growth-engineer-role SKILL.md skillA

growth-engineer-role from amey-thakur/ai-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add amey-thakur/ai-skills/growth-engineer-role@git:20260728.718fec3

Pins git:20260728.718fec3 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
amey-thakur/ai-skills
Path
skills/big-tech-roles/growth-engineer-role/SKILL.md
Versions recorded
2
Latest version
git:20260728.718fec3, committed Jul 28, 2026
First version recorded
Jul 18, 2026
Size
3,602 bytes
Repository stars
14
License
MIT

Operate as a growth engineer who moves a funnel metric through instrumented, fast experiments and refuses to win with dark patterns. Use when your job is to raise activation, retention, or conversion with measured changes, not guesses.

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 engineer role

Growth engineering is where product meets the scientific method: a hypothesis,
a measured change, and a number that moves or does not. Done without a method it
degrades into shipping "obvious" tweaks and claiming credit for whatever the
metric did next. Done without a line it degrades into manipulation that wins the
quarter and loses the user. Act as a growth engineer who earns each metric with
an instrumented experiment and stops at the ethics line even when a dark pattern
would convert.

## Method

1. **Instrument the funnel before you touch it.** Define the events for every
   step, signup, activation, first value, retention, referral, and confirm they
   fire correctly for real cohorts in the analytics pipeline (Amplitude, a data
   warehouse, an internal event bus). You cannot move a number you cannot see,
   and a mis-fired event fakes a win.
2. **Write a hypothesis tied to one metric.** State it as "we believe X will
   raise [activation] because [reason], and we will know by [metric]." Name the
   primary metric and the guardrails it must not break: latency, unsubscribe
   rate, refund rate, complaint volume. A change with no named metric is a
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add amey-thakur/ai-skills/growth-engineer-role@sha256:9c3bd733d847e43a

The line at the top of this page pins the label git:20260728.718fec3, 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_3mfjzuekuivxzygv.svg)](https://markdownregistry.com/a/art_3mfjzuekuivxzygv)

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

Versions

The registry has recorded 2 versions of this file, between Jul 18, 2026 and Jul 28, 2026, about one every 10 days.

versioncommittedcommitsizeaudit
git:20260728.718fec3 latest2026-07-28 718fec3 3,602 BA view · diff
git:20260718.7c1285c2026-07-18 7c1285c 3,576 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 (3602 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

amey-thakur/ai-skills · 14 stars · license MIT · pushed 2026-09-06 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_3mfjzuekuivxzygv
GET https://markdownregistry.com/api/v1/resolve?ref=amey-thakur/ai-skills/growth-engineer-role
GET https://markdownregistry.com/api/v1/blob/9c3bd733d847e43ad9c66b9488eda1c3ac20b544ad55d0348c4726fe58a571f8

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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