AI Roles
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StackScope is a free public catalogue of indie launches. We find launches on Product Hunt, Hacker News and similar feeds, then crawl each site to detect its tech stack and score it for launch readiness: DNS, security headers, SEO basics. This page is what we saw on 10 April 2026; the live site may have changed since.
AI Roles ships with the launch fundamentals in place, with complete legal pages and clean crawl signals. Worth fixing first: missing Permissions-Policy and Content-Security-Policy, tracking cookies set before any opt-in, and incomplete email security.
Launched on Product Hunt on April 8, 2026. The site is served through Cloudflare, with a domain registered 3 weeks before launch. Our crawler found 15 technologies on this site, covering analytics, CSS frameworks, backend framework, and CDN. The stack includes Bootstrap, Tailwind CSS, and Cloudflare.
It's also running the same core stack as 139 other launches and tighter on security headers than most Product Hunt launches.
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Tech Stack (15)
| CDN |
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| DNS |
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| Protocol | HTTP/3 (2) |
| Security | HSTS (2) |
| CSS framework |
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| Developer tools |
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| Package CDN |
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| Analytics |
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| SEO |
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| SaaS |
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| Backend framework |
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Infrastructure
Email Security
Storage (1)
| Name | Lifetime | Detected as |
|---|---|---|
| _airoles_session | session | - |
Readiness Breakdown How?
Vibe Score Breakdown How?
| Signal | Points |
|---|---|
| AI palette signals | +5 |
| AI writing signals | +5 |
| AI CSS signals | +15 |
This score is based on structural patterns and is not definitive. Many legitimate sites may trigger signals, and AI-built sites may go undetected. It should be treated as an indicator, not a verdict.
