growth-loop-orchestrator（增长循环协调器）

Growth Loop Orchestrator

Overview

The growth-loop-orchestrator skill designs, implements, and optimizes growth loops across the skill portfolio. It connects usage, feedback, improvement, and adoption into self-reinforcing cycles that drive sustainable growth.

When to Use

• Designing growth strategies for skills
• Creating viral or referral loops
• Optimizing skill adoption funnels
• Building user engagement mechanisms
• Planning portfolio growth initiatives
• Analyzing growth metrics and loops
• Troubleshooting growth stagnation
• Designing network effects

Core Concepts

Growth Loop Types

Loop Components

Every growth loop has:

1. Input: Users, actions, or content entering the loop
2. Action: What users do within the loop
3. Output: Results that feed back into the loop
4. Conversion: How outputs become new inputs
5. Amplification: What makes the loop grow

Loop Metrics

Input

Accepts:

• Current growth metrics
• User behavior data
• Skill portfolio information
• Target growth goals
• Loop design parameters

Output

Produces:

• Growth loop designs
• Orchestration plans
• Metric dashboards
• Optimization recommendations
• A/B test plans

Workflow

Designing a Growth Loop

1. Identify Core Value

- What value do users get? - What can they share or create? - What would others want?

1. Map User Journey

- Entry points - Key actions - Sharing moments - Conversion paths

1. Design the Loop

- Input source - Key action - Output creation - Distribution mechanism - Conversion back to input

1. Add Amplification

- Incentives - Friction reduction - Network effects - Social proof

1. Measure and Optimize

- Track loop metrics - Identify bottlenecks - Test improvements - Scale what works

Analyzing Existing Loops

1. Map Current State

- Identify existing loops - Measure current performance - Find broken connections

1. Diagnose Issues

- Where do users drop off? - What's blocking conversion? - Where is friction highest?

1. Generate Solutions

- Fix broken connections - Reduce friction - Add amplification

1. Test and Validate

- A/B test changes - Measure impact - Iterate quickly

Commands

Design Growth Loop

./scripts/design-loop.sh --type viral --skill <name> [--output loop-design.md]

Analyze Current Loops

./scripts/analyze-loops.sh [--skill <name>] [--portfolio]

Optimize Loop Performance

./scripts/optimize-loop.sh --loop-id <id> [--target metric] [--test]

Track Growth Metrics

./scripts/track-metrics.sh [--skill <name>] [--dashboard] [--period 30d]

Generate Growth Report

./scripts/generate-report.sh --type loops|funnel|portfolio [--output report.md]

Simulate Loop

./scripts/simulate-loop.sh --design <file> [--cycles 10] [--users 1000]

Output Format

Growth Loop Design

# Growth Loop Design: [Name]

## Loop Type: Viral

## Loop Diagram

[New User] → [Use Skill] → [Create Output] → [Share] → [New User Sees] → [Try Skill] → [New User]

## Components

### Input
- Source: User creates content
- Volume: ~50 outputs/day
- Quality: High (user-generated)

### Action
- What: User shares output
- Where: Social, email, link
- Friction: Medium (requires action)

### Output
- Type: Sharable result
- Format: Image, link, export
- Value: Demonstrates skill capability

### Conversion
- Mechanism: View → Try
- Rate: 15% (target: 25%)
- Time: Within 24 hours

### Amplification
- Social proof: "X people used this"
- Incentive: Free credits for sharing
- Network: Collaborative features

## Metrics

| Metric | Current | Target |
|--------|---------|--------|
| Cycle Time | 3 days | 1 day |
| Conversion Rate | 15% | 25% |
| Viral Coefficient | 0.2 | 0.5 |
| Retention | 35% | 50% |

## Optimization Plan

### Immediate (This Week)
1. Add one-click sharing
2. Create shareable templates
3. Add social proof badges

### Near-term (This Month)
1. Implement referral rewards
2. Add collaboration features
3. Create public gallery

### Long-term (This Quarter)
1. Build network effects
2. Add team features
3. Create marketplace

## Success Criteria
- Viral coefficient > 0.5
- Cycle time < 24 hours
- 1000 new users/month from loop

Loop Performance Dashboard

{
  "dashboard": "growth-loops",
  "period": "2024-03-01 to 2024-03-31",
  "loops": [
    {
      "id": "viral-share",
      "name": "Viral Sharing Loop",
      "type": "viral",
      "metrics": {
        "cycle_time_hours": 48,
        "conversion_rate": 0.18,
        "viral_coefficient": 0.25,
        "retention_7d": 0.42,
        "amplification": 1.15
      },
      "status": "active",
      "health": "good",
      "bottleneck": "share_rate",
      "recommendation": "Add one-click sharing buttons"
    },
    {
      "id": "content-seo",
      "name": "Content SEO Loop",
      "type": "content",
      "metrics": {
        "cycle_time_days": 30,
        "conversion_rate": 0.05,
        "content_velocity": 12,
        "organic_growth": 1.08
      },
      "status": "active",
      "health": "fair",
      "bottleneck": "content_quality",
      "recommendation": "Improve output shareability"
    }
  ],
  "portfolio_summary": {
    "total_loops": 4,
    "active_loops": 3,
    "avg_viral_coefficient": 0.22,
    "monthly_growth_rate": 0.15
  }
}

Loop Patterns

Viral Loop Pattern

Use → Create → Share → View → Signup → Use

Keys: Easy sharing, valuable output, low friction signup

Content Loop Pattern

Use → Publish → Index → Search → View → Use

Keys: SEO-friendly, public by default, discoverable

Network Loop Pattern

Join → Invite → Collaborate → Value ↑ → More Invite

Keys: Collaboration value, invite incentives, team features

Engagement Loop Pattern

Use → Reward → Habit → Daily Use → Reward

Keys: Meaningful rewards, streaks, progress

Feedback Loop Pattern

Use → Feedback → Improve → Better Experience → Use

Keys: Easy feedback, fast iteration, visible improvements

Quality Rules

• Design loops that add value, not just growth
• Measure full loop, not just parts
• Optimize for sustainable growth
• Test before scaling
• Monitor for gaming/abuse
• Balance growth with quality

Good Trigger Examples

• "Design a growth loop for this skill"
• "How can we make this skill viral?"
• "Analyze our current growth loops"
• "What's blocking our growth?"
• "Design a referral program"
• "How can we increase user engagement?"
• "Track our growth metrics"
• "Optimize our conversion funnel"
• "Create a network effect"

Limitations

• Requires usage data for meaningful analysis
• Growth loops take time to validate
• Network effects need critical mass
• Viral loops are hard to predict
• Metrics can be gamed
• Growth without value is unsustainable

Related Skills

• learning-evolution - For iterating on loops
• insight-tracker - For capturing growth insights
• decision-distiller - For growth strategy decisions
• skill-market-analyzer - For market-based growth

Resources

scripts/

• design-loop.sh - Design new growth loops
• analyze-loops.sh - Analyze existing loops
• optimize-loop.sh - Optimize loop performance
• track-metrics.sh - Track growth metrics
• simulate-loop.sh - Simulate loop behavior

references/

• Growth loop patterns
• Viral mechanics
• Network effect theory
• Engagement design principles