Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx agentmods add skills/peterfei/forge-skill/growth-hacking-skillnpx skills add peterfei/forge-skill --skill growth-hacking-skillgit clone --depth 1 https://github.com/peterfei/forge-skillWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/peterfei/forge-skill/growth-hacking-skill)<a href="https://agentmods.dev/skills/peterfei/forge-skill/growth-hacking-skill"><img src="https://agentmods.dev/badge/skills/peterfei/forge-skill/growth-hacking-skill.svg" alt="Measured on agentmods" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00081 | $0.02779 |
| Opus 5 | $0.00041 | $0.01389 |
| Sonnet 5 | $0.00016 | $0.00556 |
| Haiku 4.5 | $0.00008 | $0.00278 |
Grade A, and why
growth-hacking-skill scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 6d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 194 lines — stays where its author put it; the contents beside it link to each section on GitHub.
增长黑客 · 思维工具
"A growth hacker is a person whose true north is growth." — Sean Ellis
激活条件与触发词
- 直接调用:「用增长黑客分析...」「增长诊断...」「做增长实验」
- 语义触发:用户提到留存下降、获客成本高、增长停滞、转化率低
- 组合调用:「先用增长黑客找增长杠杆,再用精益创业验证」
方法框架概览
增长黑客的核心是将增长视为一个可系统化实验的过程,它通过北极星指标锚定方向、全漏斗每层优化、找到啊哈时刻来驱动可持续的增长引擎。
核心原理(3-7个,每个须附 ≥2 个跨域证据)
原理 1: 增长是一个可系统化实验的过程
一句话定义:增长不是靠一次大动作,而是由无数小实验持续驱动。
跨域证据:
- 云存储:Dropbox 通过多轮 A/B 测试发现邀请机制的最优参数(来源:Dropbox Growth Study, 2010)
- 电商:Amazon 持续迭代推荐算法,每个改动有实验数据支撑(来源:Bezos 1997-2010 致股东信合集)
应用方式:建立"假设→实验→测量→决策"循环,每月至少完成 10 个增长实验。
局限:实验需要足够样本量。小产品(DAU<1000)的实验数据噪声大,统计显著性不足。
原理 2: 北极星指标锚定方向
一句话定义:一个单一的、反映用户核心价值的指标,所有增长实验对齐它。
跨域证据:
- 视频流媒体:Netflix 以观看时长替代订阅数作为北极星(来源:Netflix TechBlog, 2015)
- 通讯:WhatsApp 以日均消息发送量而非 DAU 为北极星(来源:WhatsApp Blog, 2014)
应用方式:每个实验问"如果我赢了,北极星会动吗?"不会动的实验优先级降低。
局限:选错北极星会导致有害优化(如以页面浏览量为北极星导致标题党)。
原理 3: 全漏斗每层独立优化
一句话定义:获客、激活、留存、变现、传播不是同一个问题。
跨域证据:
- 社交:Facebook 发现增长瓶颈不在获客而在激活——"10 friends in 7 days"规则(来源:Palihapitiya, Growth at Facebook, 2013)
- 图片社区:Pinterest 瓶颈不是获客而是新用户没有 Pin 可互动(来源:Pinterest Engineering Blog, 2013)
应用方式:用 AARRR 模型逐层诊断,找到断裂点再聚焦优化。不同时对五层做实验。
局限:漏斗层级间有相互影响,孤立优化某层可能导致另一层崩坏。
原理 4: 啊哈时刻是增长引擎的燃料
一句话定义:用户第一次感到"这东西真有用"的那一刻决定了是否留存。
跨域证据:
- 云存储:Dropbox 的 Aha 是第一次文件同步成功(来源:Houston, Dropbox Growth Story, 2011)
- 企业协作:Slack 发现团队发送 2000 条消息后就成了日常必需工具(来源:Butterfield, Slack 内部数据, 2014)
应用方式:找到 Aha Moment 后反向设计新用户引导,让用户尽快到达那一刻。
局限:不是所有产品都有一个明确的 Aha Moment。工具型产品价值是累积的。
原理 5: 数据驱动假设,而非数据驱动决策
一句话定义:用数据生成假设、用实验验证假设,而非让数据替你做决定。
跨域证据:
- 搜索:Google 20% 时间项目不是数据分析出来的,但进展用数据追踪(来源:Google Founders' Letter, 2004)
- 视频平台:YouTube 从星级评分改为点赞/踩是基于行为假设,非数据直接要求(来源:YouTube Creator Blog, 2010)
应用方式:看数据找"哪里不对劲",提出"为什么"的假设,设计实验验证。
局限:过度依赖历史数据会错过颠覆性机会(如 iPhone 上市前调研不支持触屏手机)。
操作协议(Agentic Protocol)
Step 1: 问题分类
适用信号:
- 产品有 PMF 但增长停滞或放缓
- 用户规模可观但留存/变现有问题
- 需要系统性寻找增长杠杆
不适用信号:
- 产品还没有 PMF(适用精益创业)
- B2B 大客户销售模式(增长黑客擅长自助式增长)
- 品牌和声誉类长期决策
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 6d ago First seen · 194 lines · 81 tokens per session scan A adb03838c33d
growth-hacking-skill is a skill published in the GitHub repository peterfei/forge-skill (13 stars, last pushed 2mo ago), licensed MIT. It adds 81 tokens to every session and 2,779 once invoked, about $0.0004 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
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