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Vibe-coded your repo? Drift finds the architecture problems

Quality control layer for AI-generated Python code. Detects structural erosion across files that passes linters, type checkers, and tests — pattern fragmentation, architecture violations, and near-duplicate code. Agent-native (MCP), 24 signals, 97% precision, no LLM.

69% unique tagline

mick-gsk.github.io · Added April 7, 2026 · Last analysed April 10, 2026· via Hacker News

Screenshot of Vibe-coded your repo? Drift finds the architecture problems
This analysis is a snapshot taken on 10 April 2026. The site may have changed since then and results may not reflect its current state.
4.3
StackScope Score
Fair
50/100 Vibe Score
Many AI signals
85/100 Launch Readiness
Launch ready
1/6 Security Headers
Poor
neutral
AI Stance
No AI stance declared

Tech Stack (5)

Infrastructure
Fastly http_header_name
GitHub Pages http_header_name
HSTS http_header_name
Build & Framework
MkDocs meta_content
unpkg script_src

Infrastructure

Hosting
AS54113 · US
SSL Certificate
Let's Encrypt
Expires 7 May 2026 (25d)

Readiness Breakdown How?

✓ Favicon present
✓ Open Graph tags (title, image, description)
✓ Canonical URL declared
✓ Responsive viewport meta tag
✓ Custom title and meta description
✓ Twitter card meta tags
✓ Semantic HTML (nav, main, article)
- Source maps not exposed in production
- Error tracking service installed
- Privacy policy page present

Vibe Score Breakdown How?

SignalPoints
Copy style patterns +5
Content layout patterns +5
Visual design patterns +5
Writing style patterns +5
Code comment patterns +15
Comment density patterns +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.

Well-Known Files

✗ robots.txt
✗ llms.txt
✗ security.txt
✗ sitemap.xml
✗ ads.txt
✗ humans.txt

Legal

? Privacy Policy not detected
? Terms of Service not detected
Detection works best on English language sites.

Security Headers (1/6)

✗ Referrer-Policy
✗ X-Frame-Options
✗ Permissions-Policy
✗ X-Content-Type-Options
✗ Content-Security-Policy
✓ Strict-Transport-Security
– X-XSS-Protection (legacy)

Performance

150ms response time
Faster than 78% of sites
3 third-party domains loaded

Build

✗ HTML minified
3 JS files
3 Third-party domains
Is this your site? 7 tips to improve your score
- Add a robots.txt file to control how search engines and bots crawl your site. Learn more
- Add a sitemap.xml to help search engines discover all your pages. Learn more
- Add a privacy policy. Free generators like Termly or Iubenda can create one in minutes.
- Add a /.well-known/security.txt so security researchers can reach you. Learn more
- Consider adding a llms.txt file to help AI models understand your site. Not yet a standard, but gaining adoption. Learn more
- Improve your security headers. Scan your site at securityheaders.com to see what's missing.
- Your site has structural patterns commonly associated with AI code generation. Customising templates, comments, and default styles can make it feel more unique.
Embed this score on your site
StackScope Score 
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