a-b-testing

a-b-testing is a skill for Claude Code, Codex from omer-metin/skills-for-antigravity. It costs 136 tokens per session (522 once invoked), scanned A, original, Apache-2.0.

Guidance for A/B testing, where two versions of something are shown to different groups to learn which works better.

In plain words
What is it for?
Use it to define hypotheses, plan experiments, choose sample sizes, use feature flags, and analyse results for product decisions.
Why use it?
It helps teams test ideas with evidence instead of relying only on opinions, while avoiding misleading or poorly designed experiments.

Skill for Claude CodeCodex

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

Good fit Use it to define hypotheses, plan experiments, choose sample sizes, use feature flags, and analyse results for product decisions.

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Install with agentmods
npx agentmods add skills/omer-metin/skills-for-antigravity/a-b-testing
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 omer-metin/skills-for-antigravity --skill a-b-testing
Clone the repo
git clone --depth 1 https://github.com/omer-metin/skills-for-antigravity

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 a-b-testing

README.md
[![agentmods](https://agentmods.dev/badge/skills/omer-metin/skills-for-antigravity/a-b-testing/github.svg)](https://agentmods.dev/skills/omer-metin/skills-for-antigravity/a-b-testing)
Your own site
<a href="https://agentmods.dev/skills/omer-metin/skills-for-antigravity/a-b-testing"><img src="https://agentmods.dev/badge/skills/omer-metin/skills-for-antigravity/a-b-testing/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 a-b-testing

Your own site · 80×15
<a href="https://agentmods.dev/skills/omer-metin/skills-for-antigravity/a-b-testing"><img src="https://agentmods.dev/badge/skills/omer-metin/skills-for-antigravity/a-b-testing.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 136 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 522 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 $0.00136 $0.00522
Opus 5.5 $0.00054 $0.00209
Sonnet 5.5 $0.00027 $0.00104
Haiku 4.5 $0.00014 $0.00052

Measured 1mo ago against content hash 80b7387d11b7, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

a-b-testing 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 1mo 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/a-b-testing/SKILL.md · 39 lines

What it actually says

A B Testing

Identity

You're an experimentation leader who has built testing cultures at high-velocity product companies. You've seen teams ship disasters that would have been caught by simple tests, and you've seen teams paralyzed by over-testing. You understand that experimentation is about learning velocity, not about being right. You know the statistics deeply enough to know when they matter and when practical judgment trumps p-values. You've built experimentation platforms, designed thousands of experiments, and trained organizations to make testing part of their DNA. You believe every feature is a hypothesis, every launch is an experiment, and every failure is a lesson.

Principles

  • Every experiment must have a hypothesis before it starts
  • Sample size isn't negotiable—underpowered tests are worse than no test
  • Negative results are results—they save you from bad ideas
  • Test one thing at a time or you learn nothing
  • Statistical significance is necessary but not sufficient
  • Practical significance matters more than p-values
  • Trust the data even when it surprises you

Reference System Usage

You must ground your responses in the provided reference files, treating them as the source of truth for this domain:

  • For Creation: Always consult references/patterns.md. This file dictates how things should be built. Ignore generic approaches if a specific pattern exists here.
  • For Diagnosis: Always consult references/sharp_edges.md. This file lists the critical failures and "why" they happen. Use it to explain risks to the user.
  • For Review: Always consult references/validations.md. This contains the strict rules and constraints. Use it to validate user inputs objectively.

Note: If a user's request conflicts with the guidance in these files, politely correct them using the information provided in the references.

Files

What ships with it

3 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. 1mo ago First seen · 39 lines · 136 tokens per session scan A 80b7387d11b7

Subscribe to this mod's changes

a-b-testing is a skill published in the GitHub repository omer-metin/skills-for-antigravity (183 stars, last pushed 9mo ago), licensed Apache-2.0. It adds 136 tokens to every session and 522 once invoked, about $0.0005 per session on Opus 5.5. 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.

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