Design rigorous A/B tests with hypotheses, variants, metrics, and sample size calculations.
日本語の概要は準備中です。原文の説明を表示しています。
Strategic product leadership toolkit for Head of Product covering OKR cascade generation, quarterly planning, competitive landscape analysis, product vision documents, and team scaling proposals. Use when creating quarterly OKR documents, defining product goals or KPIs, building product roadmaps, running competitive analysis, drafting team structure or hiring plans, aligning product strategy across engineering and design, or generating cascaded goal hierarchies from company to team level.
インストールする前に、エージェントに与えられる指示の中身を確認できます。
Strategic toolkit for Head of Product to drive vision, alignment, and organizational excellence.
| Capability | Description | Tool |
|---|---|---|
| OKR Cascade | Generate aligned OKRs from company to team level | okr_cascade_generator.py |
| Alignment Scoring | Measure vertical and horizontal alignment | Built into generator |
| Strategy Templates | 5 pre-built strategy types | Growth, Retention, Revenue, Innovation, Operational |
| Team Configuration | Customize for your org structure | --teams flag |
# Growth strategy with default teams
python scripts/okr_cascade_generator.py growth
# Retention strategy with custom teams
python scripts/okr_cascade_generator.py retention --teams "Engineering,Design,Data"
# Revenue strategy with 40% product contribution
python scripts/okr_cascade_generator.py revenue --contribution 0.4
# Export as JSON for integration
python scripts/okr_cascade_generator.py growth --json > okrs.json
| Strategy | When to Use |
|---|---|
| Growth | Scaling user base, market expansion |
| Retention | Reducing churn, improving LTV |
| Revenue | Increasing ARPU, new monetization |
| Innovation | Market differentiation, new capabilities |
| Operational | Improving efficiency, scaling operations |
See references/strategy_types.md for detailed guidance.
{
"current": 100000, // Current MAU
"target": 150000, // Target MAU
"current_nps": 40, // Current NPS
"target_nps": 60 // Target NPS
}
# Default teams
python scripts/okr_cascade_generator.py growth
# Custom org structure with contribution percentage
python scripts/okr_cascade_generator.py growth \
--teams "Core,Platform,Mobile,AI" \
--contribution 0.3
| Score | Target | Action if Below |
|---|---|---|
| Vertical Alignment | >90% | Ensure all objectives link to parent |
| Horizontal Alignment | >75% | Check for team coordination gaps |
| Coverage | >80% | Validate all company OKRs are addressed |
| Balance | >80% | Redistribute if one team is overloaded |
| Overall | >80% | <60% needs restructuring |
Before finalizing:
# Export JSON for tools like Lattice, Ally, Workboard
python scripts/okr_cascade_generator.py growth --json > q1_okrs.json
python scripts/okr_cascade_generator.py [strategy] [options]
Strategies: growth | retention | revenue | innovation | operational
| Option | Description | Default |
|---|---|---|
--teams, -t | Comma-separated team names | Growth,Platform,Mobile,Data |
--contribution, -c | Product contribution to company OKRs (0-1) | 0.3 (30%) |
--json, -j | Output as JSON instead of dashboard | False |
--metrics, -m | Metrics as JSON string | Sample metrics |
growth strategy)============================================================
OKR CASCADE DASHBOARD
Quarter: Q1 2025 | Strategy: GROWTH
Teams: Growth, Platform, Mobile, Data | Product Contribution: 30%
============================================================
🏢 COMPANY OKRS
📌 CO-1: Accelerate user acquisition and market expansion
└─ CO-1-KR1: Increase MAU from 100,000 to 150,000
└─ CO-1-KR2: Achieve 50% MoM growth rate
└─ CO-1-KR3: Expand to 3 new markets
📌 CO-2: Achieve product-market fit in new segments
📌 CO-3: Build sustainable growth engine
🚀 PRODUCT OKRS
📌 PO-1: Build viral product features and market expansion
↳ Supports: CO-1
└─ PO-1-KR1: Increase product MAU to 45,000
└─ PO-1-KR2: Achieve 45% feature adoption rate
👥 TEAM OKRS
Growth Team:
📌 GRO-1: Build viral product features through acquisition and activation
└─ GRO-1-KR1: Increase product MAU to 11,250
└─ GRO-1-KR2: Achieve 11.25% feature adoption rate
🎯 ALIGNMENT SCORES
✓ Vertical Alignment: 100.0%
! Horizontal Alignment: 75.0%
✓ Coverage: 100.0% | ✓ Balance: 97.5% | ✓ Overall: 94.0%
✅ Overall alignment is GOOD (≥80%)
retention --json, truncated){
"quarter": "Q1 2025",
"strategy": "retention",
"company": {
"objectives": [
{
"id": "CO-1",
"title": "Create lasting customer value and loyalty",
"key_results": [
{ "id": "CO-1-KR1", "title": "Improve retention from 70% to 85%", "current": 70, "target": 85 }
]
}
]
},
"product": { "contribution": 0.3, "objectives": ["..."] },
"teams": ["..."],
"alignment_scores": {
"vertical_alignment": 100.0, "horizontal_alignment": 75.0,
"coverage": 100.0, "balance": 97.5, "overall": 94.0
}
}
See references/examples/sample_growth_okrs.json for a complete example.
| Document | Description |
|---|---|
references/okr_framework.md | OKR methodology, writing guidelines, alignment scoring |
references/strategy_types.md | Detailed breakdown of all 5 strategy types with examples |
references/examples/sample_growth_okrs.json | Complete sample output for growth strategy |
まだレビューはありません。使ってみた感想をお寄せください。
概要と使いどころ
Design rigorous A/B tests with hypotheses, variants, metrics, and sample size calculations.
日本語の概要は準備中です。原文の説明を表示しています。
When the user wants to plan, design, or implement an A/B test or experiment, or build a growth experimentation program. Also use when the user mentions "A/B test," "split test," "experiment," "test this change," "variant copy," "multivariate test," "hypothesis," "should I test this," "which version is better," "test two versions," "statistical significance," "how long should I run this test," "growth experiments," "experiment velocity," "experiment backlog," "ICE score," "experimentation program," or "experiment playbook." Use this whenever someone is comparing two approaches and wants to measure which performs better, or when they want to build a systematic experimentation practice. For tracking implementation, see analytics. For page-level conversion optimization, see cro.
日本語の概要は準備中です。原文の説明を表示しています。
Format CVs for academic positions with publications, grants, and teaching
日本語の概要は準備中です。原文の説明を表示しています。
Conduct a comprehensive accessibility audit against WCAG guidelines with severity ratings and remediation steps.
日本語の概要は準備中です。原文の説明を表示しています。
Create accessibility testing plans covering assistive technologies and WCAG criteria.
日本語の概要は準備中です。原文の説明を表示しています。
When the user wants to generate, iterate, or scale ad creative — headlines, descriptions, primary text, or full ad variations — for any paid advertising platform. Also use when the user mentions 'ad copy variations,' 'ad creative,' 'generate headlines,' 'RSA headlines,' 'bulk ad copy,' 'ad iterations,' 'creative testing,' 'ad performance optimization,' 'write me some ads,' 'Facebook ad copy,' 'Google ad headlines,' 'LinkedIn ad text,' or 'I need more ad variations.' Use this whenever someone needs to produce ad copy at scale or iterate on existing ads. For campaign strategy and targeting, see ads. For landing page copy, see copywriting.
日本語の概要は準備中です。原文の説明を表示しています。