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Kiberon Lab | Graph Grammar

A toolkit for transforming graphs with declarative grammar rules, subgraph pattern matching, and a rudimentary goal-planning system. Useful anywhere structured graphs need to be rewritten, including AI workflow conversion.

Developer Tools
South Africa Estimated origin: South Africa

Added July 14, 2026 · Last analysed July 14, 2026 · via · 67% unique tagline

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 14 July 2026; the live site may have changed since.

Kiberon Lab | Graph Grammar scores highly overall, with complete legal pages and clean crawl signals. Visible gaps: missing Permissions-Policy and Content-Security-Policy, tracking cookies set before any opt-in, and incomplete email security.

Launched on Product Hunt on July 14, 2026. The site is hosted on Vercel, with a domain registered in 2025. The crawl picked up 15 technologies on this site, covering transactional email, analytics, CSS frameworks, and DNS providers. The stack includes Next.js, React, and Tailwind CSS.

For context, it's on one of the most common stacks we track, shared by 10,281 launches and more locked down than the typical Product Hunt launch.

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

8.4
StackScope Score
Excellent
78/100 Launch Readiness
Well prepared
3/3* Legal
Complete*
2/2 Crawl files
Complete
Vibe Score 30 · Some 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 (15) · Indie stack

Infrastructure
DNS Cloudflare DNS
Hosting Vercel
Security HSTS
Email
Business email Google Workspace
Transactional email Amazon SES
Resend
Build & Framework
CSS framework Tailwind CSS
Framework React
Meta-framework Next.js (5)
UI library Lucide Icons
Video YouTube
Analytics & Marketing
Analytics PostHog (5)
SEO Google Search Console
Business Tools
Identity Keybase
Monitoring Instatus

Infrastructure

Network
AS16509 · US
DNS
Cloudflare DNS
Authoritative nameserver
DNSSEC
Not enabled
DNS responses unsigned. Cache-poisoning vulnerable.
Green hosting
Not green hosted
No green-energy record. Data from The Green Web Foundation.
SSL Certificate
Let's Encrypt
Valid 27 May 2026 to 25 Aug 2026
Certificate as captured in this snapshot, not a live check.
Domain Age
1 year
Registered May 2025 · Cloudflare, Inc.

Email Security

SPF ~all Soft-fail (~all). Common and accepted.
DKIM Detected via known email provider
DMARC p=none None (p=none). Monitoring only.
?
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 (5)

Cookies (1)
NameLifetimeDetected as
ph_phc_8hy1ML2Qi1xAX8w7pQr7n3LvfTnvLmhlhzVaJhgNfuh_posthog 1y PostHog
Local storage (1)
KeySizeDetected as
ph_phc_8hy1ML2Qi1xAX8w7pQr7n3LvfTnvLmhlhzVaJhgNfuh_posthog 1.4 KB PostHog
Session storage (3)
KeySizeDetected as
ph_phc_8hy1ML2Qi1xAX8w7pQr7n3LvfTnvLmhlhzVaJhgNfuh_posthog 388 B PostHog
ph_phc_8hy1ML2Qi1xAX8w7pQr7n3LvfTnvLmhlhzVaJhgNfuh_primary_window_exists 4 B PostHog
ph_phc_8hy1ML2Qi1xAX8w7pQr7n3LvfTnvLmhlhzVaJhgNfuh_window_id 38 B PostHog

Readiness Breakdown How?

Custom title and meta description
Open Graph tags (title, image, description) (partial) missing og:image
Twitter card meta tags
Responsive viewport meta tag
Favicon present
Semantic HTML (nav, main, article)
Page title is 62 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 222 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.
- Canonical URL declared

Performance How?

775 ms Server response
18% Faster than peers
744 ms Largest contentful paint
0.00 Cumulative layout shift
1.7 MB Page weight
47 KB Image weight
3 Third-party domains
0 Console errors
0 Failed requests

2 images: 2 oversized

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 CSS signals +10
AI onboarding signals +5
AI palette signals +5
AI stack signals +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

Welcomes AI crawlers
llms.txt published
No AI bots blocked in robots.txt
ai-train = no
search = yes
ai-input = no
? None advertised

Well-Known Files

robots.txt
sitemap.xml (25 URLs)
security.txt
llms.txt
ads.txt
humans.txt
Privacy Policy
/legal/privacy
Terms of Service
/legal/terms
? Consent manager not detected
Analytics set tracking cookies on our visit, with no opt-in step.
92% unique

Security Headers (4/6)

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

Build

Code splitting
19 JS files
6 CSS files
3 Third-party domains

Brand Colours

App Manifest

Kiberon Labs
display: standalone 3 icons
theme #9362f4
Something not look right? If a technology shown here is wrong or out of date, email [email protected] and we'll review it.