growth-experimentation SKILL.md skillA

growth-experimentation from leadmagic/gtm-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add leadmagic/gtm-skills/growth-experimentation@v1.0.0

Pins v1.0.0 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
leadmagic/gtm-skills
Path
skills/analytics/growth-experimentation/SKILL.md
Versions recorded
6
Latest version
v1.0.0, committed Oct 1, 2026
First version recorded
Jun 7, 2026
Size
6,841 bytes
Repository stars
76
License
MIT

Build a growth experimentation system — ICE scoring, growth sprints, experiment design, statistical significance, and learning repositories. Use when building an experimentation program, running growth sprints, prioritizing tests, or establishing a data-driven growth culture. Triggers on: "experimentation", "growth experiments", "A/B testing program", "ICE scoring", "growth sprint", "experiment design", "test velocity", or any growth experimentation request.

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

# Growth Experimentation

## Overview
The companies with the highest growth rates don't have better ideas — they
have better systems for testing ideas. A high-velocity experimentation system
runs 15-30 experiments per month across acquisition, activation, retention,
and monetization. Most experiments fail. That's by design. The team that
learns fastest from each failure wins.

## When to Use
- "Build an experimentation program"
- "Set up growth sprints"
- "Prioritize experiments with ICE"
- "Increase our test velocity"
- "Create a learning repository"

## Authoritative Foundations
- **Sean Ellis & Morgan Brown (Hacking Growth)** — coined "growth hacking."
  North Star Metric. Growth experimentation loop: analyze → ideate →
  prioritize → test → learn.
- **Brian Balfour (Reforge, ex-HubSpot VP Growth)** — increasing HubSpot's
  experiment velocity from 5 to 20/week produced 3x growth rate improvement.
  Four Fits Framework: Market-Product, Product-Channel, Channel-Model,
  Model-Market.
- **Andrew Chen (a16z, ex-Uber Growth)** — The Cold Start Problem. Growth
  teams at scale.
- **Fareed Mosavat (Reforge, ex-Slack Growth)** — experimentation systems.

## Step-by-Step Process
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add leadmagic/gtm-skills/growth-experimentation@sha256:f138e24a43d3d534

The line at the top of this page pins the label v1.0.0, 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

mdr badge

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

3 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 6 versions of this file, between Jun 7, 2026 and Oct 1, 2026, about one every 23 days.

versioncommittedcommitsizeaudit
v1.0.0 latest2026-10-01 ca0d2ec 6,841 BA view · diff
v1.0.02026-09-02 a19750a 6,848 BA view · diff
v1.0.02026-06-10 e030e67 6,842 BA view · diff
v1.0.02026-06-10 17b6e1f 6,844 BA view · diff
v1.0.02026-06-08 2fb2a99 6,845 BA view · diff
v1.0.02026-06-07 325985f 4,452 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 (6841 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

leadmagic/gtm-skills · 76 stars · license MIT · pushed 2026-10-14 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_veblcquahuabczep
GET https://markdownregistry.com/api/v1/resolve?ref=leadmagic/gtm-skills/growth-experimentation
GET https://markdownregistry.com/api/v1/blob/f138e24a43d3d534304a177ca48e45897756094ceab3a887e6db0a71b01d922e

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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