Product & Planning

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Guide for discovering and using MCP tools via the discover_tools meta-tool. Use this skill when asked to perform tasks that require finding the right tools, when you see only discover_tools in your available tools, when asked "what tools are available", "find tools for X", or when planning multi-step workflows across Slack, WhatsApp, Google, or Slides.

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**GitHub Actions 기반** 프로젝트 배포 (Milestone Close → CI/CD 트리거). Use when: (1) 프로젝트 별칭 + 환경 (예: "랜드 stg 배포", "오피스 prd 배포"), (2) Milestone 기반 릴리즈 관리, (3) GitHub Actions CI/CD 배포, (4) "stg에 뭐 올라가있어?", "prd 최신 버전". ⚠️ Docker/SSH 직접 배포는 deploy-service 사용.

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Initialize warehouse schema discovery. Generates .astro/warehouse.md with all table metadata for instant lookups. Run once per project, refresh when schema changes. Use when user says "/data:warehouse-init" or asks to set up data discovery.

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Write BDD scenarios in Gherkin format (Given/When/Then) in pure business language. Use when creating acceptance tests, user story scenarios, or stakeholder-readable specifications.

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Design phase with validation gates. Annotates PRD, creates story outlines, builds execution plan (via execution-plan-creation skill), validates artifacts via reviewer. NO HITL in this phase - single HITL happens after all docs complete.

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Design user experience including flows, interactions, mockups, and accessibility. Use when user asks to design UX, create mockups, or start Stage 5 after PRD.

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Background knowledge about Mastodon, the dominant federated microblogging platform and de facto reference implementation for ActivityPub social networking. Covers Mastodon's JSON-LD @context structure (three-element array: activitystreams, security/v1, inline object defining toot: http://joinmastodon.org/ns# with Emoji/discoverable/featured/featuredTags/ blurhash/votersCount/indexable/memorial/suspended/attributionDomains, schema: http://schema.org# with PropertyValue/value, as: with Hashtag/manuallyApprovesFollowers/movedTo/sensitive), content-type and Accept header requirements (application/activity+json or application/ ld+json with ActivityStreams profile, content negotiation for actor discovery), HTTP signature requirements (RSA-SHA256, Digest header mandatory for POST, signed headers include request-target/host/date/ digest), authorized fetch / secure mode (AUTHORIZED_FETCH env var, requires signatures on GET requests too, breaks unsigned federation), supported object types (Note and Question first-class

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Utilize MCP server tools with intelligent discovery and execution.

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Master multi-agent swarm orchestration. Spawns and coordinates specialized personas for large projects that exceed single-agent context limits. Manages 10-phase SDLC with checkpoints, memory, and human-in-the-loop gates.

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想法群聊室 — 调研员角色。被 idea-team 主编排器调用，或用户单独说"调研一下 X"、"X 的现状/竞品/数据"、"找 2026 数据"、"事实底"时触发。**用 WebSearch 拉真实 2026 数据、列竞品、引来源——只给事实，不评判，不建议**。Do NOT use when 用户要评价想法好坏（那是反方）、或要跨界启示（那是类比者）、或已有 PRD 在跑（不需要这种调研）。插件内 skill 会由 `idea-coach` namespace 路由；catalog 用户直接按 skill 名调用。

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Use this skill when the user wants the PRODUCT audited from the outside in — what the website promises vs what the code does vs what a real user experiences vs what actually arrives by mail vs what the data says is used. Runs a 7-role read-only wave (R5 writes only under an explicit SAFETY block) against a per-repo `.orchestrator/journey-manifest.md` and writes a dossier to docs/audits/. Distinct from /discovery, which checks code quality inside-out — this checks product truth outside-in; they complement, neither replaces the other. Triggers "journey audit", "Nutzersicht-Audit", "audit the product from the user's side", "/journey-audit".

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ALWAYS invoke this skill when the user asks what to do next, what is left, or what is blocked - "what's next", "what now", "what should we work on", "anything I can do" - in any language. This skill picks the next piece of work; when the user asks HOW to do a thing or says they do not understand what to do, that is os-step-by-step. Reads the last report, local changes, open pull requests and always the backlog. First finishes what is finished: verified-ready pull requests merge in the same pass. Then sorts the rest into doable-alone and needs-you, ending with one recommended next task in plain words - what it closes or unblocks. Never invents tasks.

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Generate an Opportunity Solution Tree mapping outcomes to opportunities, solutions, and experiments when the user asks to create an OST, map opportunities, or plan continuous discovery

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Add a new feature plan to the current phase backlog. Interviews the user, explores the codebase for context, then writes a detailed plan file. For bug fixes, use /esper:fix instead.

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Creates a phased roadmap.json for a feature goal with acceptance criteria and TDD steps. Use when planning implementation steps before execution.

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Create or update a project roadmap with major milestones. Generates .ai-factory/ROADMAP.md — a strategic checklist of high-level goals. Use when user says "roadmap", "project plan", "milestones", or "what to build next".

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Product leadership for scaling companies. Product vision, portfolio strategy, product-market fit, and product org design. Use when setting product vision, managing a product portfolio, measuring PMF, designing product teams, prioritizing at the portfolio level, reporting to the board on product, or when user mentions CPO, product strategy, product-market fit, product organization, portfolio prioritization, or roadmap strategy.

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Begin a CRISP product discovery session — Phase C (Clarify)

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Write PRDs, specs, and project context optimized for coding assistants (Claude Code, Cursor, Copilot, Custom GPTs). Includes CLAUDE.md generation, session planning, and templates for creating documentation that tools can execute effectively.

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Conducts evidence-based product discovery through customer interviews and assumption testing. Use at project start to validate problem-solution fit.

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Create well-structured OKRs (Objectives and Key Results) for product teams, startups, and individuals. Use when asked to write OKRs, set quarterly goals, define key results, or review existing OKRs. Produces a complete OKR set with objectives, measurable key results, baselines, and a scoring guide.

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Use to build or update an Opportunity Solution Tree from research data. Never from brainstorming.

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Pickle Rick's PRD Engine. Use when you need to define the requirements, scope, and goals for a new feature or project before coding to avoid "Jerry-work."

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Generate roadmap visualizations and planning artifacts for product planning

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Transform captured ideas into actionable Product Backlog Items using BA best practices, Hypothesis-Driven Development, and domain research.

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Orchestrates the full DELIVER wave end-to-end (roadmap > execute-all > finalize). Use when all prior waves are complete and the feature is ready for implementation.

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Dispatches a single roadmap step to a specialized agent for TDD execution. Use when implementing a specific step from a roadmap.json plan.

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Generate a Content Requirements Document for blog posts, docs, and marketing pages. Creates structured briefs with user stories optimized for AI agent execution. Triggers on: create content prd, write content for, plan this article, content brief for, spec out content.

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Guide for de novo and known motif enrichment analysis of ENCODE ChIP-seq and ATAC-seq peaks using HOMER and MEME Suite. Use when users need to discover TF binding motifs in peaks, validate ChIP-seq targets, or find co-binding partners. Trigger on: motif analysis, HOMER, MEME, de novo motif, motif enrichment, findMotifsGenome, AME, MEME-ChIP, known motif, TF binding motif, co-factor, motif discovery.

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Extract patterns and insights from large datasets using association rules, clustering, classification, and anomaly detection. Use for market basket analysis, customer segmentation, fraud detection, pattern discovery, predictive modeling, and knowledge extraction from structured and unstructured data.

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Document your business model on one page and systematically de-risk it. Master Ash Maurya's adaptation of Business Model Canvas optimized for startups and uncertainty. Use when: **Starting a new venture** to articulate and test your business model; **Preparing for customer discovery** to document hypotheses to validate; **Pivoting decisions** to compare alternative business models; **Investor conversations** to communicate your model concisely; **Team alignment** to get everyone on the same page

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Automates Apple Mail via JXA with AppleScript dictionary discovery. Use when asked to "automate email", "send mail via script", "JXA Mail automation", or "filter email messages". Covers accounts, mailboxes, batch message filtering, composition, attachments, and UI fallback.

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Automates Microsoft Word via JXA with AppleScript dictionary discovery. Use when asked to "automate Word documents", "find and replace in Word", "JXA Word scripting", or "create Word documents programmatically". Covers documents, ranges, find/replace, tables, export, and ObjC bridge patterns.

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Expert backlog manager that prioritizes work using multi-criteria scoring, analyzes dependencies, and recommends optimal next tasks. Activates when managing backlogs, prioritizing work, adding items, or analyzing what to work on next.

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Expert guidance for managing tasks using the Backlog.md CLI tool. Use this skill when working with backlog tasks, creating or editing task files, managing acceptance criteria, tracking task progress, or understanding backlog workflows and best practices. Activates when users mention backlog, tasks, acceptance criteria, task management, or backlog commands.

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Convert bug reports into prd.json user stories for autonomous fixing. Use after running test-and-break skill. Triggers on: convert bugs to stories, fix these bugs, add bugs to prd, create fix stories.