Copy-paste templates for launching CloudPipe AEO Toolkit across platforms.
Title:
Show HN: Open-source AEO Toolkit – Make your website visible to ChatGPT, Claude, and Perplexity
URL: https://github.com/Inari-Kira-Isla/cloudpipe-aeo-toolkit
Comment (post immediately after submitting):
Hey HN, I built this toolkit after realizing that AI search engines (ChatGPT, Claude, Perplexity) now drive 30%+ of web traffic — but most websites are invisible to them.
Traditional SEO optimizes for Google's crawler. AEO (Answer Engine Optimization) optimizes for AI bots that need structured data to cite your content.
What this toolkit does:
- 3 production-ready HTML templates (zero dependencies, pure CSS)
- Each includes Schema.org JSON-LD, FAQPage markup, llms.txt, robots.txt for AI bots
- Python CLI to generate a complete AEO-optimized site in 5 minutes
- 12-indicator quality audit that scores your site's AI-readiness
- Cloudflare Worker for multi-brand AI chatbot (MiniMax API proxy)
We use it to power 27 sites across 20 industries in Macau, all scoring 100% on our AEO audit.
Live showcase: https://cloudpipe-landing.vercel.app/showcase.html
The key insight: AI bots don't just read your HTML — they look for structured FAQ answers, llms.txt manifests, and Schema.org markup to decide what to cite. If you don't have these, you don't exist in AI search results.
Would love feedback on the audit criteria. What other signals do AI crawlers look for?
Title:
I built an open-source toolkit that makes websites visible to AI search engines (ChatGPT, Claude, Perplexity). Here's what I learned about AEO.
Body:
Most websites are optimized for Google. But in 2026, AI bots account for 30%+ of web traffic. If ChatGPT can't find structured data on your site, it won't cite you.
I open-sourced the toolkit we use to build AEO-optimized sites at scale:
🔗 https://github.com/Inari-Kira-Isla/cloudpipe-aeo-toolkit
**What's included:**
- 3 beautiful HTML templates (conversion / editorial / performance)
- Each has Schema.org JSON-LD, FAQPage, Open Graph, llms.txt built in
- Python CLI: `python3 onboard_client.py --name "My Business" --industry cafe` → complete site in 5 minutes
- 12-point AEO quality auditor
- Bulk upgrade engine (we upgraded 27 sites to 100% A+ in one command)
- AI chatbot via Cloudflare Worker
**The AEO checklist every site needs:**
✅ llms.txt (AI crawler manifest — like robots.txt but for LLMs)
✅ Schema.org FAQPage (AI directly quotes your Q&A)
✅ robots.txt allowing GPTBot, ClaudeBot, PerplexityBot
✅ Structured content > 5000 bytes
✅ IndexNow for instant crawl notification
Live demo of all 27 sites: https://cloudpipe-landing.vercel.app/showcase.html
MIT licensed. Zero npm dependencies. Pure HTML/CSS/Python.
Happy to answer questions about AEO — it's basically SEO for the AI era.
Subreddits to cross-post:
- r/webdev (820K members)
- r/SEO (190K members)
- r/SideProject (120K members)
- r/opensource (95K members)
- r/ChatGPT (4M members — frame as "how to make ChatGPT find your site")
- r/artificial (1.8M members)
- r/Entrepreneur (2.1M members — frame as business tool)
🧵 I spent 3 months building AEO tools. Here's why your website is invisible to ChatGPT — and how to fix it in 5 minutes.
Thread 🪡👇
1/ In 2026, AI search engines (ChatGPT, Claude, Perplexity, Gemini) account for 30%+ of web traffic.
But most websites are optimized for Google, not AI.
Result: AI bots visit your site, find no structured data, and never cite you.
You're invisible to 1/3 of the internet.
2/ The fix is called AEO — Answer Engine Optimization.
It's not complicated. AI bots look for specific signals:
→ llms.txt (a manifest file that tells AI what your site is about)
→ Schema.org FAQPage (structured Q&A they can directly quote)
→ robots.txt that explicitly allows GPTBot, ClaudeBot, PerplexityBot
Most sites have none of these.
3/ I built an open-source toolkit that adds all of this automatically.
One command:
python3 onboard_client.py --name "My Cafe" --industry cafe
5 minutes later:
✅ Complete site with 3 template choices
✅ llms.txt + robots.txt + sitemap.xml
✅ Schema.org JSON-LD + FAQPage
✅ AI chatbot widget
✅ Crawler tracking
All scoring 100% on our 12-point AEO audit.
4/ We use this to power 27 sites across 20 industries.
Before AEO optimization: 0 AI bot visits
After: GPTBot, ClaudeBot, Googlebot, PerplexityBot all actively crawling
The difference? Structured data they can parse.
See all 27 live: https://cloudpipe-landing.vercel.app/showcase.html
5/ The 3 templates included:
🏛️ Template A (Conversion) — Trust-building, gold aesthetic, 4-step process flow. For B2B, consultants.
📖 Template B (Editorial) — Magazine-style dark theme, 4-chapter narrative. For premium brands.
⚡ Template C (Performance) — Pure white, mobile-first, 5-second contact. For local shops.
All include full AEO layer. Zero dependencies. Pure HTML/CSS.
6/ The most underrated AEO signal: llms.txt
It's like robots.txt but specifically for LLMs. You describe your business, products, and content structure in plain text.
AI bots read this FIRST before crawling your pages.
Barely anyone has one. Huge competitive advantage.
7/ Everything is MIT licensed and open source.
No npm install. No build step. No framework lock-in. Just HTML, CSS, and Python.
🔗 https://github.com/Inari-Kira-Isla/cloudpipe-aeo-toolkit
If this is useful, a ⭐ on GitHub helps others find it.
What AEO signals have you noticed AI bots respond to? 👇
Tagline:
Open-source AEO toolkit — Make your website visible to AI search engines
Description:
CloudPipe AEO Toolkit is a free, open-source collection of tools that optimize your website for AI search engines like ChatGPT, Claude, Perplexity, and Gemini.
In 2026, AI bots drive 30%+ of web traffic. Traditional SEO isn't enough — you need AEO (Answer Engine Optimization).
🎨 3 Production Templates
Choose Conversion (gold, trust-building), Editorial (dark, magazine-style), or Performance (white, mobile-first). Each includes Schema.org, FAQPage, Open Graph, and llms.txt built in.
⚡ 5-Minute Site Generation
One CLI command creates a complete AEO-optimized site with all 12 quality indicators.
📊 12-Point Quality Audit
Automated scoring across llms.txt, Schema.org, robots.txt, FAQPage, chatbot, tracking, and more. Target: 100% A+.
💬 AI Chatbot (Cloudflare Worker)
Multi-brand customer service bot powered by MiniMax API. Each brand gets its own character and knowledge base.
🐺 24/7 Monitoring
Encyclopedia Hound watches your content pipeline, auto-restarts dead workers, and sends Telegram alerts.
MIT licensed. Zero dependencies. Powers 27 sites across 20 industries.
Maker comment:
Hey Product Hunt! 👋
I built this after spending months manually adding Schema.org, llms.txt, and AI-friendly structured data to our network of 27 websites in Macau.
The realization: AI bots don't parse your beautiful HTML — they look for specific structured signals to decide what to cite. Without these signals, your business doesn't exist in AI search results.
So I open-sourced the complete toolkit:
- Templates you can use immediately (just replace the placeholders)
- Python tools that automate the entire AEO pipeline
- A quality auditor that tells you exactly what's missing
Happy to answer any questions about AEO or the toolkit!
🔍 I just open-sourced our AEO (Answer Engine Optimization) toolkit.
In 2026, AI search engines drive 30%+ of web traffic. If ChatGPT, Claude, or Perplexity can't find structured data on your website, they won't recommend your business.
Most websites are optimized for Google. Almost none are optimized for AI.
After building 27 AEO-optimized sites across 20 industries, I packaged everything into an open-source toolkit:
✅ 3 professional templates (conversion / editorial / performance)
✅ One-command site generation
✅ 12-point AI-readiness audit
✅ Multi-brand AI chatbot
✅ 24/7 content monitoring
The key signals AI bots look for:
→ llms.txt (your AI-readable business manifest)
→ Schema.org FAQPage (structured Q&A they can cite)
→ robots.txt explicitly welcoming AI crawlers
MIT licensed. Zero dependencies. Free forever.
🔗 GitHub: https://github.com/Inari-Kira-Isla/cloudpipe-aeo-toolkit
🔗 Live demo: https://cloudpipe-landing.vercel.app/showcase.html
If you run a business website, check if AI can actually find you. Most can't.
#AEO #SEO #AI #OpenSource #WebDevelopment #DigitalMarketing
Title:
AEO: The SEO of the AI Era — How to Make Your Website Visible to ChatGPT, Claude, and Perplexity
Suggested outline:
- The problem: 30% of traffic is AI, but most sites are invisible
- What is AEO? (Answer Engine Optimization)
- The 12 signals AI bots look for
- Deep dive: llms.txt — the most underrated signal
- Deep dive: Schema.org FAQPage — get directly quoted
- How we scored 100% A+ on 27 sites
- Open-source toolkit walkthrough
- Results: before vs after AI bot traffic
| Day | Platform | Action |
|---|---|---|
| Day 1 (Tuesday) | GitHub | Final README polish, add screenshots |
| Day 1 | X/Twitter | Post thread (7 tweets) |
| Day 1 | Reddit r/webdev | Post with demo link |
| Day 2 | Hacker News | Show HN post (aim for 9am EST) |
| Day 2 | Reddit r/SEO + r/ChatGPT | Cross-posts |
| Day 3 | Product Hunt | Launch (aim for Tuesday/Wednesday) |
| Day 3 | Professional post | |
| Day 4 | Dev.to | Long-form article |
| Day 5+ | Respond to all comments, iterate based on feedback |
| Milestone | Timeline | Action |
|---|---|---|
| 50 ⭐ | Week 1 | Organic from HN + Reddit |
| 200 ⭐ | Month 1 | Product Hunt + Dev.to + continued sharing |
| 500 ⭐ | Month 2 | Community contributions + word of mouth |
| 1000 ⭐ | Month 3 | Featured in newsletters + AI tool lists |