Now liveThe Skillselion MCP - thousands of ranked skills, loaded into your agent mid-task. No install.Get it →
majiayu000 avatar

Prd Master

  • 145 installs
  • 253 repo stars
  • Updated August 4, 2026
  • majiayu000/claude-arsenal

Turn a rough product idea into a structured PRD with goals, user stories, scope, milestones, and acceptance criteria before engineering starts building features.

About

PRD-master helps authors produce complete product requirements documents from fuzzy ideas: clarifying users and problems, scoping MVP versus later work, writing testable acceptance criteria, and organizing milestones so engineering and design can execute without ambiguity.

  • Problem statement and goals framing
  • User stories and acceptance criteria
  • Milestone and release slicing
  • Non-goals and dependency callouts
  • Stakeholder-ready PRD structure

Prd Master by the numbers

  • 145 all-time installs (skills.sh)
  • Ranked #1,198 of 3,282 Productivity & Planning skills by installs in the Skillselion catalog
  • Data as of Aug 5, 2026 (Skillselion catalog sync)
npx skills add https://github.com/majiayu000/claude-arsenal --skill prd-master

Add your badge

Show developers this skill is listed on Skillselion. Paste this into your README.

Listed on Skillselion
Installs145
repo stars253
Last updatedAugust 4, 2026
Repositorymajiayu000/claude-arsenal

What it does

Turn a rough product idea into a structured PRD with goals, user stories, scope, milestones, and acceptance criteria before engineering starts building features.

Files

SKILL.mdMarkdownGitHub ↗

PRD Master

Core Principles

  • Living Document — PRDs evolve throughout product lifecycle
  • Stakeholder Collaboration — Early involvement prevents late rework
  • Measurable Goals — Replace vague with quantifiable targets
  • Focused yet Flexible — Lean structure enables adaptation
  • Problem-First — Define the problem before jumping to solutions
  • User-Centered — Ground decisions in user research and data

---

Hard Rules (Must Follow)

These rules are mandatory. Violating them means the skill is not working correctly.

No Vague Metrics

All metrics and requirements must be quantifiable. Vague descriptions are forbidden.

❌ FORBIDDEN:
- "The app should be fast"
- "Support many users"
- "Good user experience"
- "The system should be reliable"
- "Easy to use interface"

✅ REQUIRED:
- "Page load time < 2s on 4G, < 500ms on WiFi (P95)"
- "Support 10,000 concurrent users with 99.9% uptime"
- "NPS > 50, Task completion rate > 85%"
- "99.9% availability, MTTR < 1 hour"
- "User can complete checkout in < 3 clicks"

Problem Before Solution

Never propose a solution without clearly defining the problem first.

❌ FORBIDDEN:
"We should add a search bar to the navigation"

✅ REQUIRED:
"Problem: Users can't find products quickly (40% exit rate on catalog).
They need a way to filter 1000+ products by attributes.
Proposed solutions: search bar, smart filters, AI recommendations."

INVEST-Compliant Stories

All user stories must pass the INVEST criteria checklist.

❌ FORBIDDEN:
- Dependent stories that can't be delivered independently
- Stories without acceptance criteria
- Stories too large to complete in one sprint
- Stories without clear user value

✅ REQUIRED:
- [ ] Independent — Can be delivered alone
- [ ] Negotiable — Details can be discussed
- [ ] Valuable — Clear user/business value
- [ ] Estimable — Team can estimate effort
- [ ] Small — Fits in one sprint
- [ ] Testable — Has acceptance criteria

---

Quick Reference

When to Use What

ScenarioApproachTool/Framework
Feature prioritizationScoring modelRICE, ICE
Release planningMust/Should/Could/Won'tMoSCoW
Customer satisfactionDelight vs basicsKano Model
Sprint planningUser stories + BDDGiven-When-Then
Complex requirementsTraditional PRDFull template
Agile iterationLean requirementsUser stories + acceptance criteria

---

PRD Structure

Essential Components

## 1. Executive Summary
- Problem statement (2-3 sentences)
- Proposed solution (1-2 sentences)
- Success metrics (3-5 key metrics)

## 2. Context & Background
- Why now? Market opportunity or user pain
- Strategic alignment with company goals
- What happens if we don't build this?

## 3. Goals & Success Metrics
- Business objectives (revenue, retention, growth)
- User objectives (satisfaction, engagement)
- Success criteria (quantifiable targets)

## 4. Target Users & Personas
- Primary users (who benefits most?)
- Secondary users (indirect beneficiaries)
- User needs, pain points, motivations
- Jobs to be done

## 5. User Stories & Use Cases
- Core user flows
- Edge cases and error scenarios
- Integration with existing features

## 6. Requirements
- Functional requirements (what it does)
- Non-functional requirements (performance, security)
- Acceptance criteria (how we verify)

## 7. Out of Scope
- What we're explicitly NOT building
- Future considerations for later phases

## 8. Design & UX
- Link to design files (Figma, etc.)
- Key design decisions
- Accessibility requirements (WCAG 2.2 AA)

## 9. Technical Considerations
- Architecture overview
- Dependencies and integrations
- Data model changes
- API contracts

## 10. Rollout & Launch Plan
- Phased rollout strategy
- Feature flags and A/B tests
- Monitoring and alerts
- Rollback plan

## 11. Open Questions & Risks
- Unknowns requiring research
- Technical risks and mitigations
- Dependencies on other teams

---

User Story Writing

Standard Format

As a [persona/role],
I want to [action/goal],
So that [benefit/value].

The Three C's

Card          — Brief description on index card
              → Captures essence, not details
              → Placeholder for conversation

Conversation  — Discussion between team members
              → Explore edge cases
              → Clarify assumptions
              → Uncover hidden requirements

Confirmation  — Acceptance criteria
              → Defines "done"
              → Testable conditions
              → Given-When-Then format

INVEST Criteria

Independent   — Story stands alone, minimal dependencies
Negotiable    — Details emerge through conversation
Valuable      — Delivers value to users or business
Estimable     — Team can estimate effort
Small         — Completable within one sprint
Testable      — Clear acceptance criteria

Examples

## Good User Stories

### Feature: Password Reset
As a user who forgot my password,
I want to reset it via email,
So that I can regain access to my account without contacting support.

**Acceptance Criteria:**
- Given I'm on the login page
- When I click "Forgot Password"
- Then I see a form requesting my email address

- Given I've entered my registered email
- When I submit the form
- Then I receive a password reset link within 2 minutes

- Given I click the reset link within 24 hours
- When I set a new password (min 8 chars, 1 number, 1 symbol)
- Then I'm logged in automatically

### Feature: Bulk Upload
As a content manager,
I want to upload multiple products via CSV,
So that I can save time compared to manual entry.

**Acceptance Criteria:**
- Given I'm on the products page
- When I click "Bulk Upload" and select a CSV file
- Then the system validates the file format (max 10MB, .csv only)

- Given the CSV has 1000 rows
- When I start the upload
- Then I see a progress bar showing completion percentage

- Given the upload completes
- When I view the results
- Then I see: success count, error count, downloadable error report

Common Mistakes

❌ Too technical
"As a user, I want the API to return a 200 status code"
→ Focus on user benefit, not implementation

❌ Too vague
"As a user, I want the system to be fast"
→ Define measurable performance targets

❌ Missing the "so that"
"As a user, I want to filter products by price"
→ Add the value: "so that I can find items within my budget"

❌ Too large (Epic)
"As a user, I want a complete e-commerce checkout experience"
→ Break into smaller stories: cart, address, payment, confirmation

---

Acceptance Criteria

Given-When-Then (BDD Format)

Given [precondition/context]
When [action/trigger]
Then [expected outcome]

And [additional context/outcome]

Best Practices

✓ Keep scenarios focused (one behavior per scenario)
✓ Maintain clear separation of Given/When/Then
✓ Avoid UI-specific details (test behavior, not implementation)
✓ Make criteria testable and measurable
✓ Include both happy path and edge cases
✓ Use real user interactions, not hypothetical

Examples

## E-commerce Checkout

Scenario: Successful payment with saved card
  Given I have items in my cart
  And I'm logged in with a saved payment method
  When I click "Place Order"
  Then I see an order confirmation page
  And I receive a confirmation email within 2 minutes
  And my cart is emptied

Scenario: Payment declined
  Given I'm at the payment step
  When I submit payment and the card is declined
  Then I see an error message: "Payment declined. Please try another card."
  And I remain on the payment page
  And my cart items are preserved

Scenario: Session timeout during checkout
  Given I've been idle for 30 minutes
  When I attempt to place an order
  Then I'm redirected to login
  And my cart items are preserved after re-authentication

## Search Feature

Scenario: Search with results
  Given I'm on the homepage
  When I search for "laptop"
  Then I see results within 500ms
  And results are ranked by relevance
  And I see result count: "Showing 1-20 of 156 results"

Scenario: Search with no results
  Given I'm on the search page
  When I search for "xyznonexistent"
  Then I see "No results found for 'xyznonexistent'"
  And I see search suggestions or alternative queries

Alternative Format: Checklist

For simpler features, use a checklist:

## File Upload Acceptance Criteria
- [ ] Supports formats: PDF, DOCX, XLSX (max 10MB each)
- [ ] Shows upload progress bar
- [ ] Displays file name and size after upload
- [ ] Allows removal of uploaded files
- [ ] Shows error message for unsupported formats
- [ ] Shows error message for files exceeding size limit
- [ ] Scans files for malware before processing
- [ ] Works on mobile (iOS Safari, Android Chrome)

---

Prioritization Frameworks

RICE Scoring

RICE Score = (Reach × Impact × Confidence) / Effort

Reach      — How many users affected per time period?
             (users/quarter, transactions/month)
Impact     — How much does it improve their experience?
             3 = Massive, 2 = High, 1 = Medium, 0.5 = Low, 0.25 = Minimal
Confidence — How certain are we?
             100% = High data, 80% = Medium, 50% = Low
Effort     — Person-months required
             (engineering + design + PM time)

Example:

FeatureReachImpactConfidenceEffortRICE Score
Password reset5000/month3100%115,000
Dark mode10000/month0.580%22,000
Export to PDF500/month250%0.51,000

When to use: Managing many ideas, need quantitative comparison, have user data.

---

ICE Scoring

ICE Score = (Impact + Confidence + Ease) / 3

Impact     — 1-10: How much business/user value?
Confidence — 1-10: How certain are we?
Ease       — 1-10: How easy to implement? (10 = very easy)

Example:

FeatureImpactConfidenceEaseICE Score
One-click login9867.7
AI recommendations10536.0
Email notifications6998.0

When to use: Quick prioritization, weekly grooming, growth experiments, speed over precision.

---

MoSCoW Method

Must Have      — Critical for launch, non-negotiable
                 Without this, the product fails

Should Have    — Important but not vital
                 Painful to omit, but workarounds exist

Could Have     — Nice to have, "vitamins not painkillers"
                 Include if time/resources allow

Won't Have     — Explicitly out of scope
                 Defer to future releases

Example: MVP E-commerce Site

Must HaveShould HaveCould HaveWon't Have
Product listingProduct reviewsWishlistAR try-on
Shopping cartRelated productsGift wrappingLive chat
CheckoutOrder trackingDiscount codesLoyalty program
Payment (Stripe)Email receiptsSocial sharingMobile app
User accountsGuest checkoutProduct comparisonSubscriptions

When to use: Sprint planning, MVP scoping, release boundaries, stakeholder alignment.

---

Kano Model

Basic Needs       — Must-haves, assumed by users
                    Absence = dissatisfaction, presence = neutral
                    Example: Website loads, checkout works

Performance       — More is better, linear satisfaction
                    Example: Faster page load, more payment options

Delighters        — Unexpected features that wow
                    Absence = neutral, presence = delight
                    Example: Free shipping, personalized recommendations

Indifferent       — Users don't care either way
                    Example: Animated logo, theme customization

When to use: Customer-driven decisions, balancing basics vs innovation, UX improvements.

Process: 1. Survey users with paired questions:

  • "How would you feel if we HAD feature X?"
  • "How would you feel if we DIDN'T have feature X?"

2. Categorize responses: Basic, Performance, Delighter, Indifferent 3. Prioritize: Cover basics first, then performance, then delighters

---

Hybrid Approach

Best practice: Combine frameworks

1. Use MoSCoW to define release scope
   → Separate must-haves from nice-to-haves

2. Use RICE to rank must-haves
   → Sequence within release based on impact

3. Use Kano to ensure balance
   → Don't over-invest in basics, under-invest in delight

Example:
- All "Must Have" items → Score with RICE → Build in RICE order
- Validate with Kano → Ensure we have delighters, not just basics

---

Extended Reference

Detailed material starting at ## Agile Requirements Management has been moved to `reference/extended.md` to keep this skill concise. Load that reference when the task requires the moved examples, command catalogs, checklists, platform details, or implementation templates.

Related skills

This week in AI coding

Five minutes, every Monday - the tools, releases and tactics for developers.

unsubscribe anytime.