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// Finance & Trading

oh-my-growth

Growth Strategy Brain - Claude Code Plugin for Growth Decisions | 81 Cases · 111 Plays · 12 Schools

// Finance & Trading[ cli ][ web ][ mobile ][ claude ]#claude#finance◷ MIT$open-sourceupdated 14 days ago
Actively maintained
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last commit 5 days ago
last release 25 days ago
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★ 79 github ↗
// install
git clone https://github.com/tinylion1024/oh-my-growth
oh-my-growth

🚀 oh-my-growth

Growth Strategy External Brain — Claude Code, OpenClaw & Hermes Agent Plugin

Integrating 194 Cases · 111 Growth Plays · 12 Schools · Complete Decision Framework

Input a growth question, output: Stage Diagnosis · Core Tension · Priority Ranking · Do/Don't · 2-Week Experiment

Install · Quick Start · Core Frameworks · Documentation

中文文档

💡 What is This?

oh-my-growth is a growth strategy plugin for Claude Code, OpenClaw, and Hermes Agent.

Use it directly in your Claude Code session:

/omg-diagnose My DAU dropped 20%, what should I do?
/omg-assess We're planning referral, evaluate feasibility first
/omg-design How to design monetization strategy for SaaS?

Shortcut: Use /omg instead of /oh-my-growth

/omg-diagnose My DAU dropped 20%, what should I do?
/omg-assess We're planning referral, evaluate feasibility first

It first determines:

  • Which growth stage you're in (validation / scaling / optimization)
  • Whether the problem is user acquisition or user engagement
  • What your North Star metric should be
  • What to focus on and what to avoid

Then outputs actionable recommendations:

  • 🎯 Diagnose Growth Problems — Identify core tension, stage constraints, and priorities
  • 📋 Validate Decision Docs — Check if reports cover key sections, fact markers, and action loops
  • 🛠️ Output Strategy Plans — What to do, what not to do, which experiment to run first
  • 📚 Match Success Cases — Who has done similar things? How did they do it?
  • 🔢 Form Executable Judgments — Backed by evidence, cases, and lightweight decision engines

📦 Install

cd oh-my-growth
./scripts/install.sh

Option 2: Manual Install

# Clone repository
git clone https://github.com/tinylion1024/oh-my-growth.git

# Install to Claude Code skills directory
cp -R oh-my-growth ~/.claude/skills/oh-my-growth

Verify Installation

In Claude Code, type:

/omg-diagnose test installation

Install to OpenClaw

oh-my-growth also supports OpenClaw:

# Clone repository
git clone https://github.com/tinylion1024/oh-my-growth.git

# Install to OpenClaw skills directory
cp -R oh-my-growth/openclaw ~/.openclaw/skills/oh-my-growth
cp -R oh-my-growth/knowledge ~/.openclaw/skills/oh-my-growth/
cp -R oh-my-growth/references ~/.openclaw/skills/oh-my-growth/
cp -R oh-my-growth/scripts ~/.openclaw/skills/oh-my-growth/

# Install Python dependencies
pip install -r oh-my-growth/requirements.txt

See openclaw/INSTALL.md for detailed OpenClaw installation guide.

Install to Hermes Agent

oh-my-growth also supports Hermes Agent:

# Clone repository
git clone https://github.com/tinylion1024/oh-my-growth.git

# Install to Hermes skills directory
mkdir -p ~/.hermes/skills/oh-my-growth
cp -R oh-my-growth/hermes/SKILL.md ~/.hermes/skills/oh-my-growth/
cp -R oh-my-growth/knowledge ~/.hermes/skills/oh-my-growth/
cp -R oh-my-growth/references ~/.hermes/skills/oh-my-growth/
cp -R oh-my-growth/scripts ~/.hermes/skills/oh-my-growth/

# Install Python dependencies
pip install -r oh-my-growth/requirements.txt

See hermes/INSTALL.md for detailed Hermes Agent installation guide.

✨ Quick Start

Use in Claude Code

Core Commands:

# Strategy diagnosis - diagnose growth problems with priority ranking
/omg-diagnose How to get first 1000 users for SaaS product
/omg-diagnose My DAU dropped 20%, what should I do?

# Opportunity assessment - evaluate if worth deeper analysis
/omg-assess Should we do referral program
/omg-assess We're planning viral growth, evaluate feasibility first

# Strategy design - actionable strategy with execution path
/omg-design How to improve monthly active user retention
/omg-design SaaS monetization strategy

# Case matching - find success cases
/omg-match Gamification to boost user activity
/omg-match Referral growth cases in education industry

# Learning path - systematic learning roadmap
/omg-learn How to systematically learn referral growth
/omg-learn Retention strategy for B2B SaaS

Quick Judgment:

# Fast scan - quick feasibility check
/omg-fast-scan Is TikTok ads worth trying for our SaaS?

# Decision BRD - full decision document for budget approval
/omg-brd Should we invest $50K in referral program

Utility Commands:

# Search knowledge base directly
/omg-search viral growth
/omg-search PLG onboarding

# Validate output document
/omg-validate report.md

Scenario Shortcuts:

# Cold start scenario
/omg-cold-start How to get first 100 seed users for AI writing SaaS

# Retention scenario
/omg-retention How to improve 30-day retention rate

# Monetization scenario
/omg-monetization How to design pricing for SaaS product

# Referral scenario
/omg-referral Should we do invitation referral

Command Reference

CommandDescriptionUse Case
/omg-diagnoseDiagnosis + Priority + ExperimentGrowth lead needs quick judgment
/omg-assessEvaluate if worth deeper analysisCurrent state unclear, need clarity first
/omg-designActionable strategyKnow what to do, need execution path
/omg-fast-scanQuick judgmentIs this idea worth pursuing?
/omg-brdFull decision documentNeed budget/resource approval
/omg-matchFind success casesWant to see how others did it
/omg-learnSystematic learning pathWant to deep dive into a growth area
/omg-searchSearch knowledge baseDirect lookup of cases/plays/theories
/omg-validateValidate output documentCheck report completeness
/omg-cold-startCold start scenarioFirst users acquisition
/omg-retentionRetention scenarioImprove user retention
/omg-monetizationMonetization scenarioDesign monetization strategy
/omg-referralReferral scenarioPlan referral program

Output Views

The standalone CLI supports operator, executive, report, json, weekly, experiment-card, decision-memo, and qbr views through --view.

CLI Mode (Standalone)

# Strategy brain diagnosis
python scripts/cli.py diagnose "How to get first 1000 users for SaaS" \
  --industry saas --stage 0-1 --problem acquisition

# Scenario shortcut
python scripts/cli.py cold-start "How to get first 100 seed users for AI writing SaaS" \
  --industry saas

Sample Output:

┌─────────────────────────────────────────────────────────┐
│  📌 Stage Diagnosis                                     │
├─────────────────────────────────────────────────────────┤
│  Validation Stage · User Acquisition                    │
│  North Star: New high-intent users                      │
│                                                         │
│  📌 One-Liner Judgment                                  │
│  Recommend small experiment: Bet on "Beta Invite"       │
│                                                         │
│  📌 Core Tension                                        │
│  Not lack of channels, but no replicable low-cost path  │
│                                                         │
│  📌 Priority Ranking                                    │
│  Beta Invite > Landing Page > Product Hunt Launch       │
│                                                         │
│  📌 2-Week Experiment                                   │
│  1. Validate one action only                            │
│  2. Track new high-intent users                         │
│  3. Stop if hypothesis fails                            │
└─────────────────────────────────────────────────────────┘

🎯 Knowledge Base Scale

TypeCountDescription
📚 Cases194Pinduoduo, TikTok, Notion, Airbnb, GPT-4o, Claude 3.5...
🛠️ Plays111Referral, PLG, Content Growth, Retention...
📖 Theories12 SchoolsGrowth Hacking, Network Effects, PLG...

Case Index

China Cases (118)

AI Products 2025 (25)

New Business Models 2025 (25)

Fintech (16)

Gaming & Entertainment (10)

Healthcare (10)

E-commerce & Retail (9)

Social & Community (6)

Local Life (5)

Overseas Cases (66)

AI Products 2025 (29)

New Business Models 2025 (15)

SaaS Tools (7)

Consumer Brands (4)

Transportation (3)

Vertical Industry Cases (10)

Play Index

Cold Start Growth (10)
Viral & Referral (15)
Content Growth (15)
Community Growth (10)
Product-led Growth (15)
Retention Growth (10)
Monetization Growth (10)
Paid Advertising (10)
Brand Growth (8)
B2B Sales (8)

🧭 Core Frameworks

The project organizes strategy judgment around a complete growth operating framework:

  • First determine: Product Validation / Growth Scaling / Scale Optimization
  • Then determine: User Acquisition or User Engagement
  • Then define: North Star Metric and Constraints
  • Finally: Cases, plays, theories, and experiment recommendations

Quality Assurance

MechanismPurpose
✅ Current State Clarity GateAsk follow-up questions when information is insufficient
✅ Evidence Tier SystemA/B/C/D/E five-level confidence, transparent labeling
✅ Safety Boundary DetectionAuto-identify financial/legal/regulatory risks
✅ Output Contract10 required sections, ensure report completeness

🔢 Bayesian Decision Engine

What is Bayesian Decision?

Converts uncertain growth decisions into an auditable probabilistic reasoning process:

Initial Hypothesis → Set Prior → Collect Evidence → Update Posterior → Compare Threshold → Recommend Action

Action Thresholds

Posterior RangeDecisionDescription
≥ 75%Invest NowHigh confidence, actionable
50-75%Run ExperimentMedium confidence, needs validation
30-50%Collect EvidenceLow confidence, insufficient info
< 30%StopVery low confidence, not recommended

Evidence Tiers

TierDefinitionUpdate Magnitude
AMeta-analysis, systematic reviews±25%
BPeer-reviewed, industry reports±15%
CExpert opinions, internal data±10%
DLLM suggestions, analogies±5%
EBlogs, marketing copy0%

📊 Kelly Allocation Framework

What is Kelly Criterion?

Calculate optimal investment ratio, answering "how much resource to invest":

f* = (bp - q) / b

f* = Optimal investment fraction
b  = Net odds (profit/loss)
p  = Win probability
q  = Loss probability

Action Package Output

kelly_result:
  fraction: "15% budget"
  action: "Launch referral MVP"
  budget: "$15K"
  add_condition: "K-factor > 0.5 → Scale to $30K"
  stop_condition: "CAC > $10 → Stop"
  review: "Review in 30 days"

🏗️ Architecture Overview

User Input
    │
    ▼
┌─────────────────┐
│ Lead Agent      │ ← Orchestration, problem classification
└────────┬────────┘
         │
    ┌────┴────┐
    ▼         ▼
┌───────┐ ┌───────┐
│知识   │ │ 决策  │
│ Agent │ │ Agent │
│ 群    │ │ 群    │
└───┬───┘ └───┬───┘
    │         │
    └────┬────┘
         ▼
┌─────────────────┐
│ Narrative Agent │ ← Output generation
└─────────────────┘

Knowledge Agents: Case · Weapon · Theory · Competitor

Decision Agents: Growth · Monetization · ROI · Execution · Skeptic

📖 Documentation

DocumentDescription
SKILL.mdComplete skill definition
Growth Operating FrameworkStage, North Star, Journey, Strategy Loop
Bayesian DecisionProbabilistic reasoning framework
Game Theory FrameworkCompetitive analysis, equilibrium prediction
Kelly AllocationResource investment optimization

🧪 Test Coverage

# Run main test suite
python3 scripts/run_tests.py

# Run CLI integration tests only
python3 -m pytest tests/test_cli_integration.py

# Validate agents and indexes
python3 scripts/validate-agents.py
python3 scripts/validate-indexes.py
Test TypeCoverageStatus
Scripted Main Tests96/96✅
CLI Integration Testsdiagnose / assess / match / validate / learn✅
Golden Scenario RegressionWrong stage / Wrong constraint / Wrong direction✅
Agent/Index ValidationStructure and knowledge integrity✅

🚀 Productization Status

See docs/optimization-status.md for current high-ROI optimization status and active backlog.

🤝 Contributing

Contributions welcome!

  • 📝 Submit new cases (see knowledge/cases/ format)
  • 🛠️ Add growth plays (see knowledge/weapons/ format)
  • 🐛 Report issues (open an Issue)
  • 💡 Feature suggestions (open an Issue or PR)

📄 License

MIT License - Free to use, modify, and distribute

Built with ❤️ by Growth Master Team

⬆ Back to Top

// compatibility

Platformscli, web, mobile
Operating systems—
AI compatibilityclaude
LicenseMIT
Pricingopen-source
LanguagePython

// faq

What is oh-my-growth?

Growth Strategy Brain - Claude Code Plugin for Growth Decisions | 81 Cases · 111 Plays · 12 Schools. It is open-source on GitHub.

Is oh-my-growth free to use?

oh-my-growth is open-source under the MIT license, so it is free to use.

What category does oh-my-growth belong to?

oh-my-growth is listed under plugins in the Claudeers registry of Claude-compatible tools.

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