Make any LLM find vulnerabilties & bugs
Give any model the power to find real bugs and prove them: it guides your agent to where bugs live, then exhaustively searches every reachable state and returns a replayable attack path. On the 440-case OpenSSF benchmark it takes gpt-oss-120b from 54% to 96% of real bugs caught — and a 20b model rea...
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 August 2026; the live site may have changed since.
Make any LLM find vulnerabilties & bugs ships with the basics, with complete legal pages, well-configured email security, and fast page loads. Main gaps: missing several security headers and no sitemap.
Launched on Product Hunt on August 10, 2026. The site is served through Cloudflare. We've detected 4 technologies on this site, covering analytics, CDN, consent tooling, and tag management. The stack includes Google, Cloudflare, and Google Analytics.
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Tech Stack (4)
| CDN |
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| Analytics |
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| Consent |
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| Tag management |
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Infrastructure
Email Security
Storage (0)
Readiness Breakdown How?
Performance How?
Indicative grade from a single automated render, not a substitute for Lighthouse or field data, and not part of the StackScope score.
Vibe Score Breakdown How?
| Signal | Points |
|---|---|
| AI writing signals | +5 |
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.
