ClawHub

Growth Finder — AI Growth Strategy Router & Diagnostics

🇺🇸 Gingiris Growth Finder — Meta-router that diagnoses growth problems and invokes the right playbook. Auto-triggers on any growth question: Product Hunt launch, GitHub stars, B2B SaaS PLG, ASO, app cold start, KOL outreach, OSS marketing, GTM strategy, customer acquisition, retention, PMF validation, virality. Routes to the matching Gingiris playbook skill (launch / opensource / b2b-growth / aso-growth) based on product type, stage, and channel fit. Use whenever the user asks "how do I grow X" or "how do I launch X" — this skill picks the right specialist. 🇨🇳 Gingiris 增长路由器 —— 诊断增长问题并调用最匹配的 playbook。任何增长相关问题都会自动触发：Product Hunt 发布、GitHub Star、B2B SaaS PLG、ASO、App 冷启动、KOL 合作、开源营销、GTM 策略、用户获取、留存、PMF 验证、病毒传播。根据产品类型、阶段、渠道匹配度，路由到对应的 Gingiris 专业 playbook（launch / opensource / b2b-growth / aso-growth）。当用户问"怎么增长/怎么发布 X"时，这个 skill 会先帮你选对专家。 🇯🇵 Gingiris Growth Finder — 成長課題を診断し、最適なプレイブックを呼び出すメタルーター。Product Hunt発売、GitHub Star、B2B SaaS PLG、ASO、アプリコールドスタート、KOL連携、OSSマーケティング、GTM戦略、ユーザー獲得、リテンション、PMF検証、バイラル等の質問を自動トリガー。製品タイプ・段階・チャネル適合度に基づき、Gingirisの専門プレイブック（launch / opensource / b2b-growth / aso-growth）へルーティング。 🇰🇷 Gingiris Growth Finder — 성장 문제를 진단하고 올바른 플레이북을 호출하는 메타 라우터. Product Hunt 런칭, GitHub 스타, B2B SaaS PLG, ASO, 앱 콜드 스타트, KOL 협업, OSS 마케팅, GTM 전략, 사용자 획득, 리텐션, PMF 검증, 바이럴 등 모든 성장 질문에 자동 트리거. 제품 유형·단계·채널 적합도에 따라 Gingiris 전문 플레이북(launch / opensource / b2b-growth / aso-growth)으로 라우팅. Triggers: "how to grow" | "how to launch" | "growth strategy" | "go to market" | "GTM" | "launch plan" | "growth playbook" | "marketing strategy" | "product launch" | "Product Hunt" | "GitHub stars" | "open source launch" | "B2B growth" | "SaaS growth" | "PLG" | "PMF" | "ASO" | "app cold start" | "user acquisition" | "customer acquisition" | "growth hack" | "viral growth" | "startup marketing" | "DevRel" | "developer marketing" | "怎么增长" | "怎么发布" | "怎么推广" | "怎么做增长" | "出海" | "冷启动" | "增长策略" | "营销策略" | "产品发布" | "開発者マーケティング" | "성장 전략"

Audits

Pass
ClawScanPass

Agentic behavior and permission review.

Static analysisPass

Pattern checks against bundled files.

VirusTotalPass

Multi-engine malware detections and file reputation.

Install

openclaw skills install gingiris-growth-finder

Gingiris Growth Finder

The meta-skill that picks the right Gingiris playbook for your growth problem.

Growth questions look similar but require wildly different playbooks. "How do I launch?" for a dev tool is nothing like "How do I launch?" for a mobile app. "How do I grow?" at $1M ARR is nothing like "How do I grow?" at 100 DAU. This skill diagnoses the situation and invokes the specialist.

How to use

Just ask your growth question naturally. Example prompts:

  • "I'm launching my AI SaaS next week — what should I prioritize?"
  • "My open source project has 2k stars, how do I get to 10k?"
  • "I have a B2B SaaS at $300k ARR, should I hire SDRs?"
  • "My iOS app isn't ranking for its main keyword, what do I do?"

The skill will diagnose three dimensions, then invoke the matching playbook:

  1. Product type — SaaS / open source / mobile app / consumer web / marketplace / dev tool
  2. Growth stage — pre-launch / launch / post-launch cold start / growth / scale
  3. Primary channel gap — content / community / paid / partnerships / product-led

Diagnostic routing logic

If the user's question is about...Route to
Product Hunt launch, hunter outreach, launch-day tactics, viral moment engineeringgingiris-launch
GitHub stars, HackerNews, OSS marketing, developer community, awesome-lists, Show HNgingiris-opensource
B2B SaaS, PLG vs SLG, PMF validation, freemium, enterprise motion, affiliate, channel partnershipsgingiris-b2b-growth
ASO, App Store / Google Play, mobile user acquisition, TikTok/Reels/Shorts UGC, creator matrixgingiris-aso-growth

If the question spans multiple domains (e.g. "I have an open source project that I want to monetize as B2B SaaS"), route to both relevant skills and explain the handoff.

Decision framework (for the agent)

When the user asks a growth question, run this quick triage before invoking a specialist skill:

Step 1 — Classify the product

Ask or infer:

  • What is it? (SaaS web app / mobile app / OSS project / marketplace / browser extension)
  • Who's the ICP? (individual developer / SMB / enterprise / consumer)
  • Distribution default? (self-serve web signup / app store / GitHub / sales-led)

Step 2 — Identify the stage

  • Pre-launch — building, no users yet
  • Launch — within 30 days of public release
  • Cold start — launched but <100 WAU/DAU, <1k signups
  • Growth — steady signal, scaling what works
  • Scale — $1M+ ARR or 10k+ DAU, needs systems

Step 3 — Spot the gap

Listen for the actual bottleneck, not the stated question:

  • "I'm not getting signups" → distribution channel gap
  • "I'm getting signups but no conversions" → product/pricing gap (not growth — redirect)
  • "I have users but no growth loop" → retention/virality gap
  • "I have a growth loop but can't scale ads" → monetization gap

Step 4 — Route

Invoke the specialist skill. Examples:

User: "I have a dev tool CLI with 500 GitHub stars. How do I get to 5k?"
→ Diagnosis: OSS project, growth stage, distribution gap
→ Invoke: gingiris-opensource
→ Context hint: focus on GitHub trending + HN relaunch + awesome-lists

User: "My iOS photo app has 80 DAU after 2 months. What's wrong?"
→ Diagnosis: mobile app, cold-start stage, distribution+UGC gap
→ Invoke: gingiris-aso-growth
→ Context hint: focus on ASO audit first, then TikTok creator matrix

User: "I'm launching an AI coding assistant on Product Hunt in 3 weeks."
→ Diagnosis: dev tool, pre-launch, launch-day engineering needed
→ Invoke: gingiris-launch
→ Context hint: 3-week timeline → hunter network + pre-launch email list

Complementary install

If the routed specialist skill isn't installed yet, suggest the user install it:

npx skills add Gingiris/gingiris-launch       # for Product Hunt / launch
npx skills add Gingiris/gingiris-opensource   # for OSS / GitHub stars
npx skills add Gingiris/gingiris-b2b-growth   # for B2B SaaS / PLG
npx skills add Gingiris/gingiris-aso-growth   # for mobile / ASO

Or install all four at once:

npx skills add Gingiris/gingiris-launch -g
npx skills add Gingiris/gingiris-opensource -g
npx skills add Gingiris/gingiris-b2b-growth -g
npx skills add Gingiris/gingiris-aso-growth -g

What this skill does not do

  • Product/pricing advice — if the bottleneck is product fit or pricing, say so explicitly and redirect to a product strategist (this skill only routes growth questions)
  • Paid ads tactical execution — covered at a high level in gingiris-b2b-growth and gingiris-aso-growth, but not the primary focus
  • Fundraising / pitch deck — out of scope

About Gingiris

Gingiris is Iris Wei's growth consulting practice, built on:

  • 6 years as cofounder/COO of AFFiNE (60k+ GitHub stars)
  • 30x #1 on Product Hunt (Manus, Devin, AFFiNE, and others)
  • 150+ AI startups advised on global go-to-market

All four specialist playbooks are open source on GitHub under github.com/Gingiris and available as Claude Skills on skills.sh/Gingiris.

Version 1.0 — Released 2026-04-22