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Ab Test Analyzer
作者
yang1002378395-cmyk
· GitHub ↗
· v1.0.52
· MIT-0
540
总下载
0
收藏
3
当前安装
25
版本数
在 OpenClaw 中安装
/install ab-test-analyzer
功能描述
自动分析A/B测试数据，计算统计显著性，生成可视化报告并提供优化建议，支持多变量测试。
使用说明 (SKILL.md)
ab-test-analyzer
描述
A/B 测试分析器 - 自动分析测试数据，计算统计显著性，给出优化建议。适合：产品经理、运营、增长黑客。
功能
- 数据导入与分析
- 统计显著性计算
- 可视化报告
- 优化建议
- 多变量测试支持
使用场景
- 落地页优化 - 哪个版本转化高？
- 邮件主题行 - 哪个打开率高？
- 按钮文案 - 哪个点击率高？
命令示例
# 导入数据
openclaw run ab-test-analyzer import test_data.csv
# 分析结果
openclaw run ab-test-analyzer analyze --metric conversion
# 生成报告
openclaw run ab-test-analyzer report --output report.md
输出示例
📊 A/B 测试结果
测试：落地页 CTA 按钮颜色
指标：点击率
| 版本 | 访客 | 点击 | 点击率 |
|------|------|------|--------|
| A (蓝色) | 1000 | 50 | 5.0% |
| B (绿色) | 1000 | 75 | 7.5% |
结果：B 胜出
提升：+50%（5.0% → 7.5%）
置信度：95.2%（统计显著）
建议：
- 采用绿色按钮
- 继续测试其他元素
- 预计额外收入：+¥XXX/月
注意事项
- 需要足够样本量
- 建议置信度 > 95%
- 避免过早停止测试
安全使用建议
This skill looks like a straightforward A/B-test analyzer, but there are gaps you should clarify before installing or sending sensitive data: 1) Ask the publisher where the analysis runs (local agent, cloud service, third-party API) and how data is transmitted/stored. 2) Request source code or an install artifact if you expect a CLI — the SKILL.md shows commands but no code or install spec is included. 3) Confirm the version discrepancy (registry 1.0.52 vs skill.json 1.0.0) and verify the author/owner. 4) Avoid uploading PII or sensitive datasets until you know the processing/storage model and have a privacy/security statement. If the publisher can't answer these, treat the skill as untrusted.
功能分析
Type: OpenClaw Skill
Name: ab-test-analyzer
Version: 1.0.52
The skill bundle contains only metadata and documentation for an A/B test analysis tool. There is no executable code provided, and the instructions in SKILL.md are purely descriptive of standard data analysis tasks (importing CSVs, calculating significance, and generating reports) without any signs of prompt injection or malicious intent.
能力评估
Purpose & Capability
Name/description and SKILL.md describe A/B analysis and report generation, which is coherent. However the docs show CLI commands (openclaw run ab-test-analyzer ...) that imply an executable implementation, yet the package has no install spec, no code files, and no required binaries. skill.json version (1.0.0) differs from registry version (1.0.52); source/homepage are missing. These inconsistencies mean it's unclear how or where the analysis actually runs.
Instruction Scope
SKILL.md only instructs importing CSV, running analysis, and generating reports — all within the stated scope. It does not instruct reading unrelated system files or requiring credentials. However it does not state where processing occurs (locally, in-agent, or remote service) nor how uploaded data is handled, stored, or shared, which is important for data sensitivity.
Install Mechanism
No install spec and no code files are present, so nothing is written to disk by an installer. This is lower-risk, but also contributes to the ambiguity about how the CLI commands in the documentation would be supported.
Credentials
No environment variables, credentials, or config paths are requested — proportional for the described purpose. There is no sign of unrelated credential access.
Persistence & Privilege
Skill is not always-enabled and uses default invocation behavior. It does not request elevated or persistent privileges, nor does it declare modifying other skills or system settings.
如何使用
- 确保已安装 OpenClaw（本地或 Docker 部署）
- 在对话框中输入安装命令：
/install ab-test-analyzer - 安装完成后，直接呼叫该 Skill 的名称或使用
/ab-test-analyzer触发 - 根据 Skill 的参数说明提供必要输入，即可获得结构化输出
版本历史
v1.0.52
Version 1.0.52
- No code or documentation changes detected in this release.
- All functionality and instructions remain unchanged from the previous version.
v1.0.51
Version 1.0.51 of ab-test-analyzer
- No file changes detected in this release.
- Functionality, usage, and documentation remain unchanged.
v1.0.50
No changes were detected in this version.
- Functionality and documentation remain unchanged.
- No updates or new features added.
v1.0.49
No changes detected in this version.
- This release does not include any updates or modifications.
v1.0.48
- No changes in this version; no file updates detected.
v1.0.47
No changes were detected in this version.
- No updates or modifications since the previous release.
v1.0.46
No user-facing changes in this version.
- No file changes detected; content remains identical to the previous version.
v1.0.45
No changes detected in this version.
v1.0.44
No changes detected in this version.
- No file or documentation changes were made in version 1.0.44.
v1.0.43
Version 1.0.43 of ab-test-analyzer
- No code or documentation changes detected in this update.
- All features, examples, and descriptions remain unchanged.
v1.0.42
Version 1.0.42 of ab-test-analyzer
- No user-facing changes detected in this release.
- All documentation and features remain unchanged.
v1.0.41
Version 1.0.41
- No file changes detected in this release.
- No modifications to features, documentation, or usage examples.
v1.0.40
No changes detected in this version.
- No modifications to features, documentation, or usage.
- Functionality and outputs remain unchanged.
v1.0.39
- No changes detected in this version.
- All features, descriptions, and usage instructions remain the same.
v1.0.38
Version 1.0.38
- No file changes detected in this release.
- No visible updates or new features included.
- Functionality and documentation remain unchanged.
v1.0.37
- No changes detected in this version.
- Functionality and documentation remain unchanged.
v1.0.36
No changes detected for version 1.0.36.
- No updates or modifications in functionality or documentation.
- The skill remains the same as in the previous version.
v1.0.35
Version 1.0.35 of ab-test-analyzer
- No file changes detected in this release.
- Functionality and documentation remain unchanged from the previous version.
v1.0.34
No changes detected in this version.
- This release contains no updates or modifications.
v1.0.32
- No changes detected in this version.
- Functionality, documentation, and examples remain the same as the previous release.
元数据
常见问题
Ab Test Analyzer 是什么？
自动分析A/B测试数据，计算统计显著性，生成可视化报告并提供优化建议，支持多变量测试。 它是一个面向 Claude Code / OpenClaw 的 AI Agent Skill 插件，目前累计下载 540 次。
如何安装 Ab Test Analyzer？
在 OpenClaw 或 Claude Code 对话框中运行命令「/install ab-test-analyzer」即可一键安装，无需额外配置。
Ab Test Analyzer 是免费的吗？
是的，Ab Test Analyzer 完全免费，采用 MIT-0 许可证，可自由下载、安装和使用。
Ab Test Analyzer 支持哪些平台？
Ab Test Analyzer 跨平台运行，可在任意部署了 OpenClaw / Claude Code 的环境中使用（cross-platform）。
谁开发了 Ab Test Analyzer？
由 yang1002378395-cmyk（@yang1002378395-cmyk）开发并维护，当前版本 v1.0.52。
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