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Guide · Agent skill

How to use the Growth Loops Analyzer agent skill

Updated · written with AI from the project's own documentation and checked against our catalogue data

The Growth Loops Analyzer is an agent skill, a set of instructions that an AI agent loads so it can perform a specific task. This guide explains what the growth-loops skill makes the agent do, how to install it, how to ask for it in plain language, and what to check before relying on its output. By the end you will be able to ask an agent to evaluate which of five growth loop types fits your product and to turn that into a starting plan.

Growth Loops Analyzerphuryn/pm-skills · MIT

Quick start

  1. 1Download the ZIP. Download the growth-loops ZIP from this skill's page in the directory.
  2. 2Unzip into a skills folder. Extract the growth-loops folder into ~/.claude/skills/ for personal use, or into your project's .claude/skills/ folder for one project.
  3. 3Or upload in the Claude apps. In the Claude apps, open Settings → Capabilities → Skills and upload the ZIP instead.
  4. 4Describe your product. Tell the agent your product, your primary user action, your target users and any existing sharing or collaboration features.
  5. 5Ask for the analysis. Request a ranking of the five growth loop types, a primary loop and a 30-60-90 day roadmap.
  6. 6Verify the numbers. Check any projections or loop coefficients against your own analytics before acting on them.

What the Growth Loops skill makes the agent do

Growth loops (also called flywheels) are repeating cycles in which the output of using a product brings in new users. The skill asks the agent to evaluate five loop types: Viral, Usage, Collaboration, User-Generated and Referral. For each one it assesses how well the loop fits your product.

Once you describe your product, the agent ranks the five loop types, recommends a primary loop and lists secondary loops to layer on later. It also suggests key metrics and a 30-60-90 day roadmap aimed at self-sustaining acquisition rather than relying on paid ads. The skill's stated purpose is to reduce reliance on paid acquisition and build product-led growth.

  • Viral: users create content that is shared on external platforms and brings in new users.
  • Usage: users create or share something inside the product that invites others or drives re-engagement.
  • Collaboration: users invite colleagues to work together, spreading the product inside organizations.
  • User-Generated: users discover content made by others, then create and share their own.
  • Referral: users invite others in exchange for rewards, incentives or social recognition.

Install the Growth Loops skill

Download the growth-loops ZIP file from the skill's page in this directory. The skill is a folder that contains a single file, SKILL.md. Unzip it so the growth-loops folder sits in one of the skill locations below.

You can install it for yourself across all projects by placing it in your personal skills folder, or for one project only by placing it in that project's skills folder. If you use the Claude apps, you can instead upload the ZIP under Settings → Capabilities → Skills.

  • Personal install: put the growth-loops folder in ~/.claude/skills/
  • Project install: put the growth-loops folder in the .claude/skills/ folder of your project
  • Claude apps: go to Settings → Capabilities → Skills and upload the ZIP
~/.claude/skills/growth-loops/SKILL.md

How to trigger the skill with natural requests

You do not need a special command. Describe what you are trying to do in plain language, and the agent can match your request to the skill's description, which covers designing growth mechanisms, building product-led traction and understanding how growth loops work.

The more context you include, the more useful the ranking will be. The skill's input guidance lists the product description and primary user action, target users and their behaviour, existing sharing or collaboration features, current growth channels and metrics, and any constraints.

  • Which growth loop should my project management app build first? Here is what it does and who uses it: ...
  • Analyze how a note-taking tool could grow through sharing. Our current channels are paid search and word of mouth.
  • Rank the five growth loop types for my design tool and give me a 30-60-90 day roadmap.
  • Explain how a referral loop would work for our budgeting app and what would make it expensive.

Example of a useful request and what to expect back

A good request names the product, the action users take most, who the users are, and any sharing or team features you already have. The output then follows the skill's structure: a ranked evaluation of the five loop types, a recommended primary loop with an implementation plan, secondary loops, key metrics and a measurement framework, a 30-60-90 day roadmap, and an estimate of loop coefficient and growth.

Treat the ranking and roadmap as a structured starting point for discussion with your team. The skill works from what you tell it in the conversation; it does not look up your data or market figures.

What the skill needs and how it runs

The skill lists no requirements. It runs no scripts and makes no network requests. The package contains only SKILL.md, which is text instructions, with no code or data sources of its own.

Because nothing is fetched automatically, all the facts the agent uses must come from your message. Be careful about sharing confidential product or customer details, since they will be part of the conversation you are having with the agent.

  • No listed requirements
  • No scripts included or run
  • No network use
  • Only file in the package: SKILL.md
  • Licence: MIT

Tips for getting reliable results

Start with one loop and master it before adding complexity, as the skill's own guidance suggests. Use the skill to choose where to focus, then test the chosen loop with real usage data.

The skill asks for projections and loop coefficients but has no data source. Check every number the agent produces against your own analytics before you use it in a plan or a forecast.

  • Give concrete details about how users share or invite others today.
  • Ask the agent to list the assumptions behind any growth estimate, then verify them.
  • Measure loop health weekly during the optimisation phase.
  • Combine loops only after the first loop is operating at scale.

What people use it for

  • A product manager ranks the five loop types for a team collaboration app and picks a primary loop to build first.
  • A founder of a small utility app explores whether a referral loop could replace some paid acquisition.
  • A marketer reviews how a competitor might be growing through users sharing content, then maps which loop type that resembles.
  • A designer or PM drafts a 30-60-90 day plan for building self-sustaining user acquisition.

Frequently asked questions

Is the Growth Loops Analyzer skill free?

The skill is published under the MIT licence, as stated on its page. The source does not list prices for any other service, so check the directory listing for the licence text.

What do I need to install the growth-loops skill?

The skill lists no requirements. You download the ZIP, unzip it into ~/.claude/skills/ or a project's .claude/skills/ folder, or upload it under Settings → Capabilities → Skills in the Claude apps.

Does the skill run code or connect to the internet?

No. The skill runs no scripts and uses no network. The package contains only SKILL.md, which is a set of text instructions.

Can the skill give me accurate growth forecasts?

Not on its own. It asks for projections and loop coefficients but has no data source, so you need to check its estimates against your real analytics.

Which products is this skill not suited for?

It may not fit products with no sharing or collaboration potential, because the five loop types may not apply well to them. Teams that need verified growth numbers should use their own data instead.

How is this different from just asking a chatbot about growth loops?

The skill gives the agent a fixed structure: rank all five loop types, recommend a primary loop, add secondary loops, define metrics and produce a 30-60-90 day roadmap. The framework is based on research by Ognjen Bošković.

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Our verdict

Use this skill if you are a product manager, founder or marketer who wants a structured way to compare growth loop types and draft a plan for product-led acquisition. Pick something else if you need verified growth numbers or forecasts, or if your product has little potential for sharing or collaboration.

Download the skill