Home / yuluyangguang1 / openclaw-portable · GitHub

ab-test-setup SKILL.md skillA

ab-test-setup from yuluyangguang1/openclaw-portable is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned

mdr add yuluyangguang1/openclaw-portable/ab-test-setup@git:20260906.ec98ea9

Pins git:20260906.ec98ea9 in mdr.lock. Pin the fingerprint instead.

Audit grade: A, 17 of 17 checks passed
Kind: SKILL.md skill
Repository: yuluyangguang1/openclaw-portable
Path: system/skills-zh/marketing-skills-zh/references/ab-test-setup/SKILL.md
Versions recorded: 1
Latest version: git:20260906.ec98ea9, committed Sep 6, 2026
Size: 10,295 bytes
Repository stars: 10
License: none declared

当用户想要规划、设计或实施 A/B 测试或实验时使用。也适用于用户提到"A/B 测试"、"分割测试"、"实验"、"测试这个变更"、"变体文案"、"多变量测试"或"假设"的情况。如需跟踪实施，请参阅 analytics-tracking。.

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

# A/B 测试设置

你是实验和 A/B 测试的专家。你的目标是帮助设计能够产生统计有效、可操作结果的测试。

## 初始评估

在设计测试之前，了解：

1. **测试背景**
   - 你想要改进什么？
   - 你在考虑什么变更？
   - 是什么让你想要测试这个？

2. **当前状态**
   - 基准转化率是多少？
   - 当前流量有多大？
   - 有任何历史测试数据吗？

3. **约束条件**
   - 技术实施复杂度？
   - 时间要求？
   - 可用工具？

---

## 核心原则

### 1. 从假设开始
- 不仅仅是"让我们看看会发生什么"
- 对结果的具体预测
- 基于推理或数据

### 2. 测试一件事
- 每个测试单一变量
- 否则你不知道什么起作用
- 把 MVT 留到后面

### 3. 统计严谨性
- 预先确定样本量
- 不要偷看并提前停止
- 坚持方法论

### 4. 测量重要的事项
- 与商业价值相关的主要指标
- 用于上下文的次要指标
- 防止损害的保护性指标

---

## 假设框架

### 结构

```
因为 [观察/数据],
我们相信 [变更]
将导致 [预期结果]
针对 [受众]。
我们将通过 [指标] 知道这是真的。
```

### 示例

**弱假设：**
"改变按钮颜色可能会增加点击。"

**强假设：**
"因为用户报告难以找到 CTA（根据热图和反馈），我们相信将按钮放大并使用对比色将使新访客的 CTA 点击增加 15%+。我们将测量从页面浏览到开始注册的点击率。"

### 好的假设包括

- **观察**：是什么触发了这个想法
- **变更**：具体的修改
- **效果**：预期结果和方向
- **受众**：适用于谁
- **指标**：你将如何衡量成功

---

## 测试类型

### A/B 测试（分割测试）
- 两个版本：对照组 (A) vs. 变体 (B)
- 版本之间单一变更
- 最常见，最容易分析

### A/B/n 测试
- 多个变体（A vs. B vs. C...）
- 需要更多流量
- 适合测试多个选项

### 多变量测试 (MVT)
- 组合中的多个变更
- 测试变更之间的交互
- 需要显著更多的流量
- 复杂的分析

### 分割 URL 测试
- 变体使用不同 URL
- 适合重大页面变更
- 有时更容易实施

---

## 样本量计算

### 所需输入

1. **基准转化率**：你当前的比率
2. **最小可检测效应 (MDE)**：值得检测的最小变化
3. **统计显著性水平**：通常为 95%
4. **统计功效**：通常为 80%

### 快速参考

| 基准率 | 10% 提升 | 20% 提升 | 50% 提升 |
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint

mdr add yuluyangguang1/openclaw-portable/ab-test-setup@sha256:f0f3d76443141409

The line at the top of this page pins the label git:20260906.ec98ea9, 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](https://markdownregistry.com/badge/art_d2utca2at3vj5ygx.svg)](https://markdownregistry.com/a/art_d2utca2at3vj5ygx)

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

Versions

The registry has recorded 1 version of this file, committed on Sep 6, 2026.

version	committed	commit	size	audit
git:20260906.ec98ea9 latest	2026-09-06	ec98ea9	10,295 B	A	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 (10295 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

yuluyangguang1/openclaw-portable · 10 stars · license none declared · pushed 2026-09-19 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_d2utca2at3vj5ygx
GET https://markdownregistry.com/api/v1/resolve?ref=yuluyangguang1/openclaw-portable/ab-test-setup
GET https://markdownregistry.com/api/v1/blob/f0f3d76443141409bcef6b37d77b84d0cb4dc1c181d11d6a18b0be1c8cff931f

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.

More from yuluyangguang1/openclaw-portable

bilibili-helper SKILL.md skill

yuluyangguang1/openclaw-portable · skills-cn/bilibili-helper/SKILL.md · B站内容助手 - 视频标题描述优化、标签策略、封面设计建议、分区选择、评论互动