Growth LoopsSAFE
PM Skills Marketplace: 100+ agentic skills, commands, and plugins — from discovery to strategy, execution, launch, and growth.
Overview
PM Skills Marketplace: 100+ agentic skills, commands, and plugins — from discovery to strategy, execution, launch, and growth.
79d4dcb0f9d3OBSERVED · 2026-10-07What it tells the agent
The instruction file, verbatim from the audited commit — this is the text the model reads, and the surface the audit's instruction layer examines. Quoted here so you can judge it without cloning anything.
--- name: growth-loops description: "Identify growth loops (flywheels) for sustainable traction. Evaluates 5 loop types: Viral, Usage, Collaboration, User-Generated, and Referral. Use when designing growth mechanisms, building product-led traction, or understanding how growth loops work." --- # Growth Loops ## Overview Identify and design growth loops (flywheels) that create sustainable traction. This skill evaluates five proven growth loop mechanisms to reduce reliance on paid acquisition and build product-led growth. ## When to Use - Designing growth mechanisms for a product - Building sustainable viral or referral traction - Reducing reliance on paid acquisition - Analyzing competitor growth strategies - Optimizing product for product-led growth ## The 5 Growth Loop Types ### 1. Viral Loop Product content created by users gets shared on external platforms, bringing new users back to the product. - **Mechanism**: Users create content in-product → Share on social/external platforms → New users discover and signup - **Example**: Figma designs shared as links, Loom videos shared in emails - **Strength**: Exponential user acquisition if content is inherently shareable - **Challenge**: Requires highly shareable output and strong incentive to share ### 2. Usage Loop Users create content or value within the product, then share it, which invites new users or drives re-engagement. - **Mechanism**: User creates → Shares creation → Others consume → Become engaged users - **Example**: Twitter threads, Medium articles, Notion templates shared publicly - **Strength**: Growth tied directly to product usage and network effects - **Challenge**: Requires content creation friction to be very low ### 3. Collaboration Loop Users invite colleagues to co-create or collaborate within the product, expanding the user base within organizations. - **Mechanism**: User creates → Invites colleagues for collaboration → Colleagues discover product value - **Example**: Google Docs invitations, Figma team projects, Slack channels - **Strength**: Deep organizational penetration and high retention - **Challenge**: Works best for collaborative/team-based products ### 4. User-Generated Loop Users discover new content or features through other users' creations, then create and share their own content. - **Mechanism**: User discovers content → Creates similar content → Shares creation → Others discover - **Example**: TikTok, Pinterest, YouTube trends driving creator participation - **Strength**: Creates content flywheel and network effects - **Challenge**: Requires critical mass of quality content to sustain ### 5. Referral Loop Users invite other potential users in exchange for rewards, incentives, or social recognition. - **Mechanism**: User refers → Referred user joins → Referrer gets reward → Shares more referrals - **Example**: Dropbox referral bonus, Uber rider referrals, PayPal signup bonuses - **Strength**: Directly incentivizes acquisition; easy to measure ROI - **Challenge**: Requires valuable incentive without eroding unit economics ## How It Works ### Step 1: Define Product Value Clarify the core value users experience: - Primary action users take in your product - Value created per user action - Network effects present (if any) - Friction points in the experience ### Step 2: Evaluate Loop Fit Assess which growth loops align with your product: - Product type (collaborative, content-based, utility, etc.) - Target user behavior and sharing habits - Network effects already present - Existing user base and engagement ### Step 3: Design Loop Mechanics Create specific loop implementation: - Trigger that initiates sharing or invitations - Incentive for participation (intrinsic or extrinsic) - Ease of sharing mechanism - Conversion rate from invite to activation - Frequency of loop repetition per user ### Step 4: Calculate Loop Coefficient Estimate growth velocity: - Invites/shares per user per cycle - Conversion rate of invites to new users - Net new users per cycle - Time per cycle iteration ### Step 5: Build the Loop Implement the highest-leverage loop first: - Start with the most natural loop for your product - Optimize messaging and friction - Measure loop metrics and conversion rates - Compound results over time ## Input Format Use $ARGUMENTS to pass: - Product description and primary user action - Target user demographics and behavior - Existing sharing/collaboration features - Current growth channels and metrics - Constraints or opportunities ## Output A growth loops analysis including: - Ranked evaluation of all 5 loop types for your product - Recommended primary growth loop with implementation plan - Secondary loops to layer over time - Key metrics and measurement framework - 30-60-90 day implementation roadmap - Potential loop coefficient and growth projections ## Framework Based on growth loops research by Ognjen Bošković. Focuses on compounding user acquisition through built-in, product-native sharing and collaboration mechanisms. ## Tips - Start with one loop and master it before adding complexity - Viral loops compound fastest but take time to build - Collaboration loops create strongest retention and LTV - Measure loop health weekly during optimization phase - Combine loops for multiplicative effect once operating at scale --- ### Further Reading - [Product-Led Growth 101, Part 1/2](https://www.productcompass.pm/p/product-led-growth-101-12) - [OpenAI’s Product Leader Shares 3-Layer Distribution Framework To Win Mind & Market Share in the AI World](https://www.productcompass.pm/p/distribution-framework-ai-products) - [How to Design a Value Proposition Customers Can't Resist?](https://www.productcompass.pm/p/how-to-design-value-proposition-template)
Trust audit
SAFEgrade B · trust 89/100 Nothing in the source contradicts what it says it does. Grade A is reserved for packages that have also passed the behavioural sandbox.
| Layer | What it checks | Result |
|---|---|---|
| L0 | Provenance & inventory | PASS |
| L1 | Static analysis of the code | NA |
| L2 | Instruction surface (what it tells the agent) | PASS |
| L3 | Class-specific surface | PASS |
| L4 | Behavioural (sandbox) | SKIPPED |
What the source does
- Filesystem
- none-observed
- Network
- none-observed
- Shell
- none-observed
- Dependencies
- pinned
- Secrets in source
- none-found
Findings (0)
No findings outside the package's declared scope.
Gates applied: no_behavioural_pass.
79d4dcb0f9d3full audit observations/trust-audit/skill/phuryn__growth-loops.json · Report an issue / request a re-scanAudit history
Every audit this skill has had.
| Date | Source | Verdict | Grade | Score | Change |
|---|---|---|---|---|---|
| 2026-10-07 | 79d4dcb0f9d3 | SAFE | B | 89 | first audit |
Questions
What does the Growth Loops skill do?
PM Skills Marketplace: 100+ agentic skills, commands, and plugins — from discovery to strategy, execution, launch, and growth.
Is Growth Loops safe to install?
The audit found nothing in the source that contradicts what it says it does, and graded it B (89/100). Grade A is held back for packages that have also passed a sandboxed behavioural run, which is why a clean skill reads B.
What can Growth Loops access on my machine?
The audit observed no filesystem, network or shell use at all in its source.
How current is this page?
The grade is for one exact copy of the source (79d4dcb0f9d3), read on 2026-10-07. The repository is watched, and a new audit runs when it changes — this is the first audit.