ad-spend-optimizer
Analyze paid advertising performance across channels and recommend budget reallocation to maximize ROAS and minimize CAC. Use…
Design and optimize self-reinforcing growth systems using Reforge methodology—shift from linear funnels to compounding loops where outputs become inputs for sustainable, defensible growth. Use when: **Analyze your current growth model** and identify if you have a loop or funnel;
Claude Code
$ npx -y skills add guia-matthieu/clawfu-skills --skill growth-loops --agent claude-code
Codex
$ npx skills add guia-matthieu/clawfu-skills --skill growth-loops -a codex -y
Cursor
$ npx skills add guia-matthieu/clawfu-skills --skill growth-loops -a cursor -y
Gemini CLI
$ npx skills add guia-matthieu/clawfu-skills --skill growth-loops -a gemini-cli -y
GitHub Copilot
$ npx skills add guia-matthieu/clawfu-skills --skill growth-loops -a github-copilot -y
OpenCode
$ npx skills add guia-matthieu/clawfu-skills --skill growth-loops -a opencode -y
Windsurf
$ npx skills add guia-matthieu/clawfu-skills --skill growth-loops -a windsurf -y
name: growth-loops description: "Design and optimize self-reinforcing growth systems using Reforge methodology—shift from linear funnels to compounding loops where outputs become inputs for sustainable, defensible growth. Use when: **Analyze your current growth model** and identify if you have a loop or funnel; **Design a growth loop** for a new product or feature; **Diagnose why growth isn't compounding** despite acquisition efforts; **Identify the right loop type** for your business model; **Optimize loop velocity** to acc..." license: MIT metadata: author: ClawFu version: 1.0.0 mcp-server: "@clawfu/mcp-skills"
> Design and optimize self-reinforcing growth systems using Reforge methodology—shift from linear funnels to compounding loops where outputs become inputs for sustainable, defensible growth.
Use this skill when you need to:
This skill is particularly valuable for:
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**Sources:**
**Core Principle:** Growth loops are closed systems where outputs from one cycle become inputs for the next, creating compounding effects over time. Unlike funnels, loops don't require constant external input to maintain output.
> "Loops are closed systems where the inputs through some process generates more of an output that can be reinvested in the input." — Brian Balfour
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| Claude Does | You Decide | |-------------|------------| | Structures analysis frameworks | Strategic priorities | | Synthesizes market data | Competitive positioning | | Identifies opportunities | Resource allocation | | Creates strategic options | Final strategy selection | | Suggests implementation approaches | Execution decisions |
When invoked, I will guide you through growth loop design and optimization:
1. **Assess current state** - Determine if you have loops or funnels 2. **Identify your core loop** - Find the primary mechanism driving growth 3. **Map loop components** - Input → Action → Output → Feedback 4. **Diagnose friction points** - Where the loop breaks or slows 5. **Measure loop health** - Key metrics that matter 6. **Optimize velocity** - Accelerate cycle time and volume 7. **Design secondary loops** - Build compound growth systems 8. **Create implementation plan** - Prioritized improvements
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Provide information about your business and growth:
**Example prompts:**
**Information that helps:**
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Traditional growth thinking:
Awareness → Interest → Consideration → Purchase → (end)
↓ ↓ ↓ ↓
Drop Drop Drop Drop**Why funnels plateau:**
Growth loop thinking:
┌─────────────────────────────────────┐
│ │
▼ │
New User → Action → Output → Distribution ─┘
│
└─→ (Attracts more new users)**Why loops compound:**
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**Mechanism:** Users invite other users who invite more users.
New User → Experiences Value → Invites Others → New Users Sign Up → Repeat
**Best for:**
**Key metrics:** | Metric | Definition | Target | |--------|------------|--------| | Viral coefficient (K) | Invites × Conversion rate | >1 for viral growth | | Cycle time | Days per loop iteration | Shorter = faster | | Invitation rate | % of users who invite | Higher = more fuel |
**Optimization levers:**
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**Mechanism:** Users create content that attracts new users who create more content.
User Creates Content
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