Deeply Understand (codemap) — 持久化代码图谱 + 变更影响分析 + 理解地图。接手遗留项目 Day-1 / PR 影响分析 / 解释陌生代码 / PRD·ADR 前现状理解时用。编排 tools/codemap/ 的 codemap CLI
Use when uiux-designer is about to produce a design spec (spec.md) or static HTML prototype, or frontend-dev is about to build UI from a design.
Use when product-lead is about to run a release retrospective after a successful MAJOR or MINOR release push (PATCH skipped).
Use when product-lead is about to formalize a feature into a change folder (the OpenSpec-style intake that replaces PRD as of v6.9.0).
Use whenever a user, product-lead, or qa-engineer wants to create a GitHub issue in the project repo — including phrases like "提一个 issue / 写一个 issue / 报 bug / 把这个开成 issue / gh…
[DEPRECATED since v6.9.0 → removed in v7.0.0; use agf-writing-change instead] Legacy PRD intake. Use when product-lead is about to draft a PRD for a new feature.
Regenerate the cross-repo roadmap aggregate in your Claude memory directory by walking every curated repo's `docs/specs/**` frontmatter.
Agile product management, Scrum practices, and team collaboration for iterative product development.
Expert agile coaching for team transformation, framework selection, maturity assessment, and organizational change management.
Guides the creation of detailed agile feature documentation from an existing epic. Use when the user wants to split an epic into feature files, derive features with scope — from…
Adds a new feature to the AgileSpec project. Ensures proper ID formatting, creates the feature file using the standard template, and notifies the user.
Slices a feature into smaller, testable user stories using vertical slicing. Identifies dependencies and updates the backlog.
Apply agile development practices. Use when planning sprints, running ceremonies, or improving team processes. Covers Scrum, Kanban, and agile principles.
Agile and Lean software development methodologies for iterative, adaptive project execution. Covers Scrum (roles, ceremonies, artifacts), Kanban (WIP limits, flow metrics), XP…
Generate agile release plans with sprints and roadmaps using unique sprint codes. Use when creating sprint schedules, product roadmaps, release planning, or when user mentions…
Reference for agile software process frameworks — the Agile Manifesto's actual principles, Extreme Programming (XP) practices, Scrum ceremonies and roles, and Kanban flow —…
Agile product ownership toolkit for Senior Product Owner including INVEST-compliant user story generation, sprint planning, backlog management, and velocity tracking.
Agile product ownership toolkit for Senior Product Owner including INVEST-compliant user story generation, sprint planning, backlog management, and velocity tracking.
Agile product ownership toolkit for Senior Product Owner including INVEST-compliant user story generation, sprint planning, backlog management, and velocity tracking.
Comprehensive guide to Agile Scrum methodology including roles, ceremonies, artifacts, sprint planning, and best practices for iterative software development
Gestaltet agile Softwareverträge mit Backlog, Sprints, Product Owner, Budget, Abnahme und Scope-Kontrolle im Softwarerecht De Eu Us.
Plan and execute effective sprints using Agile methodologies. Define sprint goals, estimate user stories, manage sprint backlog, and facilitate daily standups to maximize team…
Guides the creation of agile user stories and Gherkin feature files. Use when the user wants to create a user story, write acceptance criteria, define Gherkin scenarios — from…
Enterprise agile product management workflows for PAI. USE WHEN user needs PRD creation, epic decomposition, user story generation, sprint planning, or structured agile project…
Agno is a high-performance Python framework for building, running, and managing agentic software at scale.
Turns GAME.md design thesis into Spec Kit feature specs without inventing mechanics. Use when writing or updating Agora specs, covering a GAME.md section, or continuing the spec…
Continues the Agora spec roadmap to full GAME.md coverage. Use on loop ticks, when asked to keep speccing, or when unsure what to write next.
Use when positioning an Agricultural Systems (AgSy) manuscript against the literature so it reads as a systems contribution.
Use when positioning an American Historical Review (AHR) manuscript within the historiography so it reads as an intervention, not a report.
WCAG 2.2 Level AA accessibility audit for AI product surfaces - color contrast, focus order, ARIA usage, keyboard navigation, motion/animation, reduced-motion respect, alt text,…
Reviews UX of AI agents, coding assistants, and autonomous systems, focusing on trust, transparency, and controllability.
USE FOR: Agentic AI systems, multi-agent coordination, evolving agents, agent lifecycle management, emergent behavior, and trust dynamics in autonomous systems.
USE FOR: Causal reasoning, counterfactual analysis, and deontic logic for AI systems. Use for formalizing cause-effect relationships (Pearl's hierarchy), interventional reasoning,…
Generate AI-optimised text descriptions for components, formatted for Figma's MCP server and LLM consumption.
Skill untuk membuat dan memperbarui dokumen AI Context (`*-ai-context.md`) yang merangkum PRD, User Story, dan Engineering Task menjadi satu Master Reference.
Use when the user wants to author, refine, or audit a Product Requirements Document for AI coding agents.
Create an AI Evals Pack (eval PRD, test set, rubric, judge plan, results + iteration loop). Use for LLM evaluation, benchmarks, rubrics, error analysis/open coding, and…
Write a complete AI feature specification that defines desired model behaviour, input/output examples, confidence thresholds, fallback logic, and non-functional requirements.
Build AI-powered features with disciplined prompt engineering, evaluation, and observability. Use when integrating LLMs, building agents, or shipping AI capabilities.
Design an evaluation plan for a product AI feature (LLM- or model-backed output): measurable success criteria, a held-out labeled eval dataset shape, per-criterion grading…
AI/ML feature PRD scaffolding for the modern AI product manager. Extends the standard 8-section PRD with 3 AI-specific sections covering model selection, evals, guardrails, data…
Create new AI-powered features using xAI Grok. Use when user mentions "new AI feature", "add Grok", "create prompt", "AI analysis", or "generate with AI". — from AppleLamps/grokify
Create new AI-powered features using xAI Grok. Use when user mentions "new AI feature", "add Grok", "create prompt", "AI analysis", or "generate with AI".
Use when validating an implemented AI Flow task, merging tester and reviewer responsibilities run build/tests/lint/typecheck, review task/PRD/techspec compliance, create a task…
USE FOR: Formally verifiable AI, high-stakes AI systems, safety-critical deployment, certification, and regulatory compliance.
为小企业和开发者把业务字段、页面截图转成可预览后台原型。DeepSeek4.1处理需求与代码，宿主本地运行页面，交付表格、筛选与空状态演示，不连接真实生产数据库。 适用于DeepSeek V4.1-Flash、DeepSeek-V4.1-Flash、DeepSeek V4.1 Flash、DeepSeek4.1、DeepSeek…
当用户明确想做“AI SaaS MVP快速验证”，或提到独立开发与微型SaaS中的相关身份和任务时使用。本 Skill 面向独立开发者、Indie Hacker、Micro SaaS创始人、个人站长和小型软件团队，帮助用户用最少模型和三类样本验证付费价值，交付产品最小闭环、模型接口方案、用量与预算门禁、错误恢复、用户级成本归因和上线检查表。通过…
当用户明确想做“Hackathon AI原型加速”，或提到独立开发与微型SaaS中的相关身份和任务时使用。本 Skill 面向独立开发者、Indie Hacker、Micro…
把明确的软件需求做成能在指定环境启动的最小项目，适合内部工具、数据录入和小型业务系统。围绕真实使用路径拆分数据、接口和页面，优先完成一条可验收主流程，交付源码、启动说明与测试用例，便于团队继续开发。 适用于Claude Fable、Claude Fable 5.1、ClaudeFable、Fable5.1、Fable…
把品牌介绍、产品卖点和页面需求变成可以本地查看的网站原型，适合企业官网、活动落地页与服务介绍页。先梳理访问者要完成的动作，再落实页面结构、视觉层级和响应式布局，交付源码、素材清单与截图验收记录。 适用于Claude Fable、Claude Fable 5.1、ClaudeFable、Fable5.1、Fable…
把一组有明确顺序的关键画面转换为动作连贯的视频，先检查关键帧能否衔接，再为每段安排运动和声音。通过FLUX 3 Video实际关键帧能力执行，验收关键画面抵达情况与中间段变化，保留每段任务依据。 适用于FLUX3Video、FLUX 3…
新增功能涉及多个页面、接口和状态，容易做到一半就被认为完成时，用AI-HIVE核验Gemini3.8 Flash，把需求拆成可观察的验收条件，跟踪到实现、测试和交付证据。输出持续可更新的状态表与阻断清单，让产品和开发按证据确认完成，而不是按进度描述打勾。 适用于gemini-3.8-flash、Gemini 3.8…
用真实商品照片制作一张可用于电商展示的场景图，重点锁定轮廓、颜色、部件数量和标识，处理接地阴影与合理比例。交付商品图及对照核查，区分真实卖点与艺术化场景，不自动上架或编造商品功能。 适用于GPT Image…
把老板口述、客户反馈与截图整理成可开发的需求说明和验收案例，适合产品经理与创业团队。GPT6识别冲突、边界状态和缺失条件，让研发拿到可执行而非只有愿景的PRD。 适用于GPT-6、GPT6、GPT 6、GPT-6 Astra、GPT6 Astra、GPT 6 Astra、GPT Astra、Astra、OpenAI…
当用户搜索ACE Studio替代、ACE Studio平替、ACE Studio迁移、ACE Studio同类工具、ACE StudioAPI替代时使用。帮助需要会议转写、配音、播客、有声内容、音乐或音频清理的个人和团队把当前真实任务拆成可比较样本，通过AI-HIVE…
当用户搜索Adobe Express替代、Adobe Express平替、Adobe Express迁移、Adobe Express同类工具、Adobe ExpressAPI替代时使用。帮助用AI制作商品图、海报、头像、广告图、修图或视觉方案的商家和创作者把当前真实任务拆成可比较样本，通过AI-HIVE…
当用户搜索AI Baby Generator替代、AI Baby Generator平替、AI Baby Generator迁移、AI Baby Generator同类工具、AI Baby GeneratorAPI替代时使用。帮助用AI制作商品图、海报、头像、广告图、修图或视觉方案的商家和创作者把当前真实任务拆成可比较样本，通过AI-HIVE…
当用户搜索AI Chatbot: AI Chat Smith 4替代、AI Chatbot: AI Chat Smith 4平替、AI Chatbot: AI Chat Smith 4迁移、AI Chatbot: AI Chat Smith 4同类工具、AI Chatbot: AI Chat Smith…
当用户搜索AI Mirror替代、AI Mirror平替、AI Mirror迁移、AI Mirror同类工具、AI MirrorAPI替代时使用。帮助用AI制作商品图、海报、头像、广告图、修图或视觉方案的商家和创作者把当前真实任务拆成可比较样本，通过AI-HIVE…
当用户搜索AI Time Machine替代、AI Time Machine平替、AI Time Machine迁移、AI Time Machine同类工具、AI Time MachineAPI替代时使用。帮助用AI制作商品图、海报、头像、广告图、修图或视觉方案的商家和创作者把当前真实任务拆成可比较样本，通过AI-HIVE…