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ModelMention

AI search visibility for your brand. See if ChatGPT, Gemini, and Perplexity recommend you or your competitors—with visibility, position, share of voice, and prompt coverage.

modelmention.io · Added June 12, 2026 · Last analysed June 12, 2026 · via PeerPush · 17% unique tagline (similar to GEOscanAI)

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 12 June 2026; the live site may have changed since.

ModelMention scores well across the board, with complete legal pages, a thorough launch checklist, and clean crawl signals. Main gaps: missing Permissions-Policy and Content-Security-Policy, analytics without a consent banner, and incomplete email security.

Launched on PeerPush on June 12, 2026. The site is hosted on Cloudflare in the United States. We've detected 18 technologies on this site, covering business email, seo, advertising, and analytics. The stack includes Rails, Tailwind CSS, and Vite.

It's one of 41 launches on this exact stack and more locked down than the typical PeerPush launch.

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

9.1
StackScope Score
Excellent
100/100 Launch Readiness
Launch ready
3/3* Legal
Complete*
2/2 Web Standards
Complete
Vibe Score 25 · Some AI signals
Informational pattern-match signal. Does not feed the StackScope Score. See which fingerprints fired →

Tech Stack (18)

Infrastructure
CDN Cloudflare
DNS Cloudflare DNS
Protocol HTTP/3
Security HSTS
Build & Framework
Build tool Vite
CSS framework Tailwind CSS
Developer tools Bito
Font Google Fonts
Framework Rails
Analytics & Marketing
Advertising Trovo (2)
Analytics Google Analytics (4)
SEO Apple Business Connect
Google Search Console
Tag management Google Tag Manager
Commerce & Payments
Payments Stripe (3)
Business Tools
Sales intelligence Leadsy

Infrastructure

Network
AS13335 · US
DNS
Cloudflare DNS
Authoritative nameserver
DNSSEC
Not enabled
DNS responses unsigned. Cache-poisoning vulnerable.
SSL Certificate
Google Trust Services
Valid 22 Apr 2026 to 21 Jul 2026
Certificate as captured in this snapshot, not a live check.

Email Security

SPF ~all Soft-fail (~all). Common and accepted.
DKIM Detected via known email provider
DMARC Not published. Receivers fall back to permissive defaults.
?
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 (9)

Cookies (9)
NameLifetimeDetected as
bito 1y Bito
bitoIsSecure 1y Bito
m 1y -
tuid 1y -
_ga 1y Google Analytics
_ga_L92L9MZXCV 1y Google Analytics
_model_mention_session session -
__stripe_mid 1y Stripe
__stripe_sid < 1h Stripe

Readiness Breakdown How?

Custom title and meta description
Open Graph tags (title, image, description)
Twitter card meta tags
Canonical URL declared
Responsive viewport meta tag
Favicon present
Semantic HTML (nav, main, article)
Meta description is 173 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.

Performance How?

891 ms Server response
14% Faster than peers
2076 ms Largest contentful paint
0.01 Cumulative layout shift
6.2 MB Page weight
4.9 MB Image weight
8 Third-party domains
0 Console errors
0 Failed requests

6 images: 5 oversized, 6 without width/height, 2 missing alt text

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 copy 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.

AI Stance

Blocks AI crawlers
llms.txt published
9 AI bots blocked in robots.txt
ai-train = no
search = yes
? ai-input (not declared)
? None advertised

Well-Known Files

sitemap.xml (47 URLs)
security.txt
llms.txt
ads.txt
humans.txt
? Consent manager not detected
Analytics detected; tracking fires without visitor opt-in.
92% unique

Security Headers (4/6)

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

Build

HTML minified
CSS minified
JS minified
Code splitting
5 JS files
2 CSS files
8 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.