Agent skill
community-catalyst
Product-led growth and community strategy engine that designs viral loops, self-serve onboarding funnels, and user community programs.
Filed under LinkedIn and social.
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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allowed-toolsin the frontmatter. It only issues instructions, so there is nothing to bound. - Actions present in the files
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Install it
View source on GitHub ↗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/
Picked up without a restart. A project skill of the same name is shadowed by your personal one. For one repository only, swap ~/.claude/skills for .claude/skills. Claude Code docs ↗
The folder is the same in every client that implements the format — 46 of them — so if yours is not above, only the destination changes.
The skill
Source on GitHub ↗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):
| Dimension | Question | Score Guide |
|---|---|---|
| Self-serve signup | Can users start without talking to sales? | 1=must talk to sales, 5=instant signup |
| Time-to-value | Can users see value in under 5 minutes? | 1=days/weeks, 5=under 5 minutes |
| Freemium viability | Is a free tier sustainable? | 1=no, 5=natural free tier exists |
| Network effects | Does product improve with more users? | 1=no, 5=strong network effects |
| Collaboration | Does usage naturally involve inviting others? | 1=solo use, 5=inherently collaborative |
| Integration distribution | Does product plug into existing workflows? | 1=standalone, 5=deep integrations |
| Data personalization | Can the product self-optimize with usage? | 1=static, 5=gets smarter over time |
| Virality mechanics | Can 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:
| Element | Decision |
|---|---|
| Platform | Discord, Slack, forum, GitHub, or hybrid |
| Content pillars | 3-5 topics that drive engagement |
| Contribution ladder | Lurker -> Contributor -> Champion -> Ambassador |
| Incentive structure | Recognition, early access, swag, revenue share |
| Moderation model | Community-led, staff-led, or hybrid |
| Feedback loop | How 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:
- PLG Readiness Scorecard: 8-dimension assessment with improvement roadmap
- LOOP Growth Blueprint: Four interconnected growth loops with specific mechanics
- Community Architecture Plan: Complete program design from platform to incentives
- Viral Mechanics Playbook: Features and experiments to increase organic growth
Chain Connections
- Next skill: Run
launch-commandto 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.
- community-marketing by coreyhaines31 · 45,947
- community-discovery by shawnpang · 308
- community-building by manojbajaj95 · 92
- ph-community-outreach by manojbajaj95 · 92
- community-signals by taizen-ai · 8
- catalyst-orchestrator by shalintripathi · 7
- community-launch by 0xF4ng · 5
- motion-community by 0xF4ng · 5
Need help setting it up?
This page tells you what community-catalyst does and what it needs. Cheetah builds the agent setup it runs inside: data, CRM, sequencing and the guardrails.
Book a call →The directory stays free. There is nothing gated behind this.