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Agent Skill · 研究检索

growth-loops(增长循环)

growth-loops 用于查找、检索和筛选相关信息,适合在 Codex、Claude、Cursor、Gemini CLI 中需要根据关键词、任务场景或来源线索快速定位候选结果时使用。可结合来源仓库、安装命令和原始 README 继续核验具体用法。安装前建议确认权限范围、维护状态,以及是否会触发联网、命令执行或文件读写。

growth-loops 是研究检索类 Agent Skill,可用宿主为 Codex、Claude、Cursor、Gemini CLI,通过GitHub 仓库获取,权限为需要联网;许可证信息还不明确,第三方扫描已通过,按安装量在研究检索类的 73,675 个 Skill 里排第 37,588。

总安装 1,713周安装 89GitHub Stars 85下载 691核验 2026-05-01

安装说明

本站只整理中文说明,不托管安装包,也不代用户安装。
GitHub
许可证
unknown

安装方式

通过对话安装

复制提示词发给支持本地命令或 Skills 的 AI 助手,先确认命令和权限,再让它执行。

请帮我安装这个 Agent Skill:growth-loops(增长循环)
来源仓库:https://github.com/guia-matthieu/clawfu-skills
仓库路径:skills/growth-loops
安装命令:
npx skills add https://github.com/guia-matthieu/clawfu-skills --skill growth-loops
安装前请先检查当前环境是否支持对应 CLI,并向我确认将要执行的命令、安装目录、联网范围和文件读写权限;确认后再执行。

命令行安装

复制命令到本机终端执行。该命令会通过 npx skills 从第三方来源获取 Skill;本站只展示命令,不托管安装包,也不自动执行。

skills.shnpx skills
npx skills add https://github.com/guia-matthieu/clawfu-skills --skill growth-loops

这个 Skill 是做什么的

研究检索类 Skill 主要解决「找资料、核对事实、把来源整理清楚」的问题,通常会让助手先检索再总结。

growth-loops 用于查找、检索和筛选相关信息。适合在 Codex、Claude、Cursor、Gemini CLI 中根据关键词、任务场景或来源线索快速定位候选结果。通过 npx skills add 命令从指定 GitHub 仓库安装并使用。安装前需确认权限范围和维护状态,注意是否会触发联网或文件读写操作。

建议结合原始 README 核验具体用法和功能边界。

来源仓库内路径:skills/growth-loops

上手步骤

4 步
  1. 1

    确认自己的宿主工具

    公开资料标注支持 Codex、Claude、Cursor、Gemini CLI;先确认自己用的是其中之一,再按对应工具的 Skills 目录放置。

  2. 2

    拿到安装命令

    可以直接复制的命令是 npx skills add https://github.com/guia-matthieu/clawfu-skills --skill growth-loo…;命令里的占位符换成自己的路径或密钥再执行。

  3. 3

    安装后重启宿主

    命令执行完要完全退出宿主工具再打开,让新装的 Skill 被重新扫描到,否则列表里可能看不到。

  4. 4

    按最小权限试用

    它需要需要联网,先在测试目录或测试账号里跑,确认没问题再放到正式项目。

常见问题

6 条

growth-loops 怎么安装?

在终端执行 npx skills add https://github.com/guia-matthieu/clawfu-skills --skill growth-loops。装完完全退出宿主工具再打开,让它重新扫描本地 Skill。

growth-loops 支持哪些 AI 工具?

公开资料标注支持 Codex、Claude、Cursor、Gemini CLI。其他工具只要能读取本地 Skill 目录,一般也能手动放进去,但要自己确认触发方式是否一致。

growth-loops 需要什么权限?

权限级别是需要联网。该 Skill 可能需要联网访问来源站点、仓库或外部 API;具体网络访问范围需要结合源码和 README 复核。

growth-loops 是免费的吗?

公开资料没有标注明确许可证,收费和商用限制都无法确认。正式使用前请到来源仓库核对授权说明。

growth-loops 用的人多吗?

公开数据是累计安装 1,713 次,近一周安装 89 次,下载 691 次,GitHub 85 星。这些数字来自第三方目录统计,只能当作热度参考,不代表质量或安全性。

growth-loops 安全吗?

第三方扫描结果为通过,但这只覆盖已知的静态检查项,不能替代自己读一遍源码和安装命令。

值得选的地方和要先想清楚的地方

值得选的地方

  • 同时适配 4 种工具,换客户端不用重新找替代品。
  • 第三方扫描已通过,常见的高风险行为没有命中。

先想清楚的地方

  • 许可证没有明确标注,能不能商用、能不能再分发都不确定。
  • 第三方目录整理,版本更新和行为细节以来源仓库为准。

适不适合你

更适合

  • 已经在用 Codex,想直接扩展它能力的人。
  • 需要处理研究检索类任务、又不想每次都手写提示词的人。

不太适合

  • 需要明确授权才能用到公司项目里的场景。
  • 需要厂商级技术支持和 SLA 的生产系统。

研究检索类 Skill 对比

6 个同类
Skill总安装GitHub 星权限许可证扫描
find-skills

寻找技能 · Codex、Claude

31,199,81316,486操作浏览器MIT有提醒
self-improving-agent

自我改进 Agent · OpenClaw

16,464,0023,396接触敏感数据MIT-0通过
soultrace

灵魂追踪 · Codex、Claude

7,588,94412需要联网未明确有提醒
self-improving

自我完善 · OpenClaw

6,829,2841,046需要联网MIT-0通过
microsoft-foundry

微软代工厂 · Codex、Claude

6,614,144764调用外部服务未明确有提醒
growth-loops

增长循环 · 本页

1,71385需要联网未明确通过

按安装量取同分类前几名;数字来自第三方目录统计,只作热度参考,不代表质量结论。

SKILL.md 原文

Growth Loops

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.

When to Use This Skill

Use this skill when you need to:

  • 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 accelerate growth
  • Build multiple loops that feed each other
  • Present growth strategy to investors or leadership
  • Audit retention's impact on your growth system

This skill is particularly valuable for:

  • Growth leaders and PMs designing growth strategy
  • Founders building sustainable acquisition models
  • Marketing leaders moving beyond paid-only growth
  • Product teams embedding growth into the product
  • Investors evaluating company growth potential
  • Startups seeking capital-efficient growth

Methodology Foundation

Sources:

  • Brian Balfour - "Growth Loops are the New Funnels" (Reforge)
  • Reforge Growth Series curriculum
  • Kevin Kwok - "The Arc of Collaboration"

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

What Claude Does vs What You Decide

Claude DoesYou Decide
Structures analysis frameworksStrategic priorities
Synthesizes market dataCompetitive positioning
Identifies opportunitiesResource allocation
Creates strategic optionsFinal strategy selection
Suggests implementation approachesExecution decisions

What This Skill Does

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

How to Use

Provide information about your business and growth:

Example prompts:

  • "Analyze our growth model and identify if we have true loops"
  • "Design a viral loop for our collaboration tool"
  • "Why isn't our growth compounding despite high acquisition?"
  • "What type of growth loop fits our SaaS business?"
  • "Help me optimize our referral program as a loop"
  • "Audit our growth strategy for defensibility"

Information that helps:

  • Your product and value proposition
  • Current acquisition channels
  • Retention and engagement metrics
  • Unit economics (CAC, LTV, payback)
  • User actions that create value
  • Any existing referral or viral mechanics
  • Content or UGC already being created

Instructions

Understanding the Paradigm Shift

The Funnel Problem

Traditional growth thinking:

Awareness → Interest → Consideration → Purchase → (end)
     ↓          ↓           ↓            ↓
   Drop      Drop        Drop         Drop

Why funnels plateau:

  • Require constant new input to maintain output
  • No compounding effect
  • Channels commoditize (CAC rises over time)
  • Easily replicated by competitors
The Loop Solution

Growth loop thinking:

    ┌─────────────────────────────────────┐
    │                                     │
    ▼                                     │
New User → Action → Output → Distribution ─┘
                      │
                      └─→ (Attracts more new users)

Why loops compound:

  • Output becomes input for next cycle
  • Growth accelerates over time
  • Creates defensible competitive advantage
  • Can decrease CAC as loop strengthens

The Four Types of Growth Loops

Type 1: Viral/Referral Loops

Mechanism: Users invite other users who invite more users.

New User → Experiences Value → Invites Others → New Users Sign Up → Repeat

Best for:

  • Collaboration tools (Slack, Zoom, Notion)
  • Social products (Facebook, TikTok)
  • Products with network effects
  • Consumer apps with sharing incentive

Key metrics:

MetricDefinitionTarget
Viral coefficient (K)Invites × Conversion rate>1 for viral growth
Cycle timeDays per loop iterationShorter = faster
Invitation rate% of users who inviteHigher = more fuel

Optimization levers:

  • Reduce friction in invitation process
  • Increase invitation incentive (both sides)
  • Shorten time to value (faster "aha" moment)
  • Improve targeting (invite right people)
  • Make sharing natural to product use

Type 2: User-Generated Content (UGC) Loops

Mechanism: Users create content that attracts new users who create more content.

User Creates Content → Content Indexed/Distributed → New Users Discover → Sign Up → Create Content → Repeat

Best for:

  • Professional networks (LinkedIn)
  • Review platforms (Yelp, G2)
  • Community platforms (Reddit, Pinterest)
  • Marketplaces (Airbnb, Etsy)

Key metrics:

MetricDefinitionTarget
Content creation rate% of users creatingHigher = more SEO fuel
Content discoverabilityOrganic traffic per pieceOptimize for search
Content-to-signup CVRVisitors → signupsHigher = tighter loop
Creator activationNew users → creatorsFaster = more content

Optimization levers:

  • Lower content creation friction
  • Improve content templates/prompts
  • Optimize content for SEO/feeds
  • Incentivize quality content
  • Distribute across more channels

Type 3: Paid Marketing Loops

Mechanism: Revenue funds acquisition of customers who generate more revenue.

Ad Spend → Customer Acquisition → Revenue Generation → Reinvest in Ads → Repeat

Best for:

  • E-commerce with strong margins
  • SaaS with fast payback periods
  • Products with high LTV
  • Transactional businesses

Key metrics:

MetricDefinitionTarget
LTV:CAC ratioCustomer lifetime value ÷ acquisition cost>3:1 ideal
Payback periodMonths to recover CAC<12 months
Marginal efficiencyAdditional spend efficiencyStable or improving

Requirements for loop to work:

  • LTV > CAC (profit to reinvest)
  • Sustainable payback period
  • Capital available for investment
  • Marginal efficiency doesn't collapse

Optimization levers:

  • Increase LTV (retention, expansion revenue)
  • Decrease CAC (creative, targeting, conversion)
  • Shorten payback (pricing, onboarding)
  • Improve capital efficiency

Type 4: Sales Loops

Mechanism: Customer success creates reference customers that help close more deals.

Close Deal → Customer Success → Case Study/Reference → Credibility → Close More Deals → Repeat

Best for:

  • Enterprise SaaS
  • High-ticket B2B services
  • Consultancies and agencies
  • Complex sale products

Key metrics:

MetricDefinitionTarget
Time to successDays from close to ROIShorter = faster reference
Reference rate% of customers becoming referencesHigher = more ammo
Win rate with referenceClose rate with case studyTrack improvement
Deal cycle with referenceSales cycle lengthShorter = acceleration

Optimization levers:

  • Accelerate customer onboarding
  • Define and measure success clearly
  • Systematize case study production
  • Train sales on storytelling
  • Segment by successful customer profile

Why Retention Powers Every Loop

"Retention is the foundation of growth." — Brian Balfour

Without retention, loops break:

Loop TypeRetention Impact
ViralChurned users stop inviting
UGCChurned users stop creating content
PaidPoor retention = poor LTV = negative unit economics
SalesChurned customers can't be references

Retention amplifies loops:

  • Retained users make more invitations over time
  • Retained users create more content
  • Retained users have higher LTV
  • Retained customers become better references

Before optimizing any loop, ensure:

  • Week 1 retention > 40%
  • Month 1 retention > 25%
  • Core action repeated regularly
  • Users reaching "aha" moment

Designing Your Growth Loop

Step 1: Identify Your Value Action

What single action, when taken by users, creates the most value?

Product TypeValue Action
Collaboration toolComplete task with teammate
Social networkPost or connect
MarketplaceComplete transaction
SaaS toolUse core feature successfully
Content platformCreate or consume content
Step 2: Find the Byproduct

What does the value action naturally produce that could attract new users?

Value ActionByproduct
Send meeting inviteRecipient sees product
Create profileProfile ranks in search
Leave reviewReview attracts searchers
Share fileRecipient needs account
Achieve successStory worth telling
Step 3: Map the Complete Loop
INPUT: What triggers the loop?
       └─→ ACTION: What does the user do?
                  └─→ OUTPUT: What does the action create?
                             └─→ DISTRIBUTION: How do new users discover?
                                              └─→ CONVERSION: How do they become input?
                                                             └─→ [Back to INPUT]
Step 4: Measure Each Step

For each step, define:

  • Volume: How many users/actions?
  • Conversion: What % proceed to next step?
  • Velocity: How quickly does it happen?
Step 5: Find the Constraint

The slowest or leakiest step determines loop speed.

Questions to ask:

  • Where do we lose the most volume?
  • Where does the loop take the longest?
  • What step has the lowest conversion?
  • What assumption are we making that might be wrong?

Loop Optimization Framework

The Loop Velocity Equation
Loop Velocity = Volume × Efficiency × Frequency
  • Volume: How many users enter the loop
  • Efficiency: What % complete the full loop
  • Frequency: How often the loop cycles

To accelerate growth, improve any factor:

FactorOptimization Approach
VolumeExpand top of loop (more channels, wider targeting)
EfficiencyFix leaky steps (reduce friction, improve conversion)
FrequencyShorten cycle time (faster activation, quicker output)
Prioritization Matrix
ImprovementEffortImpactPriority
Fix biggest leakMediumHigh1
Shorten cycle timeLowHigh2
Add volume sourceHighMedium3
New loop typeVery HighVery High4

Building Multiple Loops

Best-in-class companies run multiple interconnected loops:

LinkedIn Example:

  1. Profile SEO Loop (UGC)

- Create profile → Rank in Google → Sign up → Create profile

  1. Connection Viral Loop

- Connect → Invitations → Sign up → Connect

  1. Content Feed Loop (UGC)

- Post → Feed distribution → Engagement → More posting

  1. Job Posting Loop (Paid/UGC hybrid)

- Post job → Candidates apply → Value → More jobs posted

Key insight: Loops can feed each other:

  • Profile loop brings users who create content
  • Content loop increases engagement for profile loop
  • Job loop monetizes while reinforcing value

Growth Loop Audit

Use this framework to assess your current state:

Audit Questions
  1. What is our primary growth loop today?

- Can you draw it as a closed loop? - Or is it actually a funnel (linear, no feedback)?

  1. What is our loop velocity?

- How long does one cycle take? - How many cycles per month?

  1. What is the primary friction point?

- Where does the loop break most often? - What step has lowest conversion?

  1. What is our retention rate?

- Is retention strong enough to power the loop? - Where do we lose users before they can fuel the loop?

  1. Are we measuring loop health?

- Do we track cycle time? - Do we track loop-specific metrics vs. vanity metrics?

  1. Could we add a secondary loop?

- What other byproducts could attract users? - What adjacent loop types fit our model?

  1. What would 10x our loop velocity?

- If we had to accelerate dramatically, what would we change? - What bold bets would we make?


Examples

Example 1: Designing a Viral Loop for a Project Management Tool

Context: B2B project management SaaS with strong retention but growth dependent on paid ads. CAC rising, need sustainable growth channel.

Analysis:

Current State (Funnel):

Google Ads → Landing Page → Trial → Paid
    ↓            ↓           ↓
  70%          65%         75%
  drop         drop        drop
  • No loop: requires constant ad spend
  • CAC: $180, rising 15% annually
  • LTV: $540 (3-year average)
  • Loop opportunity: product requires team collaboration

Designed Loop (Viral):

New User Signs Up
       │
       ▼
Creates Project + Invites Team (natural to use product)
       │
       ▼
Teammates Receive Invite (see product value in email)
       │
       ▼
25% Sign Up (free tier, no friction)
       │
       ▼
New Users Create Projects + Invite Their Teams
       │
       └─────────────► [Loop repeats]

Loop Metrics:

MetricCurrentTarget
Invitation rate15%40%
Invite volume per user25
Invite conversion12%25%
Viral coefficient (K)0.040.5
Cycle time14 days5 days

Optimization Plan:

  1. Increase invitation rate (15% → 40%)

- Move "invite team" to onboarding flow (required step) - Add empty state prompts ("This project is lonely...") - Create @mention that triggers invitation

  1. Increase invite volume (2 → 5)

- Import from Slack/email contacts - Suggest teammates based on company domain - "Invite all" button for groups

  1. Improve invite conversion (12% → 25%)

- Personalize invite email (project name, inviter name) - Show preview of project activity in email - One-click accept (no form to start)

  1. Shorten cycle time (14 days → 5 days)

- Trigger invite prompt after first milestone, not after 7 days - Daily digest showing team activity (creates FOMO)

Projected Impact:

  • K-factor improvement: 0.04 → 0.5
  • Reduces dependence on paid by 40%
  • CAC drops as organic grows

Example 2: Building a UGC Loop for a B2B Review Platform

Context: Software review site competing with G2 and Capterra. Need more reviews to rank in search, need traffic to get more reviewers. Classic chicken-and-egg.

Designed Loop:

User Writes Review
       │
       ▼
Review Published (optimized for "[Software] review" keywords)
       │
       ▼
Review Ranks in Google
       │
       ▼
Searcher Finds Review, Visits Site
       │
       ▼
20% Sign Up to Write Their Own Review
       │
       ▼
New User Writes Review
       │
       └─────────────► [Loop repeats]

Loop Metrics:

MetricBaselineTarget
Monthly reviews created5002,000
Reviews ranking page 15%25%
Organic traffic10K100K
Traffic → signup CVR2%5%
Signup → review CVR10%30%

Optimization Plan:

  1. Increase review creation (500 → 2,000)

- Review incentive program ($10 gift card) - "Review swap" with software vendors - LinkedIn outreach to verified users - Post-NPS trigger: "Score 9-10? Write a public review"

  1. Improve SEO ranking (5% → 25%)

- Structured data for reviews (schema markup) - Internal linking strategy (category → product → reviews) - Review template that naturally includes keywords - Freshness: encourage review updates

  1. Increase traffic → signup (2% → 5%)

- "Write your review" CTA on every review page - Show "reviewer badges" (status incentive) - Personalized prompt: "You use [Software]? Share your experience"

  1. Increase signup → review (10% → 30%)

- Pre-fill review with software they indicated using - Review wizard (guided questions, not blank page) - Progress bar showing completion - Instant badge/reward upon submission

Secondary Loop (Viral):

User Writes Review → Shares on LinkedIn → Colleagues See → Sign Up to Write
  • Encourage sharing with "Add to LinkedIn profile" feature
  • Badge image optimized for social sharing

Compound Effect:

  • Year 1: 2,000 reviews, 50K organic traffic
  • Year 2: 8,000 reviews, 200K organic traffic
  • Year 3: 30,000 reviews, 1M organic traffic
  • Each review compounds SEO value indefinitely

Checklists & Templates

Growth Loop Design Canvas

GROWTH LOOP DESIGN CANVAS
═══════════════════════════════════════════════════════════

PRODUCT: ____________________
LOOP TYPE: [ ] Viral  [ ] UGC  [ ] Paid  [ ] Sales

────────────────────────────────────────────────────────────

1. VALUE ACTION
What action creates value for users?
____________________________________________________

2. BYPRODUCT
What does this action produce that could attract new users?
____________________________________________________

3. DISTRIBUTION
How will new users discover this byproduct?
[ ] Search/SEO
[ ] Social sharing
[ ] Direct invitation
[ ] Paid amplification
[ ] Word of mouth

4. CONVERSION
How do discoverers become new users?
____________________________________________________

────────────────────────────────────────────────────────────

LOOP DIAGRAM

    ┌──────────────────────────────────────────┐
    │                                          │
    ▼                                          │
[INPUT]                                        │
    │                                          │
    └──► [ACTION] ──► [OUTPUT] ──► [DISTRIBUTION]

────────────────────────────────────────────────────────────

KEY METRICS

| Step | Metric | Current | Target |
|------|--------|---------|--------|
| Input | ______________ | _____ | _____ |
| Action | ______________ | _____ | _____ |
| Output | ______________ | _____ | _____ |
| Distribution | ______________ | _____ | _____ |
| Conversion | ______________ | _____ | _____ |

Cycle time: _____ days
Viral coefficient (if applicable): _____

────────────────────────────────────────────────────────────

CONSTRAINT ANALYSIS
What's the biggest bottleneck in this loop?
____________________________________________________

Top 3 improvements to accelerate the loop:
1. ____________________________________________________
2. ____________________________________________________
3. ____________________________________________________

Loop Health Dashboard Template

WEEKLY LOOP HEALTH METRICS
═══════════════════════════════════════════════════════════

Loop: [Name]                     Week of: [Date]

────────────────────────────────────────────────────────────

VELOCITY METRICS
                        This Week   Last Week   Trend
Loop cycles completed:  _________   _________   ↑/↓/→
Average cycle time:     _________   _________   ↑/↓/→
Volume entering loop:   _________   _________   ↑/↓/→

────────────────────────────────────────────────────────────

STEP CONVERSION RATES
                        This Week   Target      Status
Step 1 (Input→Action):  _________%  _________%  🟢/🟡/🔴
Step 2 (Action→Output): _________%  _________%  🟢/🟡/🔴
Step 3 (Output→Dist):   _________%  _________%  🟢/🟡/🔴
Step 4 (Dist→Conv):     _________%  _________%  🟢/🟡/🔴

────────────────────────────────────────────────────────────

RETENTION (Loop Foundation)
                        This Week   Target      Status
Week 1 retention:       _________%  40%+        🟢/🟡/🔴
Month 1 retention:      _________%  25%+        🟢/🟡/🔴
Core action frequency:  _________   _________   🟢/🟡/🔴

────────────────────────────────────────────────────────────

CONSTRAINT THIS WEEK
Biggest bottleneck: _________________________________
Action being taken: _________________________________

────────────────────────────────────────────────────────────

LOOP COMPOUNDING
Organic/loop-driven growth %:    _________%
Paid-driven growth %:            _________%
Target organic %:                _________%

Loop Type Selection Guide

WHICH LOOP TYPE FITS YOUR BUSINESS?
═══════════════════════════════════════════════════════════

Answer these questions to identify your primary loop:

1. DOES YOUR PRODUCT REQUIRE MULTIPLE USERS TO FUNCTION?
   [ ] Yes → Strong viral loop potential
   [ ] No → Consider UGC or Paid loops

2. DO USERS CREATE CONTENT AS PART OF USING YOUR PRODUCT?
   [ ] Yes → Strong UGC loop potential
   [ ] No → Consider Viral or Paid loops

3. WHAT ARE YOUR UNIT ECONOMICS?
   [ ] LTV:CAC > 5:1, payback < 6 months → Paid loop viable
   [ ] LTV:CAC 3-5:1, payback 6-12 months → Paid loop possible
   [ ] LTV:CAC < 3:1, payback > 12 months → Need organic loop first

4. IS YOUR SALE COMPLEX/HIGH-TOUCH?
   [ ] Yes, enterprise/high-ticket → Sales loop
   [ ] No, self-serve → Viral, UGC, or Paid loop

5. DO CUSTOMERS GET MEASURABLE RESULTS?
   [ ] Yes, with clear metrics → Sales loop reinforcement
   [ ] No, value is qualitative → Harder sales loop, try others

────────────────────────────────────────────────────────────

RECOMMENDED PRIMARY LOOP: ____________________

RECOMMENDED SECONDARY LOOP: ____________________

Skill Boundaries

What This Skill Does Well

  • Structuring strategic analysis
  • Identifying market opportunities
  • Creating strategic frameworks
  • Synthesizing competitive data

What This Skill Cannot Do

  • Replace market research
  • Guarantee strategic success
  • Know proprietary competitor info
  • Make executive decisions

References

Primary Sources:

  • Balfour, Brian. "Growth Loops are the New Funnels." Reforge.
  • Reforge Growth Series curriculum.
  • Kwok, Kevin. "The Arc of Collaboration."

Additional Resources:

  • Ellis, Sean. "Hacking Growth."
  • Balfour, Brian. "Why Product-Market Fit Isn't Enough." Reforge.
  • Reforge. "Retention Playbook."
  • Chen, Andrew. "The Cold Start Problem."

Related Skills

  • product-led-growth - Self-serve growth strategies
  • funnel-optimization - Improving linear conversion
  • viral-mechanics - Designing viral features
  • retention-strategy - Foundation for all loops
  • unit-economics - CAC, LTV, payback analysis
  • content-strategy - Powering UGC loops
  • referral-programs - Structured viral mechanics

平台分布

Codex

38.32%
按下载量换算265

Claude

28.82%
按下载量换算199

Cursor

19.23%
按下载量换算133

Gemini CLI

9.34%
按下载量换算65

安全审计

Gen Agent Trust Hub

通过

Socket

通过

Snyk

通过

权限和风险

需要联网

该 Skill 可能需要联网访问来源站点、仓库或外部 API;具体网络访问范围需要结合源码和 README 复核。

安装前确认

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