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growth-engine SKILL.md skillA

growth-engine from lazyisefficient/agentic-os is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned

mdr add lazyisefficient/agentic-os/growth-engine@git:20260716.7c29779

Pins git:20260716.7c29779 in mdr.lock. Pin the fingerprint instead.

Audit grade: A, 17 of 17 checks passed
Kind: SKILL.md skill
Repository: lazyisefficient/agentic-os
Path: .claude/skills/growth-engine/SKILL.md
Versions recorded: 5
Latest version: git:20260716.7c29779, committed Jul 16, 2026
First version recorded: Jun 16, 2026
Size: 2,606 bytes
Repository stars: 17
License: MIT

Autonomous growth experimentation framework: creates experiments with hypotheses, logs data points, runs statistical analysis (bootstrap CI + Mann-Whitney U), auto-promotes winners to a living playbook, and suggests next experiments. Use when asked to run growth experiments, analyze A/B tests, build experiment scorecards, or generate pacing alerts. For SEO-specific experiments see seo-ops; for outbound experiments see outbound-engine.

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 Engine

Autonomous growth experimentation framework based on Karpathy's autoresearch pattern applied to marketing. Creates experiments with hypotheses, logs data points, runs statistical analysis (bootstrap CI + Mann-Whitney U), auto-promotes winners to a living playbook, and suggests next experiments. Supports batch mode (up to 10 variants simultaneously).

## Core Rules

1. Always check the playbook before creating new content — apply proven best practices first.
2. Winner threshold: p < 0.05 AND ≥ 15% lift. Winners auto-promote to the playbook.
3. Use batch mode (`--batch-mode`) for 3-10 variant tests.
4. Run `scripts/pacing-alert.py` to monitor campaign health; exit code 1 = alerts present.
5. Do not run this engine for one-off content creation — apply playbook output directly instead.

## References

- [references/commands.md](references/commands.md) — full CLI reference for all commands with recommended workflow
- [references/configuration.md](references/configuration.md) — required and optional environment variables, pacing alert vars, dependencies

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint

mdr add lazyisefficient/agentic-os/growth-engine@sha256:4f385ec50195bcff

The line at the top of this page pins the label git:20260716.7c29779, 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](https://markdownregistry.com/badge/art_6n4x4wc6vb32o7c5.svg)](https://markdownregistry.com/a/art_6n4x4wc6vb32o7c5)

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

Versions

The registry has recorded 5 versions of this file, between Jun 16, 2026 and Jul 16, 2026, about one every 7 days.

version	committed	commit	size	audit
git:20260716.7c29779 latest	2026-07-16	7c29779	2,606 B	A	view · diff
git:20260713.e86d282	2026-07-13	e86d282	2,596 B	A	view · diff
git:20260623.d427312	2026-06-23	d427312	2,627 B	A	view · diff
git:20260619.f551cb7	2026-06-19	f551cb7	2,492 B	A	view · diff
git:20260616.08ff63d	2026-06-16	08ff63d	2,623 B	A	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 (2606 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

lazyisefficient/agentic-os · 17 stars · license MIT · pushed 2026-10-19 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_6n4x4wc6vb32o7c5
GET https://markdownregistry.com/api/v1/resolve?ref=lazyisefficient/agentic-os/growth-engine
GET https://markdownregistry.com/api/v1/blob/4f385ec50195bcff3fa5fd3fa975c3b3cd6ddb796c4958e918a5b5c4bbc1adf4

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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