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Ab Test Analyzer
by
yang1002378395-cmyk
· GitHub ↗
· v1.0.52
· MIT-0
540
Downloads
0
Stars
3
Active Installs
25
Versions
Install in OpenClaw
/install ab-test-analyzer
Description
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。
README (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
Usage Guidance
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.
Capability Analysis
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.
Capability Assessment
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.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install ab-test-analyzer - After installation, invoke the skill by name or use
/ab-test-analyzer - Provide required inputs per the skill's parameter spec and get structured output
Version History
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.
Metadata
Frequently Asked Questions
What is Ab Test Analyzer?
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。 It is an AI Agent Skill for Claude Code / OpenClaw, with 540 downloads so far.
How do I install Ab Test Analyzer?
Run "/install ab-test-analyzer" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Ab Test Analyzer free?
Yes, Ab Test Analyzer is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does Ab Test Analyzer support?
Ab Test Analyzer is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Ab Test Analyzer?
It is built and maintained by yang1002378395-cmyk (@yang1002378395-cmyk); the current version is v1.0.52.
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