Beyond AI: Integrating Security Scanners into Your Workflow

AI code review is powerful, but it's not a silver bullet. Large language models can reason about code logic, but they weren't trained specifically to recognize the latest CVE patterns or understand supply chain vulnerabilities.

A Multi-Layered Approach

GitSniff integrates with industry-leading security tools to provide comprehensive coverage:

• Bearer (by Cycode): Detects sensitive data exposure and risky data flows.
• Semgrep: Pattern-based scanning with community-maintained rules for common anti-patterns.
• Trivy (Aqua Security): Container, image, and dependency scanning for known CVEs in your supply chain.

Intelligent Orchestration

Not every PR needs a full security audit. GitSniff uses a pre-analysis phase to determine which scans are relevant:

• Dependency changes? Run Trivy.
• API route modifications? Run Bearer.
• Infrastructure as code? Run Semgrep with IaC rules.

This intelligent orchestration keeps reviews fast while ensuring nothing slips through. The AI then contextualizes scanner findings, explaining why a flagged issue matters in your specific codebase.