VibeDoctor (Vibe Doctor) - Free Security Scanner for AI-Generated Code 
App Emergency Room · Est. 2026

VIBE CODED.
NEVER SCANNED.
WHAT COULD
GO WRONG?

Asking AI to review its own code is like asking the student to grade their own exam. VibeDoctor runs 6 enterprise security tools - SonarQube, Gitleaks, Trivy, Lighthouse, ESLint, and custom vibe checks - against your actual code and live site. Real scan results with CVE IDs, file paths, and severity scores. Not AI opinions. Studies show AI-generated code has 2.74x more vulnerabilities than human-written code.

The Register · Dec 2025
“AI-authored code needs more attention, contains worse bugs”
AI code was 2.74x more likely to add XSS vulnerabilities and 1.88x more likely to introduce improper password handling than human developers.
2.74x
more XSS vulnerabilities
Apiiro · Sep 2025
“4x Velocity, 10x Vulnerabilities: AI Coding Assistants Are Shipping More Risks”
By June 2025, AI-generated code was introducing over 10,000 new security findings per month - a 10x spike in just six months.
322%
more privilege escalation paths
Veracode · 2025
“AI-generated code contains 2.74x more vulnerabilities - 45% failure rate on secure coding benchmarks”
Testing 100+ LLMs across 4 languages found AI code consistently fails security standards at nearly half the rate.
45%
failure rate on secure coding
Cloud Security Alliance · 2025
“62% of AI-generated code contains design flaws or known security vulnerabilities”
Even with the latest AI models. The root problem - AI doesn’t understand your application’s risk model or threat landscape.
62%
of AI apps have vulnerabilities
Apiiro Research · 2025
“AI-assisted developers exposed cloud credentials nearly twice as often as non-AI peers”
40% increase in secrets exposure. Hardcoded API keys, passwords, and tokens embedded directly in source code.
40%
increase in secrets exposure
GitHub Survey · 2024
“97% of developers now use AI coding tools - most without any security scanning”
6.4% of repos using GitHub Copilot leak at least one secret - 40% higher than repos without AI assistance.
97%
developers use AI coding tools
2.74x more vulnerabilities in AI code 10,000+ new security findings per month from AI tools 62% of AI apps have known vulnerabilities 322% more privilege escalation paths 45% fail secure coding benchmarks 40% increase in secrets exposure with AI tools 97% of devs use AI coding tools 2.74x more vulnerabilities in AI code 10,000+ new security findings per month from AI tools 62% of AI apps have known vulnerabilities 322% more privilege escalation paths 45% fail secure coding benchmarks 40% increase in secrets exposure with AI tools 97% of devs use AI coding tools
The difference

I’LL JUST ASK MY AI CURSOR.
HERE’S WHY THAT DOESN’T WORK.

You can ask ChatGPT, Cursor, or Copilot to “find the bugs.” You’ll get suggestions based on what the AI thinks might be wrong. VibeDoctor runs real security tools against your actual codebase and live URL. Here’s what that means:

Ask your AI
VibeDoctor
Security Scanning Trivy · Gitleaks · SonarQube
Only if you know the tools exist, ask for them, and remember every time.
Runs automatically. Real CVE IDs. Real secret patterns. Nothing to install.
Live Site Analysis Lighthouse · Puppeteer · SSL
Can’t open a real browser. Local Lighthouse results vary by machine and network.
Controlled environment. Consistent scores. Headers, broken links, console errors in one scan.
Deep Code Analysis SonarQube CE · 7 vibe-check scanners
Reviews files you open. Doesn’t run 500+ rules across your entire codebase.
Every file scanned. Bugs, vulns, code smells, duplication, complexity, AI patterns.
Continuous Monitoring GitHub App · scheduled rescans
You’d have to ask after every push. And tomorrow. And next week. Nobody does.
Scans on every push. Scheduled rescans. Dashboard tracks health over time.
MCP Integration Cursor · Windsurf · Claude
Your AI tools read your actual scan results via MCP. Real vulnerability data. Real scores. AI stops guessing, starts knowing.
15
Areas checked across your app and code
Individual checks run on every scan
<5m
Full scan time from connect to report
Free
Always free to sign up and scan
What is VibeDoctor?

YOUR APP’S
FREE HEALTH
CHECKUP.

You built something with Bolt, Lovable, Cursor, Claude Code, or ChatGPT. It works. But did anyone actually check it?

VibeDoctor runs the same tools enterprise security teams use - automatically, on your code and live site. Think of it as a doctor visit for your app. Free signup. Results in minutes.

acme/my-saas-app
my-saas-app.vercel.app
Full scan
38
F
Website
58
Code
28
Overall
38
Prescription
🔒 Security Issues
2 critical 1 high
🤖 Vibe Coding Health
3 high 24 medium
📈 Deep Code Analysis
1 critical 1 high 2 low
🧹 Code Quality
18 medium 42 low
⚡ Performance
3 medium
🔍 SEO
1 medium
✅ Best Practices
1 medium
More than a scanner

SCAN. FIX. MONITOR.
REPEAT.

Not just a list of problems. A full workflow to actually fix them and make sure they stay fixed.

🔍
15 areas, 129+ checks
Security keys, performance, SEO, SSL, accessibility, broken links, code quality, vibe checks, deep code analysis - all in one scan, under 5 minutes.
📋
Copy fix prompt, paste into your AI
Every finding has a one-click "Copy Fix Prompt" button. It includes the file, line, severity, and rule - ready to paste into Cursor, Copilot, or ChatGPT.
🧠
AI diagnose - is it real or a false positive?
Not sure about a finding? Click Diagnose. AI reads your code context - the function, imports, data flow - and tells you if it's real, with a confidence score.
🔄
Auto-scans on every push
Connect your GitHub repo once. Every push triggers a scan automatically. New regressions? You'll know before your users do.
🤖
AI reviews your pull requests
VibeDoctor scans PR code and posts review comments directly on GitHub. Security issues, code smells, and vibe-coding patterns caught before merge.
📈
Code intelligence and regressions
Every scan builds a structural snapshot. See what broke, what regressed, blast radius of changes, module health scores, and version-by-version history.
🖥
MCP - scan directly from your IDE
Connect VibeDoctor to Cursor, VS Code, or Windsurf via MCP. Your AI coding tools get real scan data instead of guessing.
🛡
Uptime, SSL alerts, and weekly digests
HTTP health checks every minute. SSL expiry warnings. Weekly email with scores and issue counts. Monthly AI-generated health report. Always watching.
Questions

FREQUENTLY
ASKED QUESTIONS.

What is Vibe Doctor?

Vibe Doctor (VibeDoctor) is a free security scanner built for AI-generated code. It runs 6 enterprise security tools - SonarQube, Gitleaks, Trivy, Lighthouse, ESLint, and custom vibe checks - against your actual codebase and live site. 15 scan areas, 129+ individual checks. Real CVE IDs, file paths, and severity scores - not AI opinions.

Does Vibe Doctor work with Lovable, Bolt, and Cursor?

Yes. VibeDoctor scans code generated by any AI tool including Lovable, Bolt.new, Cursor, Replit, v0, Windsurf, and GitHub Copilot. Connect your GitHub repo or upload a ZIP file. The scanner does not care how the code was written - it checks the output the same way enterprise security teams do.

Is VibeDoctor free?

Yes. Vibe Doctor offers a free tier with 3 scans per day and a full diagnostic report on every scan. No credit card required. Paid plans add continuous monitoring, automatic push scans, AI pull request reviews, and higher limits.

What are hallucinated imports?

AI coding tools sometimes import npm packages that do not exist. They hallucinate the package name. If an attacker registers that name on npm, your app installs malicious code. VibeDoctor is one of the only scanners that detects hallucinated imports - a risk unique to AI-generated code.

Does VibeDoctor store my source code?

No. VibeDoctor accesses repositories in read-only mode. Code is temporarily cloned for scanning and deleted after processing. We never store your source code. You can also upload a ZIP file instead of connecting GitHub.

How is this different from asking ChatGPT or Cursor to find bugs?

AI coding assistants review code based on what they think might be wrong. Vibe Doctor runs real security tools (Trivy, Gitleaks, SonarQube) against your actual codebase and live URL. You get real CVE IDs, real secret detection, real Lighthouse scores - not AI guesses. It also scans every file automatically, not just the ones you have open.

What is MCP analysis?

MCP (Model Context Protocol) lets you connect Vibe Doctor to VS Code, Cursor, or Windsurf for real-time code analysis directly in your IDE. Your AI coding tools read your actual scan results instead of guessing about your code quality.

Diagnosis is free. Always.

YOUR CODE
DESERVES A
SECOND OPINION.

15 scan areas
129+ checks
<3 min results

No credit card. Read-only repo access. We never write or store your code.