Skip to content
Development
Skill

/product-manager-toolkit

Use when the user needs product management workflows such as RICE prioritization, customer interview analysis, PRD templates, discovery frameworks, go-to-market strategy, feature prioritization, research synthesis, or requirements documentation.

From plugin
majiayu000-spellbook
277104 skills7 agents2 commands
Install
$ npx -y skills add majiayu000/spellbook --skill product-manager-toolkit --agent claude-code

How it fires

How this skill gets triggered: by you, by Claude, or both.

  • Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
  • You can call itInvoke it directly when you want it.
  • Slash command/product-manager-toolkit

Context preview

The summary Claude sees to decide when to auto-load this skill.

Use when the user needs product management workflows such as RICE prioritization, customer interview analysis, PRD templates, discovery frameworks, go-to-market strategy, feature prioritization, research synthesis, or requirements documentation.

SKILL.md

product-manager-toolkit.SKILL.md
name: product-manager-toolkit
description: Use when the user needs product management workflows such as RICE prioritization, customer interview analysis, PRD templates, discovery frameworks, go-to-market strategy, feature prioritization, research synthesis, or requirements documentation.

Product Manager Toolkit Skill

Essential tools and frameworks for modern product management, from discovery to delivery.

Quick Start

For Feature Prioritization

python scripts/rice_prioritizer.py sample  # Create sample CSV
python scripts/rice_prioritizer.py sample_features.csv --capacity 15

For Interview Analysis

python scripts/customer_interview_analyzer.py interview_transcript.txt

For PRD Creation

1. Choose template from `references/prd_templates.md` 2. Fill in sections based on discovery work 3. Review with stakeholders 4. Version control in your PM tool

Core Workflows

Feature Prioritization Process

1. **Gather Feature Requests**

  • Customer feedback
  • Sales requests
  • Technical debt
  • Strategic initiatives

2. **Score with RICE**

   # Create CSV with: name,reach,impact,confidence,effort
   python scripts/rice_prioritizer.py features.csv
  • **Reach**: Users affected per quarter
  • **Impact**: massive/high/medium/low/minimal
  • **Confidence**: high/medium/low
  • **Effort**: xl/l/m/s/xs (person-months)

3. **Analyze Portfolio**

  • Review quick wins vs big bets
  • Check effort distribution
  • Validate against strategy

4. **Generate Roadmap**

  • Quarterly capacity planning
  • Dependency mapping
  • Stakeholder alignment

Customer Discovery Process

1. **Conduct Interviews**

  • Use semi-structured format
  • Focus on problems, not solutions
  • Record with permission

2. **Analyze Insights**

   python scripts/customer_interview_analyzer.py transcript.txt

Extracts:

  • Pain points with severity
  • Feature requests with priority
  • Jobs to be done
  • Sentiment analysis
  • Key themes and quotes

3. **Synthesize Findings**

  • Group similar pain points
  • Identify patterns across interviews
  • Map to opportunity areas

4. **Validate Solutions**

  • Create solution hypotheses
  • Test with prototypes
  • Measure actual vs expected behavior

PRD Development Process

1. **Choose Template**

  • **Standard PRD**: Complex features (6-8 weeks)
  • **One-Page PRD**: Simple features (2-4 weeks)
  • **Feature Brief**: Exploration phase (1 week)
  • **Agile Epic**: Sprint-based delivery

2. **Structure Content**

  • Problem → Solution → Success Metrics
  • Always include out-of-scope
  • Clear acceptance criteria

3. **Collaborate**

  • Engineering for feasibility
  • Design for experience
  • Sales for market validation
  • Support for operational impact

Key Scripts

rice_prioritizer.py

Advanced RICE framework implementation with portfolio analysis.

**Features**:

  • RICE score calculation
  • Portfolio balance analysis (quick wins vs big bets)
  • Quarterly roadmap generation
  • Team capacity planning
  • Multiple output formats (text/json/csv)

**Usage Examples**:

# Basic prioritization
python scripts/rice_prioritizer.py features.csv

# With custom team capacity (person-months per quarter)
python scripts/rice_prioritizer.py features.csv --capacity 20

# Output as JSON for integration
python scripts/rice_prioritizer.py features.csv --output json

customer_interview_analyzer.py

NLP-based interview analysis for extracting actionable insights.

**Capabilities**:

  • Pain point extraction with severity assessment
  • Feature request identification and classification
  • Jobs-to-be-done pattern recognition
  • Sentiment analysis
  • Theme extraction
  • Competitor mentions
  • Key quotes identification

**Usage Examples**:

# Analyze single interview
python scripts/customer_interview_analyzer.py interview.txt

# Output as JSON for aggregation
python scripts/customer_interview_analyzer.py interview.txt json

Reference Documents

prd_templates.md

Multiple PRD formats for different contexts:

1. **Standard PRD Template**

  • Comprehensive 11-section format
  • Best for major features
  • Includes technical specs

2. **One-Page PRD**

  • Concise format for quick alignment
  • Focus on problem/solution/metrics
  • Good for smaller features

3. **Agile Epic Template**

  • Sprint-based delivery
  • User story mapping
  • Acceptance criteria focus

4. **Feature Brief**

  • Lightweight exploration
  • Hypothesis-driven
  • Pre-PRD phase

Prioritization Frameworks

RICE Framework

Score = (Reach × Impact × Confidence) / Effort

Reach: # of users/quarter
Impact: 
  - Massive = 3x
  - High = 2x
  - Medium = 1x
  - Low = 0.5x
  - Minimal = 0.25x
Confidence:
  - High = 100%
  - Medium = 80%
  - Low = 50%
Effort: Person-months

Value vs Effort Matrix

         Low Effort    High Effort
         
High     QUICK WINS    BIG BETS
Value    [Prioritize]   [Strategic]
         
Low      FILL-INS      TIME SINKS
Value    [Maybe]       [Avoid]

MoSCoW Method

  • **Must Have**: Critical for launch
  • **Should Have**: Important but not critical
  • **Could Have**: Nice to have
  • **Won't Have**: Out of scope

Discovery Frameworks

Customer Interview Guide

1. Context Questions (5 min)
   - Role and responsibilities
   - Current workflow
   - Tools used

2. Problem Exploration (15 min)
   - Pain points
   - Frequency and impact
   - Current workarounds

3. Solution Validation (10 min)
   - Reaction to concepts
   - Value perception
   - Willingness to pay

4. Wrap-up (5 min)
   - Other thoughts
   - Referrals
   - Follow-up permission

Hypothesis Template

We believe that [building this feature]
For [these users]
Will [achieve this outcome]
We'll know we're right when [metric]

Opportunity Solution Tree

Outcome
├── Opportunity 1
│   ├── Solution A
│   └── Solution B
└── Opportunity 2
    ├──
Read more
Ships withmajiayu000-spellbook

Cross-runtime skills for Claude Code, Codex, and multi-agent workflows.

Get the whole plugin

Other skills on majiayu000-spellbook.

idea-analogist
Skill

idea-analogist

想法群聊室 — 类比者角色。被 idea-team 主编排器调用,或用户单独说"类比一下"、"别的行业有没有"、"yes-and 扩展"、"X 让你想到什么"、"跨界启示"时触发。**专门做跨界类比 + yes-and 扩展——不评判、不挑刺、不要求事实证据**。Do NOT use when 用户要数据(用…

idea-devils-advocate
Skill

idea-devils-advocate

想法群聊室 — 反方角色。被 idea-team 主编排器调用,或用户单独说"反方意见"、"挑这个想法的刺"、"为什么会失败"、"找漏洞 / 反例"、"devil's advocate"时触发。**专门挑漏洞、找隐藏假设、给反例——不安慰、不"也许可以这样"、不全盘否定**。Do NOT use when…

idea-research
Skill

idea-research

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…

idea-team
Skill

idea-team

想法群聊室主持人 — 把一句话想法丢给多角色 AI 团队(调研员/反方/类比者)做查漏补缺。每个角色有自己的 voice,他们互相 @ 接话;你随时插话。**这是创意扩展工具,不打分、不否决、不堵路**。Use when 用户说"组个团队聊一下"、"开会讨论这个想法"、"找几个角度看看"、"群聊一下 X"、"team…

idea-to-product
Skill

idea-to-product

端到端产品教练 — 把一句话想法走到 PRD + 可点击 HTML 原型。会顶嘴、强制砍功能、用 Nielsen + Norman 做友好性硬检。Use when user 说"我有一个想法"、"想做一个产品"、"做 MVP"、"写 PRD"、"做用户友好的产品",或调用插件命令…