Systems Lab

Agent skill

community-catalyst

Product-led growth and community strategy engine that designs viral loops, self-serve onboarding funnels, and user community programs.

slowingSelf-containedInstructions only629 words

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From varunk130/ai-gtm-skill-library · 31 skills · 5 · pushed 2026-07-31

What it does when it runs

Product-led growth and community strategy engine that designs viral loops, self-serve onboarding funnels, and user community programs. Use when: PLG strategy, product-led growth, community strategy, viral growth, referral program, developer community, user community, growth loops.

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git clone --depth 1 --filter=blob:none --sparse https://github.com/varunk130/ai-gtm-skill-library.git /tmp/ai-gtm-skill-library
git -C /tmp/ai-gtm-skill-library sparse-checkout set "gtm-skills/community-catalyst"
mkdir -p ~/.claude/skills/community-catalyst
cp -R "/tmp/ai-gtm-skill-library/gtm-skills/community-catalyst/." ~/.claude/skills/community-catalyst/

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Reproduced in full from varunk130/ai-gtm-skill-library/blob/90e878c73a8fbfd1cab864424ccf674fdc889157/gtm-skills/community-catalyst/SKILL.md, which is licensed MIT (repository). 629 words, 11 headings.

Community Catalyst (LOOP Engine)

Design the mechanisms that make your product grow itself through product experience, community engagement, and viral mechanics.

When to Use

  • PLG motion design
  • Community program launch
  • Referral program design
  • Developer ecosystem strategy
  • Growth loop optimization

What You'll Need

Critical inputs (ask if not provided):

  • Product and its core use case
  • Current growth motion (sales-led, PLG, hybrid)
  • Target user persona

Nice-to-have:

  • Journey Architect output (Gates 5-7 for post-sale experience)
  • Current product metrics (signups, activation, retention)

Process

Step 1: PLG Readiness Assessment

Score your product on 8 dimensions (1-5 each):

DimensionQuestionScore Guide
Self-serve signupCan users start without talking to sales?1=must talk to sales, 5=instant signup
Time-to-valueCan users see value in under 5 minutes?1=days/weeks, 5=under 5 minutes
Freemium viabilityIs a free tier sustainable?1=no, 5=natural free tier exists
Network effectsDoes product improve with more users?1=no, 5=strong network effects
CollaborationDoes usage naturally involve inviting others?1=solo use, 5=inherently collaborative
Integration distributionDoes product plug into existing workflows?1=standalone, 5=deep integrations
Data personalizationCan the product self-optimize with usage?1=static, 5=gets smarter over time
Virality mechanicsCan users share/embed/publish from product?1=private only, 5=public artifacts

PLG Readiness = sum / 40 (percentage)

  • Below 50%: PLG not primary -- focus on community and assisted growth
  • 50-75%: PLG-assisted (hybrid with sales)
  • Above 75%: PLG-primary viable

Step 2: LOOP Design

Four interconnected growth loops:

L - Leverage Points: Where in the product do users naturally encounter reasons to share or expand? Map these to journey Gates 5-7.

O - Onboarding Friction Audit: Walk through first-time experience step by step:

  • Score each step: value delivered (1-5) vs. friction imposed (1-5)
  • Remove or simplify every step where friction > value
  • Target: 3 clicks or fewer to first value moment

O - Organic Amplifiers: Design the growth mechanics:

  • Referral program (incentive, mechanics, tracking)
  • User-generated content (templates, showcases)
  • Community forums (platform, content pillars, moderation)
  • Ambassador program (recognition, access, revenue share)

P - Product-Embedded Growth: Features that inherently drive expansion:

  • Collaboration and team invites
  • Public sharing and embedding
  • Integration marketplace
  • API ecosystem

Step 3: Community Architecture

Design the community program:

ElementDecision
PlatformDiscord, Slack, forum, GitHub, or hybrid
Content pillars3-5 topics that drive engagement
Contribution ladderLurker -> Contributor -> Champion -> Ambassador
Incentive structureRecognition, early access, swag, revenue share
Moderation modelCommunity-led, staff-led, or hybrid
Feedback loopHow community insights flow back to product team

Step 4: Viral Coefficient Modeling

  • K-factor = (invites sent per user) x (conversion rate per invite)
  • K > 1 = viral growth (each user brings more than 1 new user)
  • K > 0.5 = meaningful organic amplification
  • Design experiments to improve each component of K

Output

Save to outputs/community-catalyst-[YYYY-MM-DD].md

Deliverables:

  1. PLG Readiness Scorecard: 8-dimension assessment with improvement roadmap
  2. LOOP Growth Blueprint: Four interconnected growth loops with specific mechanics
  3. Community Architecture Plan: Complete program design from platform to incentives
  4. Viral Mechanics Playbook: Features and experiments to increase organic growth

Chain Connections

  • Next skill: Run launch-command to orchestrate the launch including PLG readiness
  • Also feeds: growth-loop (PLG mechanics drive retention), demand-engine (community becomes a channel)
  • Enhanced by: Run after journey-architect (Gates 5-7 define growth loop triggers)

Other skills for the same job

Different authors, same problem. Matched on the words in the skill name, across every library in the catalogue except this one.

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