What is VibeLeak? Website trust scoring for teams that ship
A concise explanation of the product, the surface it scans, and why the score is built around public trust rather than deep exploitation.
Product framing
VibeLeak exists to close the gap between the site you ship and the site everyone else sees
There is the version of the site your team knows, and the version that browsers, crawlers, and attackers can inspect without asking permission. VibeLeak is built around that public surface.
Transport
HTTPS + TLS
Checks whether the public route is secure by default.
Headers
Browser policy
Looks for CSP, HSTS, framing and similar trust controls.
Exposure
Public edge
Highlights files, leaks, and obvious weak points first.
Scanner scope
It scans the public trust surface, not application secrets
That makes the product fast, repeatable, and safe to run before launch. It is about what users and attackers can already see, not a full exploit chain.
- Transport security, certificate posture, and redirect behavior.
- Security headers that shape the browser response path.
- Exposure patterns such as loose files, weak defaults, and easy leaks.
- Signal quality for AI app surfaces and public trust cues where those checks are available.
Why now
Most security tooling is either too heavy or too noisy
Teams want a fast answer before a release. They do not want a wall of generic findings, another dashboard to check, or a five-day process just to know whether the basics are in place.
Design goal
Boundaries
It is not a pen-test replacement
The product should be honest about what it covers. That makes the message stronger, not weaker.
- It does not run exploitation payloads or business-logic attacks.
- It does not pretend to cover every app-layer risk.
- It does not need to in order to be useful before launch.
Workflow
The score only matters if it moves
The real product loop is scan, fix, and recheck. The score gives a signal. The findings give the work. The second scan proves the fix.
Run the public checks
Get a grade and a short list of findings that can be understood without extra context.
Address the top issues first
Focus on the items with the highest trust lift and the clearest remediation path.
Confirm the trust surface improved
Rerun the scan and use the new result as the proof of progress.
Next action
Run the scanner against your own site
The article lands hardest when it turns into a fix list. Scan, close the gaps, and recheck.
Continue reading
More field notes
Security
Is VibeLeak safe to use? Report privacy, logs, and exports explained
A plain-English look at how VibeLeak scans public sites safely, what gets stored, who can see reports, and why full findings and Markdown exports stay owner-only.
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We Scanned the Moz Top 500. Even the Internet's Giants Are Missing the Basics.
VibeLeak ran its full trust surface scan against the Moz Top 500 most popular websites. This historical corpus still shows how common basic web security gaps are.
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How to read a VibeLeak scan result
A VibeLeak scan returns a grade, a list of findings, and a percentile rank. Here is how to read each piece so you know what to fix first.
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