Vibe Code Risk Assessment
Know Your Risk Before Production
Assess the risks of AI-generated and vibe-coded projects. Identify security vulnerabilities, code quality issues, and production readiness before they become costly nightmares. Built for the age of AI-assisted development.
Powerful Features
AI Code Detection
Identify code sections that show signs of AI generation or vibe coding — often the source of hidden technical debt, missing error handling, and security gaps.
- AI pattern detection
- Vibe code identification
- Confidence scoring
- Code provenance tracking
Security Vulnerability Scan
Catch security issues commonly introduced by AI — hardcoded credentials, eval usage, XSS vulnerabilities, SQL injection, and insecure defaults.
- OWASP Top 10
- Credential detection
- Injection vulnerabilities
- Insecure default detection
Risk Scoring
Get a comprehensive 0-100 risk score across security, code quality, dependencies, and test coverage. Track risk trends across releases.
- 0-100 risk score
- Category breakdown
- Trend tracking
- Benchmark comparison
Remediation Guidance
Don't just find problems — get actionable steps to fix them with prioritized recommendations, effort estimates, and example fixes.
- Fix prioritization
- Step-by-step guides
- Effort estimates
- Auto-fix suggestions
How Jumbi Works
Upload Code
Connect GitHub or upload a ZIP — analysis starts immediately
Scan
AI analyzes for risks, AI patterns, and security vulnerabilities
Score
Get a comprehensive risk assessment with category breakdowns
Fix
Follow prioritized remediation guidance with effort estimates
Who Uses Jumbi
Developers
Validate AI-assisted code before shipping to production
Security Teams
Catch AI-specific vulnerabilities that traditional scanners miss
Code Reviewers
Identify vibe-coded sections and assess quality before approving
CTOs
Due diligence on AI-built projects and acquisition targets
Pricing
Free
For individual developers
- 5 assessments/month
- Public repos only
- Basic risk report
- Community support
Pro
For serious projects
- Unlimited assessments
- Private repos
- Detailed remediation
- CI/CD integration
- Keisan integration
Enterprise
For organizations
- Everything in Pro
- Self-hosted option
- Custom rules engine
- Dedicated support
- Compliance reporting
Integrations
Fits into your workflow — block risky deployments automatically
GitHub
Version Control
GitLab
Version Control
GitHub Actions
CI/CD
GitLab CI
CI/CD
Slack
Communication
Keisan
Jishu Labs
Frequently Asked Questions
Top-Rated
Software Development
Company
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