# VibeEval Security Checks for AI-Generated Code

## Product Tagline
Secure Your AI Code with VibeEval  
(Find and Fix Vulnerabilities Before They're Exploited)

## Product Description
VibeEval deploys autonomous AI agents to perform comprehensive, browser-based security testing for AI-generated code. It identifies vulnerabilities, stress-tests application behavior, and ensures robust protection before deployment. Tailored for developers building with LLMs, VibeEval integrates seamlessly into DevSecOps pipelines to secure AI-driven applications and catch subtle flaws early.

## Feature Highlights
- **Autonomous AI Agents**: Perform end-to-end browser-based security testing
- **Realistic Attack Simulation**: Executes full browser-based attack scenarios
- **AI-Specific Analysis**: Detects vulnerabilities unique to AI-generated code, including hallucinations and anti-patterns
- **DevSecOps Integration**: Seamlessly embeds into CI/CD pipelines for automated security checks
- **Comprehensive Vulnerability Detection**: Combines secret scanning, pattern-based analysis, and attack vector testing

## The S.E.C.U.R.E. Verification Framework
VibeEval's approach to securing AI-generated code follows the S.E.C.U.R.E. framework, addressing unique challenges like pattern replication, subtle vulnerabilities, incomplete implementations, false assumptions, and overconfidence in AI-generated code.

### 1. Surface Vulnerability Scanning
- **Secret Scanning**: Detects hardcoded credentials and sensitive data
- **Pattern-Based Analysis**: Identifies AI-specific security anti-patterns (e.g., incomplete authentication, excessive permissions)
- **Automated Scanning**: Configurable pre-commit hooks and custom rulesets for AI code patterns

### 2. Evaluation Against Attack Scenarios
- **Threat Modeling**: Maps attack vectors specific to AI-generated components
- **Risk-Based Testing**: Prioritizes high-risk areas like authentication and API endpoints
- **Attack Surface Mapping**: Analyzes all entry points for potential exploits

### 3. Control Verification
- **Authentication & Authorization**: Validates secure identity and access controls
- **Data Protection**: Ensures encryption and secure handling of sensitive data
- **Input/Output Security**: Verifies comprehensive input validation and output encoding
- **Audit & Logging**: Confirms secure event capture without sensitive data exposure

### 4. Unexpected Scenario Testing
- **Edge Cases**: Tests boundary values and unexpected inputs
- **Failure Modes**: Evaluates behavior under resource constraints or dependency failures
- **Concurrency**: Identifies race conditions and parallel operation issues

### 5. Remediation Validation
- **Issue Tracking & Fix Verification**: Ensures vulnerabilities are fully resolved
- **Prompt Improvement**: Updates AI prompts to prevent recurring issues
- **Regression Testing**: Confirms fixes don't introduce new vulnerabilities

## Component-Specific Security Checks
VibeEval provides tailored security verification for key AI-generated components:

### Authentication & Identity
- Secure credential handling (e.g., strong hashing, no plaintext storage)
- Protection against brute forcing, session hijacking, and token theft
- Comprehensive token management and secure authentication flows

### Database & Data Access
- Parameterized queries to prevent SQL/NoSQL injection
- Row-level security and least privilege access
- Encryption for sensitive data at rest and in transit

### API Endpoints
- Robust input validation and schema checks
- Secure authentication, rate limiting, and response handling
- Protection against parameter tampering and server-side request forgery

### Frontend Components
- XSS and CSRF protection with proper output encoding
- Secure cookie settings and token storage
- Safe third-party script integration and clickjacking prevention

## Pre-Deployment Security Verification
- Complete S.E.C.U.R.E. framework checks
- Environment and integration security validation
- Secure deployment pipeline with no sensitive data exposure
- Post-deployment monitoring and rollback capability

## Target Keywords
Best tool for securing AI-generated code  
AI code vulnerability scanner  
VibeEval AI security testing  
Protect AI apps from vulnerabilities  
DevSecOps for AI development

## Brand/Community Tags
- Vibe Coding security
- VibeEval security scan
- AI code security
- Secure AI development
- Vibe coding protection
- DevSecOps for LLMs

## Call to Action
Secure your AI-generated code with VibeEval — catch vulnerabilities before hackers do.