content-experimentation-best-practices SKILL.md skillA

content-experimentation-best-practices from tekkiiiii/the-agency is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add tekkiiiii/the-agency/content-experimentation-best-practices@git:20260724.00cd410

Pins git:20260724.00cd410 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
tekkiiiii/the-agency
Path
skills/content-experimentation-best-practices/SKILL.md
Versions recorded
1
Latest version
git:20260724.00cd410, committed Jul 24, 2026
Size
1,983 bytes
Repository stars
6
License
none declared

Content experimentation and A/B testing guidance covering experiment design, hypotheses, metrics, sample size, statistical foundations, CMS-managed variants, and common analysis pitfalls. Use this skill when planning experiments, setting up variants, choosing success metrics, interpreting statistical results, or building experimentation workflows in a CMS or frontend stack.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# Content Experimentation Best Practices

Principles and patterns for running effective content experiments to improve conversion rates, engagement, and user experience.

## When to Apply

Reference these guidelines when:
- Setting up A/B or multivariate testing infrastructure
- Designing experiments for content changes
- Analyzing and interpreting test results
- Building CMS integrations for experimentation
- Deciding what to test and how

## Core Concepts

### A/B Testing
Comparing two variants (A vs B) to determine which performs better.

### Multivariate Testing
Testing multiple variables simultaneously to find optimal combinations.

### Statistical Significance
The confidence level that results aren't due to random chance.

### Experimentation Culture
Making decisions based on data rather than opinions (HiPPO avoidance).

## References

Start with the reference that matches the current problem, such as design, statistics, CMS integration, or pitfalls. See `references/` for detailed guidance:
- `references/experiment-design.md` — Hypothesis framework, metrics, sample size, and what to test
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add tekkiiiii/the-agency/content-experimentation-best-practices@sha256:a36112f84f97efb5

The line at the top of this page pins the label git:20260724.00cd410, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

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[![mdr](https://markdownregistry.com/badge/art_diji3sc26ckngzer.svg)](https://markdownregistry.com/a/art_diji3sc26ckngzer)

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Versions

The registry has recorded 1 version of this file, committed on Jul 24, 2026.

versioncommittedcommitsizeaudit
git:20260724.00cd410 latest2026-07-24 00cd410 1,983 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (1983 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

tekkiiiii/the-agency · 6 stars · license none declared · pushed 2026-10-20 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_diji3sc26ckngzer
GET https://markdownregistry.com/api/v1/resolve?ref=tekkiiiii/the-agency/content-experimentation-best-practices
GET https://markdownregistry.com/api/v1/blob/a36112f84f97efb522ea6f63a9571b34e97af44e810404e771ade4c59c7a6a63

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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