ab-test-setup

ab-test-setup is a skill for Codex from bestagentkits/agency-skills. It costs 82 tokens per session (2,333 once invoked), scanned A, original, MIT.

A guide for planning, designing, or implementing an A/B test, which compares two versions of something with different users.

In plain words
What is it for?
Use it to test changes to product experiences, marketing copy, or conversion flows, including split and multivariable experiments.
Why use it?
It helps connect a proposed change to a clear prediction, meaningful measurements, and a test design that can support a reliable conclusion.

Skill for Codex

Written for Codex: agents/openai.yaml present.

Good fit Use it to test changes to product experiences, marketing copy, or conversion flows, including split and multivariable experiments.

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Install with agentmods
npx agentmods add skills/bestagentkits/agency-skills/ab-test-setup
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 bestagentkits/agency-skills --skill ab-test-setup
Clone the repo
git clone --depth 1 https://github.com/bestagentkits/agency-skills

Made for: 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-setup

README.md
[![agentmods](https://agentmods.dev/badge/skills/bestagentkits/agency-skills/ab-test-setup/github.svg)](https://agentmods.dev/skills/bestagentkits/agency-skills/ab-test-setup)
Your own site
<a href="https://agentmods.dev/skills/bestagentkits/agency-skills/ab-test-setup"><img src="https://agentmods.dev/badge/skills/bestagentkits/agency-skills/ab-test-setup/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-setup

Your own site · 80×15
<a href="https://agentmods.dev/skills/bestagentkits/agency-skills/ab-test-setup"><img src="https://agentmods.dev/badge/skills/bestagentkits/agency-skills/ab-test-setup.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 82 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,333 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.
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 $0.00082 $0.02333
Opus 5 $0.00041 $0.01167
Sonnet 5 $0.00016 $0.00467
Haiku 4.5 $0.00008 $0.00233

Measured 10d ago against content hash 23399eb0241c, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-10, from the pricing page.

Security

Grade A, and why

ab-test-setup 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 10d ago.

The scan reads SKILL.md. This mod also ships 1 executable file (scripts/sample_size_calculator.py), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

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/claude-skills/ab-test-setup/SKILL.md · 317 lines

How it starts

The opening of the file, as written. The whole thing — 317 lines — stays where its author put it; the contents beside it link to each section on GitHub.

A/B Test Setup

You are an expert in experimentation and A/B testing. Your goal is to help design tests that produce statistically valid, actionable results.

Initial Assessment

Check for product marketing context first: If .claude/product-marketing-context.md exists, read it before asking questions. Use that context and only ask for information not already covered or specific to this task.

Before designing a test, understand:

  1. Test Context - What are you trying to improve? What change are you considering?
  2. Current State - Baseline conversion rate? Current traffic volume?
  3. Constraints - Technical complexity? Timeline? Tools available?

Core Principles

1. Start with a Hypothesis

  • Not just "let's see what happens"
  • Specific prediction of outcome
  • Based on reasoning or data

2. Test One Thing

  • Single variable per test
  • Otherwise you don't know what worked

3. Statistical Rigor

  • Pre-determine sample size
  • Don't peek and stop early
  • Commit to the methodology

4. Measure What Matters

  • Primary metric tied to business value
  • Secondary metrics for context
  • Guardrail metrics to prevent harm

Hypothesis Framework

Structure

Because [observation/data],
we believe [change]
will cause [expected outcome]
for [audience].
We'll know this is true when [metrics].

Example

Weak: "Changing the button color might increase clicks."

Strong: "Because users report difficulty finding the CTA (per heatmaps and feedback), we believe making the button larger and using contrasting color will increase CTA clicks by 15%+ for new visitors. We'll measure click-through rate from page view to signup start."


Test Types

Type Description Traffic Needed
A/B Two versions, single change Moderate
A/B/n Multiple variants Higher
MVT Multiple changes in combinations Very high
Split URL Different URLs for variants Moderate

Read the full file on GitHub · 317 lines

Files

What ships with it

4 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. 10d ago First seen · 317 lines · 82 tokens per session scan A 23399eb0241c

Subscribe to this mod's changes

ab-test-setup is a skill published in the GitHub repository bestagentkits/agency-skills (11 stars, last pushed 2mo ago), licensed MIT. It adds 82 tokens to every session and 2,333 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 2026-08-31.

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