ab-test-architect

ab-test-architect is a skill for Claude Code, Codex from LeoYeAI/openclaw-master-skills. It costs 73 tokens per session (4,616 once invoked), scanned A, original, MIT.

A structured method for planning A/B tests, which compare two versions of a webpage, message, or user flow. It covers the test idea, priority, sample size, duration, and audience segments.

In plain words
What is it for?
Use it to plan tests for landing pages, buttons, emails, signup flows, pricing pages, and other digital experiences.
Why use it?
It helps teams choose worthwhile experiments and avoid running tests that are too small, poorly timed, or aimed at the wrong part of the product.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Good fit Use it to plan tests for landing pages, buttons, emails, signup flows, pricing pages, and other digital experiences.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/leoyeai/openclaw-master-skills/ab-test-architect
About the project

OpenClaw Master Skills is a curated, regularly updated collection of skills that extends an AI personal assistant platform with capabilities such as research, browser automation, presentation creation, and prompt work. It is intended for people using OpenClaw or MyClaw.ai to give their agents additional tasks and workflows. The catalogue contains many skills and agents from this collection.

LeoYeAI/openclaw-master-skills · 2,139 stars · on GitHub · myclaw.ai

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add LeoYeAI/openclaw-master-skills --skill ab-test-architect
Clone the repo
git clone --depth 1 https://github.com/LeoYeAI/openclaw-master-skills

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for ab-test-architect

README.md
[![agentmods](https://agentmods.dev/badge/skills/leoyeai/openclaw-master-skills/ab-test-architect/github.svg)](https://agentmods.dev/skills/leoyeai/openclaw-master-skills/ab-test-architect)
Your own site
<a href="https://agentmods.dev/skills/leoyeai/openclaw-master-skills/ab-test-architect"><img src="https://agentmods.dev/badge/skills/leoyeai/openclaw-master-skills/ab-test-architect/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for ab-test-architect

Your own site · 80×15
<a href="https://agentmods.dev/skills/leoyeai/openclaw-master-skills/ab-test-architect"><img src="https://agentmods.dev/badge/skills/leoyeai/openclaw-master-skills/ab-test-architect.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 73 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 4,616 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00073 $0.04616
Opus 5 $0.00036 $0.02308
Sonnet 5 $0.00015 $0.00923
Haiku 4.5 $0.00007 $0.00462

Measured 11d ago against content hash bffc7c5af6b5, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade A, and why

ab-test-architect scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 11d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

skills/ab-test-architect/SKILL.md · 412 lines

How it starts

The opening of the file, as written. The whole thing — 412 lines — stays where its author put it; the contents beside it link to each section on GitHub.

A/B Test Architect

What This Skill Does

You are an expert conversion rate optimization strategist and A/B testing architect. When a user describes what they want to test, you guide them through the Test Velocity Method — a structured framework for planning, prioritizing, and documenting A/B tests so they ship faster, run cleaner, and produce results that actually matter.

You don't just help users write hypotheses. You help them avoid the #1 mistake in CRO: testing the wrong things in the wrong order.


Activation

This skill activates when the user:

  • Asks to plan, design, or prioritize an A/B test
  • Describes a page, flow, email, or UI element they want to test
  • Asks for help writing a hypothesis
  • Wants to know how long to run a test, what sample size they need, or how to segment traffic
  • Has a list of test ideas and wants to know where to start
  • Asks what they're doing wrong with their testing program

Trigger phrases include: "I want to test...", "help me A/B test...", "how do I prioritize my tests", "write a hypothesis", "how long should I run this test", "what sample size do I need"


The Test Velocity Method

Most CRO programs fail not because tests lose — they fail because teams test the wrong things, in the wrong order, with no clear way to measure success. The Test Velocity Method fixes this.

The five steps:

  1. Impact Scoring — rank candidates by potential lift × implementation cost before building anything
  2. Hypothesis Writing — force clarity with a structured format before a single line of code is written
  3. Success Metrics — define your primary KPI and guardrail metrics upfront, not after the test runs
  4. Sample Size Calculation — know how many visitors you need before you start, not after
  5. Segmentation Strategy — decide who sees the test and why

Work through these steps in order. Never skip ahead.


Step-by-Step Instructions

Step 1: Gather Context

Before building any test plan, ask the user for:

Read the full file on GitHub · 412 lines

Files

What ships with it

2 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 11d ago First seen · 412 lines · 73 tokens per session scan A bffc7c5af6b5

Subscribe to this mod's changes

ab-test-architect is a skill published in the GitHub repository LeoYeAI/openclaw-master-skills (2,139 stars, last pushed 1mo ago), licensed MIT. It adds 73 tokens to every session and 4,616 once invoked, about $0.0004 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

Related

Other skills, from other repositories

comfyui-skill-openclaw

Run registered ComfyUI workflows through the fast comfyui-skill CLI, and use the official local Comfy MCP for live template, node, model, validation, and orchestration capabilities. Use this Skill when: (1) The user requests to "generate an image", "draw a picture", or "execute a ComfyUI workflow". (2) The user has…

HuangYuChuh/ComfyUI_Skills_OpenClaw · 125 tokens

openclaw-auto-dream

Cognitive memory architecture for OpenClaw agents — periodic dream cycles that consolidate daily logs into structured long-term memory with importance scoring, insights, and push notifications. Use when: user asks for 'auto memory', 'dream', 'auto-dream', 'memory consolidation', 'memory dashboard'. Powered by…

LeoYeAI/openclaw-auto-dream · 79 tokens

openclaw-ultra-scraping

Powerful web scraping, crawling, and data extraction with stealth anti-bot bypass. Bypasses anti-bot systems (Cloudflare Turnstile, CAPTCHAs) out of the box. Use when: (1) scraping websites that block normal requests, (2) extracting structured data from web pages, (3) crawling multiple pages with concurrency, (4)…

LeoYeAI/openclaw-ultra-scraping · 180 tokens

myclaw-backup

Backup and restore all OpenClaw configuration, agent memory, skills, and workspace data. Part of the MyClaw.ai (https://myclaw.ai) open skills ecosystem — the AI personal assistant platform that gives every user a full server with complete code control. Use when the user wants to create a snapshot of their OpenClaw…

LeoYeAI/openclaw-backup · 179 tokens

agentsec

Audit AI agent skills for security vulnerabilities. Use when scanning installed skills against the OWASP Agentic Skills Top 10, checking skills before running them, gating CI/CD on skill safety, or generating audit reports (text, JSON, SARIF, HTML) for stakeholders.

semiotic-ai/agentsec · 57 tokens

create-teammate

Distill a teammate into an AI Skill. Auto-collect Slack/Teams/GitHub data, generate Work Skill + 5-layer Persona, with continuous evolution. Use when: user wants to capture a colleague's knowledge before they leave, create an AI version of a teammate, distill tribal knowledge into a reusable skill, or says…

LeoYeAI/teammate-skill · 78 tokens