New: The State of Indie Launches: July 2026. The framework layer is the same everywhere. The payment layer is not. Read

← Back to browse

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...

Developer Tools
Mauritius Estimated origin: Mauritius

Added August 10, 2026 · Last analysed August 10, 2026 · via

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.

If you own this site, refresh the snapshot and see the full fix list any time →

Vibe Score 5 · Few AI signals
How much the site looks AI-generated. Informational pattern-match signal, not a verdict. Does not feed the StackScope Score. See which fingerprints fired →

Tech Stack (4)

Infrastructure
CDN Cloudflare
Analytics & Marketing
Analytics Google Analytics (3)
Consent Google
Tag management Google Tag Manager (2)

Infrastructure

Network
AS13335 · US
DNSSEC
Not enabled
DNS responses unsigned. Cache-poisoning vulnerable.
Green hosting
Green hosted
Host runs on renewable energy. Data from The Green Web Foundation.
SSL Certificate
Google Trust Services
Valid 4 Aug 2026 to 2 Nov 2026
Certificate as captured in this snapshot, not a live check.

Email Security

SPF ~all (via apex redmirror.io) Soft-fail (~all). Common and accepted.
DKIM (via apex redmirror.io) Detected on apex redmirror.io
DMARC p=reject (via apex redmirror.io) Reject (strict). Strong.
?
MTA-STS Not deployed. Mail to your domain can be downgraded to plaintext en route.
?
TLS-RPT Not configured. You won't hear about silent SMTP TLS handshake failures.

Storage (0)

This site uses no client-side storage we could detect on page load.

Readiness Breakdown How?

Custom title and meta description
Responsive viewport meta tag
Favicon present
Semantic HTML (nav, main, article)
Page title is 71 characters (advisory) Google only shows about 60 characters of the title in search results; aim for 50–60 to keep the whole thing visible.
Meta description is 364 characters (advisory) Google only shows about 155–160 characters of the description in desktop search results (less on mobile); anything past that won't appear.
- Open Graph tags (title, image, description)
- Canonical URL declared
- Twitter card meta tags

Performance How?

119 ms Server response
82% Faster than peers
324 ms Largest contentful paint
0.00 Cumulative layout shift
190 KB Page weight
4 KB Image weight
1 Third-party domains
1 Console errors
0 Failed requests

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?

SignalPoints
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.

AI Stance

Welcomes AI crawlers
llms.txt published
No AI bots blocked in robots.txt
? No directive declared
? None advertised

Well-Known Files

robots.txt (no directives)
sitemap.xml
security.txt
llms.txt
ads.txt
humans.txt
Privacy Policy
/privacy
Terms of Service
/terms
Consent manager: Google
94% unique

Security Headers (0/6)

Permissions-Policy experimental (check browser support)
X-XSS-Protection deprecated (use Content-Security-Policy)

Build

1 JS files
0 CSS files
1 Third-party domains

Brand Colours

Something not look right? If a technology shown here is wrong or out of date, email [email protected] and we'll review it.