ab-test-setup
Design, plan, and analyze A/B tests with statistical rigor. Use when the user asks about A/B testing, split testing, experiment…
Design referral programs and viral growth loops. Use when asked to create referral systems, viral mechanics, word-of-mouth campaigns, or growth loops. Trigger phrases: "referral program", "viral loop", "refer a friend", "word of mouth", "viral coefficient", "referral incentive",
Claude Code
$ npx -y skills add openclaudia/openclaudia-skills --skill referral-program --agent claude-code
Codex
$ npx skills add openclaudia/openclaudia-skills --skill referral-program -a codex -y
Cursor
$ npx skills add openclaudia/openclaudia-skills --skill referral-program -a cursor -y
Gemini CLI
$ npx skills add openclaudia/openclaudia-skills --skill referral-program -a gemini-cli -y
GitHub Copilot
$ npx skills add openclaudia/openclaudia-skills --skill referral-program -a github-copilot -y
OpenCode
$ npx skills add openclaudia/openclaudia-skills --skill referral-program -a opencode -y
Windsurf
$ npx skills add openclaudia/openclaudia-skills --skill referral-program -a windsurf -y
name: referral-program description: > Design referral programs and viral growth loops. Use when asked to create referral systems, viral mechanics, word-of-mouth campaigns, or growth loops. Trigger phrases: "referral program", "viral loop", "refer a friend", "word of mouth", "viral coefficient", "referral incentive", "growth loop", "invite system", "ambassador program".
Design effective referral programs and viral loops that drive sustainable growth.
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Only the referrer gets rewarded.
**Best for:**
**Examples:**
**Template:**
Refer a friend and get [reward]. Share your unique link: [referral_url]
Both referrer and referred user get rewarded.
**Best for:**
**Examples:**
**Template:**
Give [friend_reward], get [referrer_reward]. Share your link and you both win: [referral_url]
Rewards increase with number of successful referrals.
**Example tier structure:** | Referrals | Reward | |-----------|--------| | 1 | Free month | | 3 | Exclusive feature unlock | | 5 | Premium plan for 3 months | | 10 | Lifetime premium access | | 25 | Cash payout or swag box |
**Best for:**
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The viral coefficient (K-factor) determines whether your referral loop is self-sustaining.
K = i * c Where: i = number of invites sent per user c = conversion rate of each invite If K > 1: viral growth (each user brings more than one new user) If K < 1: referrals supplement but don't replace other acquisition
Users send an average of 5 invites (i = 5) 15% of invites convert to signups (c = 0.15) K = 5 * 0.15 = 0.75 With 1,000 initial users: - Cycle 1: 1,000 * 0.75 = 750 new users - Cycle 2: 750 * 0.75 = 563 new users - Cycle 3: 563 * 0.75 = 422 new users - Total after 10 cycles: ~3,570 additional users from referrals
The speed of the viral loop matters as much as K:
Effective growth = K / cycle_time A K of 0.5 with a 1-day cycle > K of 0.8 with a 30-day cycle
| Lever | Action | |-------|--------| | Increase invites (i) | Make sharing frictionless, prompt at key moments | | Increase conversion (c) | Better landing page, stronger incentive, social proof | | Reduce cycle time | Instant reward delivery, real-time notifications |
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**Pros:** High conversion, personal, trackable **Cons:** Lower volume, requires email access
Template:
Subject: I thought you'd like [Product] -- here's [reward] to try it Hey [Name], I've been using [Product] for [time] and it's been great for [specific benefit]. I wanted to share my referral link so you can get [friend_reward]: [referral_url] [Your name]
**Pros:** High reach, low effort, viral potential **Cons:** Lower conversion rate, less personal
Platform-specific templates:
**Twitter/X:**
I just [achievement/milestone] with @Product! If you want to try it, use my link and we both get [reward]: [referral_url]
**LinkedIn:**
I've been using [Product] to [professional benefit] and the results have been impressive: [specific metric]. If you're looking for [solution], here's my referral link (we both get [reward]): [referral_url]
**WhatsApp/SMS:**
Hey! I've been using [Product] and really like it. They have a referral deal -- we both get [reward] if you sign up through my link: [referral_url]
**Pros:** Highest intent, contextual, frictionless **Cons:** Only reaches existing users
Best practices:
| Method | Pros | Cons | |--------|------|------| | Unique link | Frictionless, works in any channel | Harder to share verbally | | Referral code | Easy to remember, shareable verbally | Extra step at signup | | Both | Maximum flexibility | More complex to implement |
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The page a referred user sees when they click the referral link.
[Hero Section] - Headline: "[Referrer's name] invited you to [Product]" - Subheadline: "Sign up now and get [friend_reward]" - CTA button: "Claim your [reward]" [Social Proof] - "[Referrer's name] and X others use [Product]" - Logos of known customers - Key metric: "Trusted by X users" [Value Proposition] - 3 key benefits with icons - Brief product description [How It Works] - Step 1: Sign up (takes 30 seconds) - Step 2: [Key activation action] - Step 3: Enjoy [reward] + the product [CTA Repeat] - "Join [Referrer's name] on [Product]" - Urgency: "This offer expires in [X days]" [FAQ] - When do I get my reward? - What does [Product] do? - Is there a catch?
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77 open-source marketing skills for Claude Code, Codex, and other AI coding agents. SEO, content, email, ads, analytics, and growth.
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