（Given-When-Then）转换为具体的数值示例和真实对话，让AC对PM/客户/测试人员更易懂。适合在AC编写完成后、准备测试或向客户展示时使用，当AC格式正确但过于抽象时。帮助不熟悉BDD的PM/BA/测试人员理解测试场景，让AC从抽象规则变成可直接用于手动测试的具体步骤。

审计spec_artifacts_registry.md的Stage 3条目一致性，确保AICTXT/GOAL/SC等都已注册。当IMPLEMENTATION artifact创建完成后使用。

生成Mock/Stub契约检查清单，enforcing test_suites.md的Mock策略规则。当TS中Mock策略确定后使用。

验证代码构建顺序，分析依赖关键路径，建议Sprint划分和交付优先级。当STRUCT和GOAL确定后使用。

检查VS→GOAL→SC覆盖完整性，确保每个VS都有对应的GOAL和SC。当GOAL和SC创建完成后使用，避免覆盖缺口导致验收失败。

确保GOAL粒度合理，不过粗或过细。当GOAL创建完成后使用，确保GOAL符合单一职责原则。

检查Given-When-Then格式规范性，发现场景缺口，提供丰富建议。当BDD场景编写完成后使用，确保场景质量符合CRAFT标准。

生成、维护、修剪AICTXT文档，保持在CRAFT大小限制内。当AICTXT创建和更新时使用。

Product management skill - Strategy, discovery, roadmaps, stakeholders

Engineering leadership skill - Team management, culture, growth, strategy

Entry point for ALL work requests - triages scope from trivial to massive, asks clarifying questions, and routes to appropriate planning skills. Use this when receiving any new work request.

Use for time-based grouping of issues into delivery phases. Creates, updates, and tracks milestones, associates issues and epics, monitors progress toward milestone completion.

Use when the user wants to create or refine Codex skills, improve skill descriptions, organize skill resources, or follow Codex skill best practices.

--- name: vibe-orchestrator description: Transform natural language descriptions into complete, working applications through AI orchestration ---

--- name: natural-language-sql description: Convert natural language queries to SQL and explain SQL in plain language ---

Use when handling customer inquiries on Xiaohongshu, responding to product questions, managing complaints and returns, building customer relationships through service, or training for e-commerce customer support excellence