product-specialist

Product Specialist

Provides product planning, requirements analysis, market research, and business analysis capabilities. Use when product decisions, requirements analysis, or market research are needed.

Skill Index

The following index is automatically generated by node scripts/update-skill-index.js to let Claude continue routing to the most relevant sub-skills after a top-level expert is triggered.

Instructions for Claude

1. First, semantically match the user's current task against each sub-skill's 触发语义 , not just the directory name.
2. Once the most relevant sub-skill is found, immediately open the 入口文件 pointed to by its SKILL.md, and use it as the entry point for the next layer.
3. After entering a sub-skill, load the references/、scripts/、assets/in the same directory as needed according to that sub-skill's own instructions; do not expand large sections of detail in advance at the top-level expert.
4. If multiple sub-skills are relevant, first load the one closest to the main goal, then supplement with other sub-skills as needed, avoiding loading too much context at once.
5. The 入口文件 paths below are relative to the project root directory and can be used directly for Read operations.

Sub-skill Index

behavioral-nudge-engine (1)

• behavioral-nudge-engine
  • Trigger semantics: Behavioral psychology specialist that adapts software interaction cadences and styles to maximize user motivation and success.
  • Entry file: .claude/skills/product-specialist/references/domains/behavioral-nudge-engine/SKILL.md

business-analysis (16)

• ba-orchestration
  • Trigger semantics: Multi-technique business analysis orchestration using BABOK. Coordinates 14 techniques across strategic analysis, problem solving, planning, and design into comprehensive analysis packages.
  • Entry file: .claude/skills/product-specialist/references/domains/business-analysis/ba-orchestration/SKILL.md
• benchmarking
  • Trigger semantics: Benchmarking and competitive analysis techniques. Compares performance, processes, and practices against industry standards, competitors, and best-in-class organizations.
  • Entry file: .claude/skills/product-specialist/references/domains/business-analysis/benchmarking/SKILL.md
• business-model-canvas
  • Trigger semantics: Business model design using Osterwalder's Business Model Canvas and Lean Canvas. Creates 9-block canvases with structured analysis for business model innovation and startup validation.
  • Entry file: .claude/skills/product-specialist/references/domains/business-analysis/business-model-canvas/SKILL.md
• capability-mapping
  • Trigger semantics: Business capability modeling using BABOK Business Capability Analysis. Creates hierarchical capability maps (L1-L3) linking strategy to architecture with Mermaid visualization.
  • Entry file: .claude/skills/product-specialist/references/domains/business-analysis/capability-mapping/SKILL.md
• data-modeling
  • Trigger semantics: Data modeling with Entity-Relationship Diagrams (ERDs), data dictionaries, and conceptual/logical/physical models. Documents data structures, relationships, and attributes.
  • Entry file: .claude/skills/product-specialist/references/domains/business-analysis/data-modeling/SKILL.md
• decision-analysis
  • Trigger semantics: Decision modeling using decision tables, weighted scoring matrices, and decision trees. Structures complex decisions with clear criteria, alternatives evaluation, and outcome prediction.
  • Entry file: .claude/skills/product-specialist/references/domains/business-analysis/decision-analysis/SKILL.md
• design-thinking
  • Trigger semantics: Design Thinking methodology for human-centered innovation. Covers the 5-phase IDEO/Stanford d.school approach (Empathize, Define, Ideate, Prototype, Test) with workshop facilitation and exercise templates.
  • Entry file: .claude/skills/product-specialist/references/domains/business-analysis/design-thinking/SKILL.md
• estimation
  • Trigger semantics: Estimation techniques including analogous, parametric, three-point, and expert judgment methods. Provides effort, cost, duration, and complexity estimates for projects, features, and tasks.
  • Entry file: .claude/skills/product-specialist/references/domains/business-analysis/estimation/SKILL.md
• journey-mapping
  • Trigger semantics: User and customer journey mapping for experience analysis. Creates journey maps with touchpoints, emotions, pain points, and opportunity identification.
  • Entry file: .claude/skills/product-specialist/references/domains/business-analysis/journey-mapping/SKILL.md
• prioritization
  • Trigger semantics: Prioritization techniques including MoSCoW, Kano model, weighted scoring, and value-effort matrices. Ranks requirements, features, backlog items, and investment decisions.
  • Entry file: .claude/skills/product-specialist/references/domains/business-analysis/prioritization/SKILL.md
• process-modeling
  • Trigger semantics: Process modeling using BPMN notation and flowchart patterns. Creates process diagrams with activities, gateways, events, swimlanes, and decision points for workflow documentation.
  • Entry file: .claude/skills/product-specialist/references/domains/business-analysis/process-modeling/SKILL.md
• risk-analysis
  • Trigger semantics: Risk analysis using risk registers, probability/impact matrices, and mitigation planning. Identifies, assesses, and manages project, business, and technical risks with structured response strategies.
  • Entry file: .claude/skills/product-specialist/references/domains/business-analysis/risk-analysis/SKILL.md
• root-cause-analysis
  • Trigger semantics: Problem solving using Fishbone (Ishikawa) diagrams and 5 Whys technique. Identifies root causes systematically and recommends corrective actions.
  • Entry file: .claude/skills/product-specialist/references/domains/business-analysis/root-cause-analysis/SKILL.md
• stakeholder-analysis
  • Trigger semantics: Stakeholder identification, analysis, and management using BABOK techniques. Creates Power/Interest matrices, RACI charts, and communication plans.
  • Entry file: .claude/skills/product-specialist/references/domains/business-analysis/stakeholder-analysis/SKILL.md
• swot-pestle-analysis
  • Trigger semantics: Strategic environmental analysis using SWOT, PESTLE, and Porter's Five Forces. Creates structured assessments with Mermaid visualizations for competitive positioning and strategic planning.
  • Entry file: .claude/skills/product-specialist/references/domains/business-analysis/swot-pestle-analysis/SKILL.md
• value-stream-mapping
  • Trigger semantics: Lean value stream mapping for identifying waste and optimization opportunities. Creates current/future state maps with cycle time analysis and improvement recommendations.
  • Entry file: .claude/skills/product-specialist/references/domains/business-analysis/value-stream-mapping/SKILL.md

feedback-synthesizer (1)

• feedback-synthesizer
  • Trigger semantics: Expert in collecting, analyzing, and synthesizing user feedback from multiple channels to extract actionable product insights. Transforms qualitative feedback into quantitative priorities and strategic recommendations.
  • Entry file: .claude/skills/product-specialist/references/domains/feedback-synthesizer/SKILL.md

government-digital-presales-consultant (1)

• government-digital-presales-consultant
  • Trigger semantics: Presales expert for China's government digital transformation market (ToG), proficient in policy interpretation, solution design, bid document preparation, POC validation, compliance requirements (classified protection/cryptographic assessment/Xinchuang domestic IT), and stakeholder management — helping technical teams efficiently win government IT projects.
  • Entry file: .claude/skills/product-specialist/references/domains/government-digital-presales-consultant/SKILL.md

manager (1)

• product-manager
  • Trigger semantics: Holistic product leader who owns the full product lifecycle — from discovery and strategy through roadmap, stakeholder alignment, go-to-market, and outcome measurement. Bridges business goals, user needs, and technical reality to ship the right thing at the right time.
  • Entry file: .claude/skills/product-specialist/references/domains/manager/SKILL.md

product-management (46)

• acquisition-channel-advisor
  • Trigger semantics: Evaluate acquisition channels using unit economics, customer quality, and scalability. Use when deciding whether to scale, test, or kill a growth channel.
  • Entry file: .claude/skills/product-specialist/references/domains/product-management/acquisition-channel-advisor/SKILL.md
• ai-shaped-readiness-advisor
  • Trigger semantics: Assess whether your product work is AI-first or AI-shaped. Use when evaluating AI maturity and choosing the next team capability to build.
  • Entry file: .claude/skills/product-specialist/references/domains/product-management/ai-shaped-readiness-advisor/SKILL.md
• altitude-horizon-framework
  • Trigger semantics: Understand the PM-to-Director transition through altitude and horizon thinking. Use when diagnosing scope, time-horizon, or leadership-level gaps.
  • Entry file: .claude/skills/product-specialist/references/domains/product-management/altitude-horizon-framework/SKILL.md
• business-health-diagnostic
  • Trigger semantics: Diagnose SaaS business health across growth, retention, efficiency, and capital. Use when preparing a business review or prioritizing urgent fixes.
  • Entry file: .claude/skills/product-specialist/references/domains/product-management/business-health-diagnostic/SKILL.md
• company-research
  • Trigger semantics: Create a company research brief with executive quotes, product strategy, and org context. Use when preparing for interviews, competitive analysis, partnerships, or market-entry work.
  • Entry file: .claude/skills/product-specialist/references/domains/product-management/company-research/SKILL.md
• context-engineering-advisor
  • Trigger semantics: Diagnose context stuffing vs. context engineering. Use when an AI workflow feels bloated, brittle, or hard to steer reliably.
  • Entry file: .claude/skills/product-specialist/references/domains/product-management/context-engineering-advisor/SKILL.md
• customer-journey-map
  • Trigger semantics: Create a customer journey map across stages, touchpoints, actions, emotions, and metrics. Use when diagnosing a broken experience or aligning a team on the full customer flow.
  • Entry file: .claude/skills/product-specialist/references/domains/product-management/customer-journey-map/SKILL.md
• customer-journey-mapping-workshop
  • Trigger semantics: Run a customer journey mapping workshop with adaptive questions and outputs. Use when you need to map stages, actions, emotions, pain points, and opportunities for a persona and scenario.
  • Entry file: .claude/skills/product-specialist/references/domains/product-management/customer-journey-mapping-workshop/SKILL.md
• director-readiness-advisor
  • Trigger semantics: Guide the PM-to-Director transition across preparing, interviewing, landing, and recalibrating. Use when leadership scope is changing and you need practical coaching.
  • Entry file: .claude/skills/product-specialist/references/domains/product-management/director-readiness-advisor/SKILL.md
• discovery-interview-prep
  • Trigger semantics: Plan customer discovery interviews with the right goal, segment, constraints, and method. Use when preparing interviews for problem validation, churn research, or new product ideas.
  • Entry file: .claude/skills/product-specialist/references/domains/product-management/discovery-interview-prep/SKILL.md
• discovery-process
  • Trigger semantics: Run a full discovery cycle from problem hypothesis to validated solution. Use when a team needs a structured path through framing, interviews, synthesis, and experiments.
  • Entry file: .claude/skills/product-specialist/references/domains/product-management/discovery-process/SKILL.md
• eol-message
  • Trigger semantics: Write a clear, empathetic EOL announcement with rationale, customer impact, and next steps. Use when retiring a product, feature, or plan without creating avoidable confusion.
  • Entry file: .claude/skills/product-specialist/references/domains/product-management/eol-message/SKILL.md
• epic-breakdown-advisor
  • Trigger semantics: Break down epics into user stories with Humanizing Work split patterns. Use when a backlog item is too large to estimate, sequence, or deliver safely.
  • Entry file: .claude/skills/product-specialist/references/domains/product-management/epic-breakdown-advisor/SKILL.md
• epic-hypothesis
  • Trigger semantics: Frame an epic as a testable hypothesis with target user, expected outcome, and validation method. Use when defining a major initiative before roadmap, discovery, or delivery planning.
  • Entry file: .claude/skills/product-specialist/references/domains/product-management/epic-hypothesis/SKILL.md
• executive-onboarding-playbook
  • Trigger semantics: Plan a VP or CPO 30-60-90 day diagnostic onboarding path. Use when entering a new executive product role and avoiding premature change.
  • Entry file: .claude/skills/product-specialist/references/domains/product-management/executive-onboarding-playbook/SKILL.md
• feature-investment-advisor
  • Trigger semantics: Evaluate feature investments using revenue impact, cost structure, ROI, and strategy. Use when deciding whether a feature deserves investment.
  • Entry file: .claude/skills/product-specialist/references/domains/product-management/feature-investment-advisor/SKILL.md
• finance-based-pricing-advisor
  • Trigger semantics: Evaluate pricing changes using ARPU, conversion, churn risk, NRR, and payback. Use when deciding whether a pricing move should ship.
  • Entry file: .claude/skills/product-specialist/references/domains/product-management/finance-based-pricing-advisor/SKILL.md
• finance-metrics-quickref
  • Trigger semantics: Look up SaaS finance metrics, formulas, and benchmarks fast. Use when you need a quick metric definition, formula, or benchmark during analysis.
  • Entry file: .claude/skills/product-specialist/references/domains/product-management/finance-metrics-quickref/SKILL.md
• jobs-to-be-done
  • Trigger semantics: Uncover customer jobs, pains, and gains in a structured JTBD format. Use when clarifying unmet needs, repositioning a product, or improving discovery and messaging.
  • Entry file: .claude/skills/product-specialist/references/domains/product-management/jobs-to-be-done/SKILL.md
• lean-ux-canvas
  • Trigger semantics: Guide teams through Lean UX Canvas v2. Use when framing a business problem, surfacing assumptions, and defining what to learn next.
  • Entry file: .claude/skills/product-specialist/references/domains/product-management/lean-ux-canvas/SKILL.md
• opportunity-solution-tree
  • Trigger semantics: Build an Opportunity Solution Tree from outcomes to opportunities, solutions, and tests. Use when a stakeholder request needs problem framing before you decide what to build.
  • Entry file: .claude/skills/product-specialist/references/domains/product-management/opportunity-solution-tree/SKILL.md
• pestel-analysis
  • Trigger semantics: Analyze political, economic, social, technological, environmental, and legal forces. Use when external market shifts could materially affect a product, roadmap, or strategy.
  • Entry file: .claude/skills/product-specialist/references/domains/product-management/pestel-analysis/SKILL.md
• pol-probe-advisor
  • Trigger semantics: Select the right Proof of Life (PoL) probe based on hypothesis, risk, and resources. Use this to match the validation method to the real learning goal, not tooling comfort.
  • Entry file: .claude/skills/product-specialist/references/domains/product-management/pol-probe-advisor/SKILL.md
• pol-probe
  • Trigger semantics: Define a Proof of Life probe to test a risky hypothesis cheaply. Use when you need harsh truth before building real product.
  • Entry file: .claude/skills/product-specialist/references/domains/product-management/pol-probe/SKILL.md
• positioning-statement
  • Trigger semantics: Create a Geoffrey Moore-style positioning statement. Use when clarifying who you serve, what problem you solve, your category, and why you're different from alternatives.
  • Entry file: .claude/skills/product-specialist/references/domains/product-management/positioning-statement/SKILL.md
• positioning-workshop
  • Trigger semantics: Run a positioning workshop that surfaces target customer, unmet need, category, benefits, and differentiation. Use when your product messaging feels fuzzy, generic, or misaligned.
  • Entry file: .claude/skills/product-specialist/references/domains/product-management/positioning-workshop/SKILL.md
• prd-development
  • Trigger semantics: Build a structured PRD that connects problem, users, solution, and success criteria. Use when turning discovery notes into an engineering-ready document for a major initiative.
  • Entry file: .claude/skills/product-specialist/references/domains/product-management/prd-development/SKILL.md
• press-release
  • Trigger semantics: Write an Amazon-style press release that defines customer value before building. Use when aligning stakeholders on a new product, feature, or strategic bet.
  • Entry file: .claude/skills/product-specialist/references/domains/product-management/press-release/SKILL.md
• prioritization-advisor
  • Trigger semantics: Choose a prioritization framework based on stage, team context, and stakeholder needs. Use when deciding between RICE, ICE, value/effort, or another scoring approach.
  • Entry file: .claude/skills/product-specialist/references/domains/product-management/prioritization-advisor/SKILL.md
• problem-framing-canvas
  • Trigger semantics: Guide teams through MITRE's Problem Framing Canvas. Use when you need a clearer problem statement before jumping to solutions.
  • Entry file: .claude/skills/product-specialist/references/domains/product-management/problem-framing-canvas/SKILL.md
• problem-statement
  • Trigger semantics: Write a user-centered problem statement with who is blocked, what they are trying to do, why it matters, and how it feels. Use when framing discovery, prioritization, or a PRD.
  • Entry file: .claude/skills/product-specialist/references/domains/product-management/problem-statement/SKILL.md
• product-strategy-session
  • Trigger semantics: Run an end-to-end product strategy session across positioning, discovery, and roadmap planning. Use when a team needs validated direction before committing to execution.
  • Entry file: .claude/skills/product-specialist/references/domains/product-management/product-strategy-session/SKILL.md
• proto-persona
  • Trigger semantics: Create a proto-persona from current research, market signals, and team knowledge. Use when you need a working customer profile before deeper validation.
  • Entry file: .claude/skills/product-specialist/references/domains/product-management/proto-persona/SKILL.md
• recommendation-canvas
  • Trigger semantics: Evaluate an AI product idea across outcomes, hypotheses, risks, and positioning. Use when deciding whether an AI solution deserves investment or recommendation.
  • Entry file: .claude/skills/product-specialist/references/domains/product-management/recommendation-canvas/SKILL.md
• roadmap-planning
  • Trigger semantics: Plan a strategic roadmap across prioritization, epic definition, stakeholder alignment, and sequencing. Use when turning strategy into a release plan that teams can execute.
  • Entry file: .claude/skills/product-specialist/references/domains/product-management/roadmap-planning/SKILL.md
• saas-economics-efficiency-metrics
  • Trigger semantics: Evaluate SaaS unit economics and capital efficiency. Use when deciding whether the business can scale efficiently or needs correction.
  • Entry file: .claude/skills/product-specialist/references/domains/product-management/saas-economics-efficiency-metrics/SKILL.md
• saas-revenue-growth-metrics
  • Trigger semantics: Calculate SaaS revenue, retention, and growth metrics. Use when diagnosing momentum, churn, expansion, or product-market-fit signals.
  • Entry file: .claude/skills/product-specialist/references/domains/product-management/saas-revenue-growth-metrics/SKILL.md
• skill-authoring-workflow
  • Trigger semantics: Turn raw PM content into a compliant, publish-ready skill. Use when creating or updating a repo skill without breaking standards.
  • Entry file: .claude/skills/product-specialist/references/domains/product-management/skill-authoring-workflow/SKILL.md
• storyboard
  • Trigger semantics: Create a six-frame storyboard that shows a user's journey from problem to solution. Use when you need a fast narrative for alignment, concept reviews, or demos.
  • Entry file: .claude/skills/product-specialist/references/domains/product-management/storyboard/SKILL.md
• tam-sam-som-calculator
  • Trigger semantics: Calculate TAM, SAM, and SOM with explicit assumptions, methods, and caveats. Use when sizing a market for a product idea, business case, or executive review.
  • Entry file: .claude/skills/product-specialist/references/domains/product-management/tam-sam-som-calculator/SKILL.md
• user-story-mapping-workshop
  • Trigger semantics: Run a user story mapping workshop with adaptive questions and a structured map output. Use when you need backbone activities, tasks, and release slices for a workflow.
  • Entry file: .claude/skills/product-specialist/references/domains/product-management/user-story-mapping-workshop/SKILL.md
• user-story-mapping
  • Trigger semantics: Create a user story map that lays out activities, steps, tasks, and release slices. Use when planning a workflow, backlog, or MVP around the user journey.
  • Entry file: .claude/skills/product-specialist/references/domains/product-management/user-story-mapping/SKILL.md
• user-story-splitting
  • Trigger semantics: Break a large story or epic into smaller deliverable stories using proven split patterns. Use when backlog items are too big for estimation, sequencing, or independent release.
  • Entry file: .claude/skills/product-specialist/references/domains/product-management/user-story-splitting/SKILL.md
• user-story
  • Trigger semantics: Create user stories with Mike Cohn format and Gherkin acceptance criteria. Use when turning user needs into development-ready work with clear outcomes and testable conditions.
  • Entry file: .claude/skills/product-specialist/references/domains/product-management/user-story/SKILL.md
• vp-cpo-readiness-advisor
  • Trigger semantics: Guide the transition to VP or CPO across preparing, interviewing, landing, and recalibrating. Use when executive product scope is changing fast.
  • Entry file: .claude/skills/product-specialist/references/domains/product-management/vp-cpo-readiness-advisor/SKILL.md
• workshop-facilitation
  • Trigger semantics: Facilitate workshop sessions in a one-step, multi-turn flow. Use when an interactive skill needs consistent pacing, options, and progress tracking.
  • Entry file: .claude/skills/product-specialist/references/domains/product-management/workshop-facilitation/SKILL.md

sprint-prioritizer (1)

• sprint-prioritizer
  • Trigger semantics: Expert product manager specializing in agile sprint planning, feature prioritization, and resource allocation. Focused on maximizing team velocity and business value delivery through data-driven prioritization frameworks.
  • Entry file: .claude/skills/product-specialist/references/domains/sprint-prioritizer/SKILL.md

trend-researcher (1)

• trend-researcher
  • Trigger semantics: Expert market intelligence analyst specializing in identifying emerging trends, competitive analysis, and opportunity assessment. Focused on providing actionable insights that drive product strategy and innovation decisions.
  • Entry file: .claude/skills/product-specialist/references/domains/trend-researcher/SKILL.md

Notes

• Top-level SKILL.md only serves as index navigation and does not carry large amounts of detailed content.
• Detailed materials are moved down to references/domains/, organized in a tree structure.