Ab Testing
coreyhaines31/marketingskills
When the user wants to plan, design, or implement an A/B test or experiment, or build a growth experimentation program.
全面的AB测试分析工具，支持实验设计、统计检验、用户分群分析和可视化报告生成。用于分析产品改版、营销活动、功能优化等AB测试结果，提供统计显著性检验和深度洞察。
Install Ab Testing Analyzer
$ npx skills add liangdabiao/claude-data-analysis-ultra-main --skill ab-testing-analyzer -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install liangdabiao/claude-data-analysis-ultra-main ab-testing-analyzer --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/liangdabiao/claude-data-analysis-ultra-main.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/ab-testing-analyzer .claude/skills/ab-testing-analyzer && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "ab-testing-analyzer" agent skill from https://github.com/liangdabiao/claude-data-analysis-ultra-main/tree/main/.claude/skills/ab-testing-analyzer into .claude/skills/ab-testing-analyzer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ab-testing-analyzer", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/liangdabiao/claude-data-analysis-ultra-main/tree/main/.claude/skills/ab-testing-analyzerType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add liangdabiao/claude-data-analysis-ultra-main --skill ab-testing-analyzer -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install liangdabiao/claude-data-analysis-ultra-main ab-testing-analyzer --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/liangdabiao/claude-data-analysis-ultra-main.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.claude/skills/ab-testing-analyzer .agents/skills/ab-testing-analyzer && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "ab-testing-analyzer" agent skill from https://github.com/liangdabiao/claude-data-analysis-ultra-main/tree/main/.claude/skills/ab-testing-analyzer into .agents/skills/ab-testing-analyzer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ab-testing-analyzer", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add liangdabiao/claude-data-analysis-ultra-main --skill ab-testing-analyzer -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install liangdabiao/claude-data-analysis-ultra-main ab-testing-analyzer --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/liangdabiao/claude-data-analysis-ultra-main.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.claude/skills/ab-testing-analyzer .cursor/skills/ab-testing-analyzer && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "ab-testing-analyzer" agent skill from https://github.com/liangdabiao/claude-data-analysis-ultra-main/tree/main/.claude/skills/ab-testing-analyzer into .cursor/skills/ab-testing-analyzer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ab-testing-analyzer", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/liangdabiao/claude-data-analysis-ultra-main.git --path .claude/skills/ab-testing-analyzer--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add liangdabiao/claude-data-analysis-ultra-main --skill ab-testing-analyzer -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install liangdabiao/claude-data-analysis-ultra-main ab-testing-analyzer --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/liangdabiao/claude-data-analysis-ultra-main.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.claude/skills/ab-testing-analyzer .gemini/skills/ab-testing-analyzer && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "ab-testing-analyzer" agent skill from https://github.com/liangdabiao/claude-data-analysis-ultra-main/tree/main/.claude/skills/ab-testing-analyzer into .gemini/skills/ab-testing-analyzer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ab-testing-analyzer", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install liangdabiao/claude-data-analysis-ultra-main ab-testing-analyzerInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add liangdabiao/claude-data-analysis-ultra-main --skill ab-testing-analyzer -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/liangdabiao/claude-data-analysis-ultra-main.git skills-src && mkdir -p .github/skills && cp -r skills-src/.claude/skills/ab-testing-analyzer .github/skills/ab-testing-analyzer && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "ab-testing-analyzer" agent skill from https://github.com/liangdabiao/claude-data-analysis-ultra-main/tree/main/.claude/skills/ab-testing-analyzer into .github/skills/ab-testing-analyzer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ab-testing-analyzer", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add liangdabiao/claude-data-analysis-ultra-main --skill ab-testing-analyzer -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install liangdabiao/claude-data-analysis-ultra-main ab-testing-analyzer --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/liangdabiao/claude-data-analysis-ultra-main.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.claude/skills/ab-testing-analyzer .opencode/skills/ab-testing-analyzer && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "ab-testing-analyzer" agent skill from https://github.com/liangdabiao/claude-data-analysis-ultra-main/tree/main/.claude/skills/ab-testing-analyzer into .opencode/skills/ab-testing-analyzer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ab-testing-analyzer", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
ab-testing-analyzer- GitHub stars
- 290
- Used in
- 1 other repo
- Token cost
- ~1.9k tokens
- SKILL.md length
- 136 words
- Files
- 12
- Skills in repo
- 19
- Repo updated
- First seen
- Licence
- None found
At a glance
全面的AB测试分析工具，支持实验设计、统计检验、用户分群分析和可视化报告生成。用于分析产品改版、营销活动、功能优化等AB测试结果，提供统计显著性检验和深度洞察。
- Works in 8 steps: 环境要求 → 基础使用 → 运行示例 → …
- Tasks that involve A/B testing
- SKILL.md covers 🎯 技能概述, 🚀 快速开始, 📁 项目结构 and 💡 主要功能, plus 4 more sections
- Runs Python scripts from its folder; calls python and pip
What it does
Ab Testing Analyzer is an agent skill from liangdabiao/claude-data-analysis-ultra-main. 全面的AB测试分析工具，支持实验设计、统计检验、用户分群分析和可视化报告生成。用于分析产品改版、营销活动、功能优化等AB测试结果，提供统计显著性检验和深度洞察。
Its SKILL.md is about 1.9k tokens, which your agent loads only when the skill is triggered. The skill folder holds 15 other files (for example `README.md`, `examples/__init__.py` and `examples/ab_test_analyzer.py`).
It sits in Marketing & SEO, covering A/B testing. The repository describes itself as: 让小白都可以一键进行数据分析，搞互联网的，搞电商的，搞各种各样的，那么其实就会用到 互联网的数据分析， 例如互联网会关心 拉新，留存，促活，推荐，转化，A/B test, 用户分析 等等很多有用的数据分析。
When your agent uses it
- Tasks that involve A/B testing
Example prompts
- “/ab-testing-analyzer”
Requirements
- Python 3
- Pre-approved tools (allowed-tools): Read, Write, Bash, Glob, Grep
Workflow steps
8 steps, taken from the step headings in SKILL.md.
- 环境要求
- 基础使用
- 运行示例
- AB测试基础分析
- 统计显著性检验
- 用户分群分析
- 高级统计分析
- 可视化报告
What it can do on your machine
Read from SKILL.md and the folder at commit 6b52856. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves these tools, so the agent can use them without asking each time:
ReadWriteBashGlobGrep
From allowed-tools in the SKILL.md frontmatter.
Runs code
Ships script files (Python), which the agent can run.
Shell commands in SKILL.md call:
pythonpip
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md. Its commands use pip, which can reach the network depending on how they are called.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Ab Testing Analyzer loads about 1.9k tokens when it runs. Until then it costs about 25 tokens; SKILL.md has 136 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check: notes
The automated check noted patterns worth knowing about, such as sudo or a known installer.
- NotePre-approves every shell command (allowed-tools: Bash)SKILL.md
allowed-tools: Read, Write, Bash, Glob, Grep
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
SKILL.md
Without a licence we can't republish the file, so here is its outline and opening line. It has 136 words (~1,877 tokens).
- name
- ab-testing-analyzer
- allowed-tools
- Read, Write, Bash, Glob, Grep
Files
SKILL.md and 11 other files in .claude/skills/ab-testing-analyzer of liangdabiao/claude-data-analysis-ultra-main.
- SKILL.md
- README.md
- examples/__init__.py
- examples/ab_test_analyzer.py
- examples/basic_ab_test_example.py
- examples/sample_data/sample_ab_test_data.csv
- examples/segment_analyzer.py
- examples/statistical_tests.py
- examples/visualizer.py
- guide/ab_test_guide.md
- quick_test.py
- templates/ab_test_report_template.md
Open the folder on GitHubat commit 6b52856
Used in 1 other repository
We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in liangdabiao/claude-data-analysis-ultra-main, which our catalogue first saw on October 7, 2026.
Compare with similar skills
Ab Testing Analyzer next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Ab Testing Analyzer this skillliangdabiao/claude-data-analysis-ultra-main | 290 | 1 repos | ~1.9k | Automated safety check: Notes | None | |
| Ab Testingcoreyhaines31/marketingskills | 54k | 3 repos | ~2.8k | Automated safety check: Pass | MIT | |
| AnalyticsNexus-JPF/note-companion | 870 | 7 repos | ~2.2k | Automated safety check: Pass | MIT | |
| Ab Test Setupfreekmurze/dotfiles | 1k | 15 repos | ~1.8k | Automated safety check: Pass | None | |
| Ad Test Designeraaron-he-zhu/aaron-marketing-skills | 2.9k | 2 repos | ~2.8k | Automated safety check: Pass | Apache-2.0 | |
| Meta Tags Optimizernowork-studio/notfair-plugin | 3.9k | 1 repos | ~2.7k | Automated safety check: Pass | MIT |
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Meta Tags Optimizer
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Writes and improves title tags, meta descriptions, Open Graph and Twitter card tags for click-through, with character counts and A/B test variants.
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Statistical significance calculator for A/B test results with sample size requirements, segment breakdowns, and hypothesis generation.
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Related
Categories
Questions about Ab Testing Analyzer
What does Ab Testing Analyzer do?
全面的AB测试分析工具，支持实验设计、统计检验、用户分群分析和可视化报告生成。用于分析产品改版、营销活动、功能优化等AB测试结果，提供统计显著性检验和深度洞察。. Ab Testing Analyzer is an agent skill from liangdabiao/claude-data-analysis-ultra-main.
When should I use Ab Testing Analyzer?
Ab Testing Analyzer fits situations like: tasks that involve A/B testing.
How do I install Ab Testing Analyzer in Claude Code?
Run `npx skills add liangdabiao/claude-data-analysis-ultra-main --skill ab-testing-analyzer -a claude-code`. Or copy the skill folder (.claude/skills/ab-testing-analyzer in liangdabiao/claude-data-analysis-ultra-main) into .claude/skills/ab-testing-analyzer in your project. Claude Code loads it when a task matches its description.
How do I install Ab Testing Analyzer in Codex?
Run `npx skills add liangdabiao/claude-data-analysis-ultra-main --skill ab-testing-analyzer -a codex`. Or copy the skill folder (.claude/skills/ab-testing-analyzer in liangdabiao/claude-data-analysis-ultra-main) into .agents/skills/ab-testing-analyzer in your project. Codex loads it when a task matches its description.
Can I use Ab Testing Analyzer in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add liangdabiao/claude-data-analysis-ultra-main --skill ab-testing-analyzer -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/ab-testing-analyzer, .gemini/skills/ab-testing-analyzer, .github/skills/ab-testing-analyzer and .opencode/skills/ab-testing-analyzer in your project.
What does Ab Testing Analyzer need to run?
Going by SKILL.md and its folder, Ab Testing Analyzer needs Python for the scripts in its folder and the command-line tools its instructions call (python and pip). Our summary lists: Python 3. Its frontmatter pre-approves these tools: Read, Write, Bash, Glob, Grep.
Does Ab Testing Analyzer access the network?
SKILL.md contains no URLs. Its commands use pip, which can reach the network depending on how they are called. This is read from the text; nothing was executed.
Is Ab Testing Analyzer safe to install?
Our automated static check of SKILL.md found notes only (pre-approves every shell command (allowed-tools: bash)), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.
What licence does Ab Testing Analyzer use?
No licence was found for Ab Testing Analyzer or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Ab Testing Analyzer use?
About 1.9k tokens (SKILL.md is roughly 7.5k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Ab Testing Analyzer?
Skills that share tags, products or a category with Ab Testing Analyzer: Ab Testing (coreyhaines31/marketingskills, 54k stars), Analytics (Nexus-JPF/note-companion, 870 stars), Ab Test Setup (freekmurze/dotfiles, 1k stars) and Ad Test Designer (aaron-he-zhu/aaron-marketing-skills, 2.9k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Ab Testing Analyzer?
liangdabiao (a GitHub user) maintains it in liangdabiao/claude-data-analysis-ultra-main, which has 290 GitHub stars. The repository holds 19 skills in this directory. The repository was last updated on May 10, 2026.
Source: liangdabiao/claude-data-analysis-ultra-main on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.