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majiayu000/spellbook/skills/prd-master/SKILL.md

prd-master

PRD writing and product definition expert. Use when writing PRDs, user stories, acceptance criteria, or prioritizing features. Covers RICE/MoSCoW frameworks, agile requirements, and specification best practices.

Source repository stars
262
Declared platforms
0
Static risk flags
0
Last source update
2026-08-26
Source checked
2026-08-28

Decision brief

What it does: where it fits

PRD writing and product definition expert. Covers RICE/MoSCoW frameworks, agile requirements, and specification best practices.

Best for

  • Use when writing PRDs, user stories, acceptance criteria, or prioritizing features.

Not for

  • Tasks that require unconfirmed production actions or broad system permissions.
  • Environments where the pinned source and install steps cannot be inspected.

Compatibility matrix

Platform support, with evidence labels

PlatformStatusEvidenceWhat to check
CodexNot declaredNo explicit evidencePortability before use
Claude CodeNot declaredNo explicit evidencePortability before use
CursorNot declaredNo explicit evidencePortability before use
Gemini CLINot declaredNo explicit evidencePortability before use
Open the compatibility checker

Installation

Inspect first. Install second.

The source command is displayed only when detected. A safe inspection prompt is always available so your agent can explain every action before execution.

Source-detected install commandSource
npx skills add https://github.com/majiayu000/spellbook --skill "skills/prd-master"
Safe inspection promptEditorial

Inspect the Agent Skill "prd-master" from https://github.com/majiayu000/spellbook/blob/9e96aa5f52e8504cbbf9d359def29f9abcde57ce/skills/prd-master/SKILL.md at commit 9e96aa5f52e8504cbbf9d359def29f9abcde57ce. List every install step, command, network request, credential, file read/write, external action, and rollback step. Explain whether it fits my task. Do not install or execute anything until I approve.

Workflow

What the source asks the agent to do

  1. 01

    Core Principles

    Living Document — PRDs evolve throughout product lifecycle

    Living Document — PRDs evolve throughout product lifecycleStakeholder Collaboration — Early involvement prevents late reworkMeasurable Goals — Replace vague with quantifiable targets
  2. 02

    Hard Rules (Must Follow)

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

    These rules are mandatory. Violating them means the skill is not working correctly.All metrics and requirements must be quantifiable. Vague descriptions are forbidden.Never propose a solution without clearly defining the problem first.
  3. 03

    No Vague Metrics

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

    All metrics and requirements must be quantifiable. Vague descriptions are forbidden.
  4. 04

    Problem Before Solution

    Never propose a solution without clearly defining the problem first.

    Never propose a solution without clearly defining the problem first.
  5. 05

    INVEST-Compliant Stories

    All user stories must pass the INVEST criteria checklist.

    All user stories must pass the INVEST criteria checklist.

Permission review

Static risk signals and limitations

No configured static risk pattern was detected

This is not proof of safety. Runtime behavior, indirect dependencies, and hidden external systems are outside the static scan.

Evidence record

Why each signal appears

EvidenceSourceComputedTestedEditorial
SignalValueEvidence typeMeaning
Quality score93/100ComputedDocumentation, specificity, maintenance, and trust rules
Repository stars262SourceRepository attention, not individual Skill quality
Compatibility0 platformsSourceDeclared in the catalog source record
Usage guideautomated source guideEditorialGenerated or reviewed according to the visible evidence level

Pinned source

Provenance and original SKILL.md

Repository
majiayu000/spellbook
Skill path
skills/prd-master/SKILL.md
Commit
9e96aa5f52e8504cbbf9d359def29f9abcde57ce
License
MIT
Collected
2026-08-28
Default branch
main
View the original SKILL.md

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.

Frequently asked questions

What to verify before installation and use

What does the prd-master source document cover?

PRD writing and product definition expert. Covers RICE/MoSCoW frameworks, agile requirements, and specification best practices.

How do I install prd-master?

The source record exposes this install command: npx skills add https://github.com/majiayu000/spellbook --skill "skills/prd-master". Inspect the command and pinned source before running it.

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