Koalr MCP Server
Ask your AI assistant "How risky is this PR?" and get a 0–100 deploy risk score powered by Koalr's 36-signal model.
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.
Koalr MCP Server ships with the launch fundamentals in place, with complete legal pages, a complete set of security headers, and clean crawl signals. What needs work: incomplete email security.
Launched on Product Hunt on April 7, 2026. The site is served through Cloudflare, with a domain registered in 2020. Our crawler found 14 technologies on this site, covering analytics, CDN, chat widgets, and CSS frameworks. The stack includes Next.js, React, and Tailwind CSS.
It's also running the same core stack as 3,879 other launches and tighter on security headers than most Product Hunt launches.
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Tech Stack (14)
| CDN |
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| DNS |
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| Protocol | HTTP/3 (2) |
| Security | HSTS (2) |
| Server |
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| Business email |
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| Transactional email |
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| CSS framework |
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| Framework |
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| Meta-framework |
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| Analytics |
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| SEO |
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| Chat |
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Infrastructure
Email Security
Readiness Breakdown How?
Vibe Score Breakdown How?
| Signal | Points |
|---|---|
| AI copy signals | +5 |
| AI onboarding signals | +5 |
| AI palette signals | +5 |
| AI writing signals | +5 |
| Unfilled template placeholders | +10 |
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.
