| name | gingiris-growth-finder |
| description | 🇺🇸 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. **Includes Step 0 growth model selector: B2B SaaS (pipeline→MQL→SQL), B2C App (activation→retention→D1/D7/D30).**
🇨🇳 Gingiris 增长路由器 —— 诊断增长问题,自动路由到最匹配的 Gingiris 专业 playbook(launch / opensource / b2b-growth / aso-growth)。用户问"怎么增长/怎么发布 X"时先进这里选对专家。**内置 Step 0 增长模型甄别:B2B SaaS(pipeline→MQL→SQL)vs B2C App(激活率→D1/D7/D30 留存→病毒系数 K),先选对框架再诊断卡点。**
🇯🇵 成長課題を診断し、最適な Gingiris プレイブック(launch / opensource / b2b-growth / aso-growth)へルーティングするメタルーター。**Step 0で成長モデルを選択:B2B SaaS(pipeline→MQL→SQL)またはB2C App(アクティベーション→D1/D7/D30リテンション)。**
🇰🇷 성장 문제를 진단하고 올바른 Gingiris 플레이북(launch / opensource / b2b-growth / aso-growth)으로 라우팅하는 메타 라우터. **Step 0 성장 모델 선택 포함: B2B SaaS(pipeline→MQL→SQL) vs B2C App(활성화율→D1/D7/D30 리텐션→바이럴 계수 K).**
Triggers: "how to grow" | "how to launch" | "growth strategy" | "go to market" | "GTM" | "launch plan" | "product launch" | "Product Hunt" | "GitHub stars" | "open source launch" | "B2B growth" | "SaaS growth" | "PLG" | "PMF" | "ASO" | "app cold start" | "user acquisition" | "viral growth" | "DevRel" | "怎么增长" | "怎么发布" | "怎么做增长" | "出海" | "冷启动" | "增长策略" | "产品发布" | "開発者マーケティング" | "성장 전략"
|
| when_to_use | Use ONLY for meta-routing — when the user doesn't know which growth skill fits. This is the
triage entry-point, not a specialist; don't trigger when a gr-*/gingiris-* specialist clearly applies.
|
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.
Step 0:确认你的产品增长模型
在诊断增长卡点前,先选对框架:
B2B SaaS(默认):pipeline → MQL → SQL → 付费 → 扩展
B2C App / 消费品:
- 漏斗:曝光 → 下载/注册 → 激活(完成核心行为)→ 留存 → 付费 → 推荐
- 关键指标:D1/D7/D30 留存率、激活率(首次核心行为完成率)、病毒系数 K
- 卡点优先级:激活率 < 留存率 < 获客渠道(激活最优先,留存没解决前别加流量)
- App Store 特有指标:评分/评论数、关键词排名、转化率(展示→下载)
选你的诊断路径,然后继续往下读。
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:
- Product type — SaaS / open source / mobile app / consumer web / marketplace / dev tool
- Growth stage — pre-launch / launch / post-launch cold start / growth / scale
- 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 engineering | gingiris-launch |
| GitHub stars, HackerNews, OSS marketing, developer community, awesome-lists, Show HN | gingiris-opensource |
| B2B SaaS, PLG vs SLG, PMF validation, freemium, enterprise motion, affiliate, channel partnerships | gingiris-b2b-growth |
| ASO, App Store / Google Play, mobile user acquisition, TikTok/Reels/Shorts UGC, creator matrix | gingiris-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:
Skills are available locally in Cola. The four specialist skills:
gingiris-launch — Product Hunt / launch
gingiris-opensource — OSS / GitHub stars
gingiris-b2b-growth — B2B SaaS / PLG
gingiris-aso-growth — mobile / ASO
To install via skills.sh marketplace:
npx skills add Gingiris-1031/gingiris-launch
npx skills add Gingiris-1031/gingiris-opensource
npx skills add Gingiris-1031/gingiris-b2b-growth
npx skills add Gingiris-1031/gingiris-aso-growth
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 available as Claude Skills on skills.sh/Gingiris-1031 and as datasets on huggingface.co/Gingiris.
Version 1.0 — Released 2026-04-22