Stop shipping AI-generated code blindly. Jumbi scans your vibe-coded projects for security vulnerabilities, technical debt, and hidden risks - giving you a quantified risk score in seconds.
Traditional code analysis tools miss AI-specific patterns. Jumbi is designed from the ground up to catch the unique risks of vibe-coded projects.
AI-powered scanning that understands context, patterns, and intent - not just syntax. Detects hallucinated APIs, phantom imports, and dead code paths unique to AI generation.
Identifies hardcoded secrets, SQL injection risks, XSS vectors, and insecure defaults that AI assistants commonly introduce. Goes beyond OWASP top 10.
Get a clear 0-100 risk score across four dimensions: Security, Code Quality, Dependencies, and Test Coverage. Know exactly where you stand before shipping.
Comprehensive risk assessments delivered in under 30 seconds. Paste code, upload files, or connect your GitHub repo for immediate analysis.
Specialized detection for patterns typical of AI-generated code: TODO placeholders, console.log debugging, ts-ignore suppression, and copy-paste antipatterns.
Measure the hidden cost of vibe-coded shortcuts. Track debt over time, get remediation roadmaps, and estimate the engineering hours needed for rescue.
From code submission to actionable insights in under 30 seconds. No configuration required.
Paste code directly, upload files, or connect your GitHub repository. Jumbi supports JavaScript, TypeScript, Python, and more.
Our engine scans for security vulnerabilities, code quality issues, dependency risks, and AI-specific antipatterns in seconds.
Receive a quantified risk score with detailed breakdowns, prioritized issues, and step-by-step remediation guidance.
Risk Assessment Report
12 critical issues require immediate attention
Including 3 hardcoded API keys, 2 SQL injection vectors, and 7 missing error boundaries
Every assessment delivers a comprehensive risk profile with a quantified 0-100 score. See exactly where your code falls short and what to fix first.
We analyze your codebase across four critical dimensions to give you a complete picture of your risk exposure before code reaches production.
Structural integrity, maintainability, and adherence to best practices
Common issues detected
Security flaws commonly introduced by AI code generation tools
Common issues detected
Hidden costs of shortcuts and the long-term maintenance burden
Common issues detected
Third-party package security, maintenance status, and license compliance
Common issues detected
Teams shipping AI-assisted code to production rely on Jumbi to catch what other tools miss.
“Jumbi caught 14 critical security issues in our AI-generated codebase that our existing CI pipeline completely missed. It paid for itself on day one.”
Sarah Chen
CTO, NexaFlow
“We were about to ship a vibe-coded MVP to production. Jumbi's risk score of 82 made us pause and fix issues that would have cost us weeks of downtime.”
Marcus Rivera
Lead Engineer, Stackform
“The AI pattern detection is incredibly accurate. It flags the exact kind of lazy code that ChatGPT and Copilot tend to generate. Essential for any serious team.”
Priya Sharma
VP Engineering, CloudBase
Start free and scale as your codebase grows. No hidden fees, no surprises.
For individual developers exploring AI-assisted development
For teams shipping AI-generated code to production
For organizations with advanced security requirements
Every day you wait, your vibe-coded project accumulates more technical debt and security vulnerabilities. Get your risk assessment now and ship with confidence.
Free for public repos. No credit card required.