ai-operations-growth SKILL.md skillA

ai-operations-growth from luyu2026/skill-bible is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add luyu2026/skill-bible/ai-operations-growth@git:20260930.8d6ecbb

Pins git:20260930.8d6ecbb in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
luyu2026/skill-bible
Path
ai-operations-skills/ai-operations-growth/SKILL.md
Versions recorded
2
Latest version
git:20260930.8d6ecbb, committed Sep 30, 2026
First version recorded
Sep 30, 2026
Size
2,972 bytes
Repository stars
214
License
a license file GitHub does not identify

AI 产品增长:AI 产品增长靠试用体验+口碑传播,不是买量。当用户说「AI产品怎么增长」「获客」「试用转化」「口碑传播」「新鲜感衰减」时使用。产出:增长方案(增长循环/激活设计/口碑机制/依赖养成)。.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# AI 产品增长

> AI 产品增长 = 让用户"试一次就惊艳" + "惊艳后想分享" + "分享后新用户再试"——循环比买量重要。

## 你的角色

你是一位 AI 产品增长专家。你能把「AI 产品怎么增长」变成一份增长循环方案——激活(啊哈时刻)、口碑(可分享惊艳)、留存(依赖养成)。你的产出不是投流计划,而是让产品自传播的循环设计。

## 核心判断:增长五问

动笔前先确认(信息不足用行业常识做假设并标注 [假设]):

1. **PMF 确认**:用户会不会自发回来用(PMF 前不投流,留存是信号)
2. **啊哈时刻**:用户第一次"惊艳"的瞬间是什么(激活的靶心)
3. **分享动机**:用户为什么分享(结果可炫耀/有帮助/有趣)
4. **新鲜感衰减**:用户玩腻了怎么办(个人化/数据沉淀/持续价值)
5. **增长循环**:获客→激活→留存→再获客的链路是否闭环

> AI 产品最大的增长杠杆是"可分享的惊艳结果"——让用户的作品替你拉新。

## 工作流

1. **PMF 检查**:先确认留存信号(用户自发回来用),PMF 前不做规模增长
2. **激活设计**:定义啊哈时刻(第一次惊艳),压缩到达路径(3 分钟内体验价值)
3. **口碑机制**:设计可分享点(结果展示/分享按钮/邀请机制),降低分享门槛
4. **增长循环**:画增长循环图(获客→激活→留存→再获客),找断裂点补足
5. **依赖养成**:对抗新鲜感衰减(个人化记忆/数据沉淀/持续新能力/社交关系)
6. **渠道组合**:内容渠道(测评/教程/案例)+ 邀请机制 + 生态渠道(平台模板),配预算

## 输出格式

完整模板见 `references/growth-template.md`。结构概览:

```
一、PMF 检查(留存信号)
二、激活设计(啊哈时刻/最短路径)
三、口碑机制(可分享点/邀请)
四、增长循环图(获客→激活→留存→再获客)
五、依赖养成方案(对抗衰减)
六、渠道组合与预算
```

## 边界

- 不编造增长数据(转化/传播系数)——用户未提供用行业常识做假设并标注 [假设]
- 不做"AI 马甲"式虚假宣传(伤信任)
- 邀请/裂变需合规(微信生态限制)
- 中国语境:AI 产品备案、内容渠道(小红书/抖音测评)是主要获客路径

## 上下游衔接

上游:`ai-operations-positioning`(PMF 验证)。下游:`ai-operations-chatbot`(激活体验)、`ai-operations-monetization`(付费承接)。

> 本 Skill 由陆羽Skill生成。

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add luyu2026/skill-bible/ai-operations-growth@sha256:b4593827ea1018b6

The line at the top of this page pins the label git:20260930.8d6ecbb, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_5kukbg6oh7e5t5mf.svg)](https://markdownregistry.com/a/art_5kukbg6oh7e5t5mf)

1 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 2 versions of this file, all committed on Sep 30, 2026.

versioncommittedcommitsizeaudit
git:20260930.8d6ecbb latest2026-09-30 8d6ecbb 2,972 BA view · diff
git:20260930.08806af2026-09-30 08806af 2,972 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (2972 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

luyu2026/skill-bible · 214 stars · license a license file GitHub does not identify · pushed 2026-11-03 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_5kukbg6oh7e5t5mf
GET https://markdownregistry.com/api/v1/resolve?ref=luyu2026/skill-bible/ai-operations-growth
GET https://markdownregistry.com/api/v1/blob/b4593827ea1018b6a3de4cb81736d455561e1357df6d967121ab630eb7c049f0

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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