Feb 12, 2026 7 min

    Code Security Audit: Multi-Model Vulnerability Detection

    Find SQL injection, XSS, CSRF, and more — with multi-model consensus that catches what single scanners miss.

    Security Code Audit

    Traditional Scanners Miss Too Much

    SAST tools produce mountains of false positives and miss context-dependent vulnerabilities. Multi-model security auditing combines the pattern recognition of multiple AI models to find real vulnerabilities with fewer false alarms.

    How It Works

    Submit your code files. Multiple AI models independently scan for OWASP Top 10 vulnerabilities, insecure patterns, and logic flaws. Only issues flagged by multiple models are reported, reducing false positives by 80%.

    import Vincony from "vincony";
    
    const client = new Vincony({ apiKey: "YOUR_API_KEY" });
    
    const audit = await client.tools.securityAudit({
      files: [
        { path: "src/api/auth.ts", content: authCode },
        { path: "src/api/users.ts", content: usersCode },
        { path: "src/middleware/cors.ts", content: corsCode }
      ],
      models: ["gpt-4o", "claude-sonnet-4", "gemini-2-pro"],
      checks: ["owasp_top_10", "auth_bypass", "data_exposure", "injection"],
      consensus_threshold: 0.66
    });
    
    console.log(`Vulnerabilities found: ${audit.total}`);
    console.log(`Critical: ${audit.critical} | High: ${audit.high}`);
    
    audit.findings.forEach(f => {
      console.log(`[${f.severity}] ${f.file}:${f.line} — ${f.type}`);
      console.log(`  ${f.description}`);
      console.log(`  Fix: ${f.remediation}`);
      console.log(`  Consensus: ${f.model_agreement}% of models agreed`);
    });

    Contextual Analysis

    Unlike regex-based scanners, AI understands your code's context. It knows if a SQL query is properly parameterized, if user input is sanitized upstream, and if authentication checks guard sensitive endpoints.

    Compliance Mapping

    Map findings to compliance frameworks — SOC 2, PCI DSS, HIPAA, GDPR. Each finding includes the specific control it violates and the remediation steps needed for compliance.

    // Audit with compliance mapping
    const audit = await client.tools.securityAudit({
      files: codeFiles,
      compliance: ["soc2", "pci_dss"],
      generate_report: true,
      report_format: "pdf"
    });
    
    console.log(`Compliance gaps: ${audit.compliance_gaps.length}`);

    Pricing

    3 audits/month on Free. Unlimited with compliance reports on Pro and Enterprise.

    Try It Free — 100 API Credits

    Start using these tools today with Vincony's free Developer plan.

    Get Free API Key