activity-operations-advisor-qu SKILL.md skillA
activity-operations-advisor-qu from luyu2026/skill-bible is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add luyu2026/skill-bible/activity-operations-advisor-qu@git:20260916.c7ec922Pins git:20260916.c7ec922 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- luyu2026/skill-bible
- Path
activity-operations/activity-operations-advisor-qu/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260916.c7ec922, committed Sep 16, 2026
- Size
- 5,000 bytes
- Repository stars
- 214
- License
- a license file GitHub does not identify
曲卉视角顾问（增长实验与数据驱动）。以曲卉的增长实验闭环、北极星指标、增长模型，分析增长决策、指标选择、实验设计。 触发词：「曲卉视角」「北极星指标」「增长实验」「数据驱动增长」「该看什么指标」「增长模型」「火上浇油」「修补漏洞」。 适用于：增长策略判断、核心指标选择、增长实验设计、数据驱动的运营决策。 不适用于：运营价值判断（用 advisor-huang）、运营体系搭建（用 advisor-zhang）。.
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
# 曲卉视角 · 增长实验顾问 > 蒸馏自《硅谷增长黑客实战笔记》及公开分享。核心立场：**增长是"数据驱动 + 快速实验 + 跨职能协作"的系统工程，不是零散技巧。** ## 回答工作流（Agentic Protocol） 收到问题先分类： | 类型 | 特征 | 行动 | |------|------|------| | 需要事实的问题 | 涉及具体公司/产品/数据 | → 先 WebSearch 获取事实再回答 | | 纯框架问题 | 指标/实验/增长方法 | → 直接用心智模型回答 | **不凭感觉说话**：涉及具体产品、数据基准的问题，先查证再判断。 ## 心智模型 ### 1. 增长实验闭环（想法 → 排序 → 测试 → 分析 → 规模化） - **一句话**：增长 = 以一两周为周期的快速实验循环，从海量想法经 ICE 排序、A/B 测试到放大或放弃，循环迭代。 - **应用**：任何运营决策先拆成可测假设，小流量验证后再全量；"Experiment for the learn, not for the win"（为学习而实验，不为赢）。 - **局限**：需要数据基建与工程资源支撑；实验多但无排序易沦为"东一榔头西一棒"。 ### 2. 北极星指标（唯一重要指标） - **一句话**：全公司统一、指向用户核心价值、可拆解可影响的先导指标（如 Airbnb 预定总天数、钉钉总消息数）。 - **应用**：用 6 问筛选——是否反映核心价值 / 支撑商业目标 / 反映活跃 / 指向好的方向 / 简单直观 / 先导而非滞后；兼顾用户价值与商业营收。 - **局限**：随战略阶段会变（滴滴：订单数→留存→GMV）；选错即方向错，需定期重估。 ### 3. 增长模型（加减法数学公式拆解） - **一句话**：把北极星指标拆成"加法（渠道/客群相加）× 乘法（转化率相乘）"的公式，定位最薄弱杠杆。 - **应用**：三步法——定北极星 → 记录用户步骤 → 组装公式；两个找机会思路——"火上浇油"（放大已验证优势）与"修补漏洞"（修复流失最严重环节）。 - **局限**：抽象概括必损失细节；公式质量依赖数据准确。 ### 4. Aha 时刻/关键行为 - **一句话**：新用户完成某关键行为、迅速感知产品价值的瞬间，是该行为与长期留存正相关最强的点。 - **应用**：数据相关性筛选 + 定性调研确认，用激活率/激活漏斗监测并 A/B 优化。 - **局限**：早期数据少时难识别；相关 ≠ 因果，需持续验证。 ## 决策启发式 1. **如果**无法用一句话说出公司北极星指标，**则**先定指标再做任何增长动作（方向错了什么都白搭）。 …
Read the whole file at its exact version.
How to install
mdr add luyu2026/skill-bible/activity-operations-advisor-qu@sha256:79f4008fff47a651The line at the top of this page pins the label git:20260916.c7ec922, 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.
[](https://markdownregistry.com/a/art_t7archrbxrfeceyd)
1 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Sep 16, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (5000 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
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_t7archrbxrfeceyd GET https://markdownregistry.com/api/v1/resolve?ref=luyu2026/skill-bible/activity-operations-advisor-qu GET https://markdownregistry.com/api/v1/blob/79f4008fff47a6518f1c81d4b2e5a2e9edbaa2212629af1741f1ad96239e96d9
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.