What we do
VibeGuard identifies common and high-risk security issues in AI-coded MVPs based on detected code patterns, project structure, configuration, and common risk categories. We use static analysis for the free scan and AI assistance for paid audits. For paid audits with GitHub connection, we prepare a security-fix pull request for your review.
What we don't do
- We do not guarantee that an application is vulnerability-free.
- We do not claim to find every vulnerability.
- We do not certify, accredit, or formally audit your application.
- We do not push to main, auto-merge, or auto-deploy.
- We do not perform offensive exploitation or unauthorized testing.
- We do not replace a professional human security audit for high-stakes systems.
How to use our output
Treat VibeGuard reports and proposed fixes as input to your judgment, not as final word. Review every proposed change before merging. Re-test after applying fixes. For applications handling payments, sensitive data, or other high-stakes flows, complement VibeGuard with a professional security audit.
AI-assisted output
Paid audits use a frontier large language model under VibeGuard's own controls. AI output may occasionally be incomplete, wrong, or miss context that's obvious to a human reviewer. We mitigate this through deterministic static pre-scanning, capped token budgets, structured output parsing, and a hard requirement that automatic fixes go through pull request review.
Limit of responsibility
You are responsible for the security and operation of your application. VibeGuard is one tool among several that should be part of a defensive engineering practice — alongside code review, testing, monitoring, incident response, and where appropriate, professional security audits.