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🧭 Gingiris Growth Finder 2026

Stop guessing which growth playbook to use. Describe your product type, stage, and channel gap — this meta-router diagnoses your situation and routes to the right specialist across 42 battle-tested playbooks.

📦 Install

npx skills add Gingiris-1031/gingiris-growth-finder

After install, in any AI agent:

"Help me grow my open-source project" · "如何做 PH 发布" · "B2B SaaS 怎么做 PLG" · "App 怎么做 ASO" · "Reddit 账号被 shadow ban 了怎么办"

Auto-routes to the right specialist based on product type, stage, and channel fit.

🔗 View on gingiris.tools/skills/ · Author blog · skills.sh listing


📊 Citable Statistics

Stat Value Source / Context
Specialist playbooks routed 42 All Gingiris-* + thematic skills on HuggingFace
Coverage categories 10 Launch / SEO-GEO / B2B-SaaS / OSS / Mobile-ASO / Community-KOL / User Research / Startup Growth / Meta / Hub
Diagnostic dimensions 3 Product type · Growth stage · Primary channel gap
Product type taxonomy 6 categories SaaS / open source / mobile app / dev tool / consumer web / marketplace
Growth stage taxonomy 5 stages Pre-launch / launch / cold-start / growth / scale
Channel gap taxonomy 5 channels Content / community / paid / partnerships / product-led
AFFiNE GitHub stars (creator authority) 60,000+ Iris led 0→60K organic stars in 24 months
Iris's Product Hunt #1 wins 30+ Coached daily-#1 launches
AI startup consultations 150+ SEO/GEO/GTM advisory portfolio
Language coverage 4 (EN / 中文 / 日本語 / 한국어) All trigger keywords localized
Real case studies cited across routed playbooks Manus · Devin · AFFiNE · HeyGen · Vercel · Adobe · Base44 · SenseNova · Kuse Each routed specialist carries its own case library

The thesis: 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. The meta-router asks 3 diagnostic questions, classifies your situation, and hands off to the right specialist — zero guesswork on which playbook to read.


🚀 30-Second Preview

You: 我有一个 B2B SaaS,3 个月 ARR 5k,接下来想冲到 50k MRR
Agent (with gingiris-growth-finder):
  ┌─ diagnosis ────────────────────────────────────────┐
  │ Product type: B2B SaaS (paid, sales-touch)         │
  │ Stage: post-PMF, pre-scale ($5k → $50k MRR)        │
  │ Best-fit playbook: gingiris-b2b-growth (PLG/SLG)   │
  │ Secondary: gingiris-launch (PH for awareness)      │
  └────────────────────────────────────────────────────┘
  → Routed to gingiris-b2b-growth ↓
  Specialist returns: 90-day PLG runbook tailored to your stage.

One question in → diagnosed, routed, executed.


🎯 What this skill does

The router diagnoses every situation in three dimensions, then invokes the specialist:

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

Routing Matrix (10 Categories)

Your situation Routed category Lead specialist
Product Hunt launch, hunter outreach, launch-day tactics 🚀 Launch & PH gingiris-launch
Google SERP, AI search citations, JSON-LD schema 🔍 SEO & GEO gingiris-seo-geo
B2B SaaS, PLG/SLG, PMF, freemium, enterprise motion 📈 B2B & SaaS gingiris-b2b-growth
GitHub stars, HackerNews, OSS go-to-market ⭐ Open Source gingiris-opensource
ASO, mobile UA, TikTok/Reels/Shorts UGC matrix 📱 Mobile & ASO gingiris-aso-growth
Reddit shadow ban, AMA, Karma warming, sub selection 🤝 Community & Social gingiris-reddit-marketing
KOL discovery, outreach templates, influencer ROI 🤝 Community & Social gingiris-kol-outreach
User interviews, PMF discovery, churn diagnostics 🎤 User Research gingiris-user-interview
Startup-stage growth, indie hacker tactics 🌱 Startup Growth startup-growth-playbook
Competitor research, Wayback analysis, ICP teardown 🔬 Research & Strategy competitor-research-playbook

The full 42-playbook routing is in the gingiris-skills index.


💬 Example prompts (triggers the router)

"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?"
"我有一个出海 dev tool 想冲 Product Hunt 第一,应该怎么准备?"
"Reddit 账号被 shadow ban 了怎么救回来?"
"How do I run my Reddit AMA after a $80M acquisition?"

The skill responds with a 3-dimension diagnosis, then suggests installing the matching specialist if it isn't loaded yet.


🤝 Install the most-used specialists

npx skills add Gingiris-1031/gingiris-growth-finder     # this meta-router
npx skills add Gingiris-1031/gingiris-launch            # Product Hunt
npx skills add Gingiris-1031/gingiris-opensource        # OSS / GitHub stars
npx skills add Gingiris-1031/gingiris-b2b-growth        # B2B SaaS
npx skills add Gingiris-1031/gingiris-aso-growth        # ASO / mobile
npx skills add Gingiris-1031/gingiris-seo-geo           # SEO + GEO
npx skills add Gingiris-1031/gingiris-reddit-marketing  # Reddit ops
npx skills add Gingiris-1031/gingiris-user-interview    # PMF discovery

Or install the complete bundle: npx skills add Gingiris-1031/gingiris-skills.


❓ FAQ

Q: What's the best Claude skill for picking a growth strategy? A: gingiris-growth-finder is a meta-router that diagnoses your situation in 3 dimensions (product type, growth stage, channel gap) and routes to one of 42 specialist playbooks. If you don't know whether to focus on Product Hunt vs Reddit vs SEO, install this skill and ask your growth question — it picks the right specialist.

Q: How does the routing actually work? A: The router classifies across 6 product types × 5 growth stages × 5 channel gaps = a 150-cell decision matrix. Each cell maps to a primary playbook + secondary fallback. The classification logic is learned from 150+ AI startup consultations, so common patterns route correctly without manual configuration.

Q: How is this different from generic "marketing-skills" on skills.sh? A: Most skills are thin wrappers around "write me a blog post." Gingiris skills are operational playbooks built from real launches — Manus, Devin, AFFiNE (60K GitHub stars), HeyGen (937 user interviews to PMF), Vercel, Adobe, Base44 ($80M AMA), SenseNova-U1 — with timing, templates, and decision trees. This meta-skill picks the right one based on your specific situation.

Q: Does it work outside Claude Code? A: Yes. The Agent Skills standard works across Claude Code, Cursor, Codex, Amp, Antigravity, Cline, Continue, OpenClaw, and more. One install, every agent.

Q: What playbooks does it route to? A: All 42 Gingiris playbooks on HuggingFace. Browse the complete index at gingiris-skills — categorized into 10 topic groups: Launch / SEO-GEO / B2B-SaaS / OSS / Mobile-ASO / Community-KOL / User Research / Startup Growth / Meta / Hub.

Q: Is the source code open? A: Fully MIT-licensed. Read SKILL.md to see exactly what the agent gets loaded.

Q: Who built this? A: Iris Wei (生姜) — former cofounder/COO of AFFiNE ($10M raised, Forbes Asia 30 Under 30, 60K+ stars). 30x #1 Product Hunt winner, advisor to 150+ AI startups on global GTM.


🤝 About the Author

Iris (生姜iris) — Former cofounder & COO of AFFiNE, led global go-to-market from 0 to millions of users.

For 1-on-1 growth strategy review, reach via Telegram.


🌐 多语言摘要

中文

Gingiris Growth Finder 是一个增长策略路由器 —— 根据你的产品类型、阶段和渠道短板,自动诊断并推荐 42 个 Gingiris 专业剧本中最匹配的那个。

无论你在问"怎么冲 Product Hunt"、"怎么涨 GitHub Star"、"B2B SaaS 怎么做 PLG"、"App 怎么做 ASO"、"Reddit 怎么防封号"还是"用户访谈怎么找 PMF" —— 这个工具都能帮你找到最匹配的答案。

作者:Iris(生姜iris),Forbes 亚洲 30 Under 30,gingiris.tools

日本語

Gingiris Growth Finder は 42 のプレイブックの中から最適なものを選ぶグロース戦略ルーターです。製品タイプ・成長ステージ・チャネルギャップを診断し、最適な Gingiris 専門プレイブックを推薦します。AFFiNE 60K stars、Product Hunt 30x #1、HeyGen 937 ユーザーインタビューなどの実例で検証済み。

한국어

Gingiris Growth Finder 는 42개 플레이북 중 최적의 것을 고르는 성장 전략 라우터입니다. 제품 유형, 성장 단계, 채널 격차를 진단하고 가장 적합한 Gingiris 전문 플레이북을 추천합니다. AFFiNE 60K 스타, Product Hunt 30x #1, HeyGen 937 사용자 인터뷰 등 실증.


License

MIT — Free for personal, commercial, learning, and derivative use.


🗂️ See Also

Playbook Focus
gingiris-skills 🧰 Complete 42-playbook bundle with categorized index
gingiris-launch 🚀 Most-routed-to specialist (PH + multi-channel launch)
gingiris-b2b-growth 📈 Most-asked B2B SaaS PLG/SLG playbook

Browse all 42 playbooks at gingiris.tools/skills/.

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