The Security Scanning Landscape in 2026
The market for GitHub security scanners has matured. Developers have options. Snyk, Semgrep, GitHub Advanced Security, Trivy, Gitleaks, and a dozen other tools compete for attention.
Each tool has strengths. Each has weaknesses. The problem is not the quality of any single engine. The problem is that developers need multiple engines to catch different types of vulnerabilities, and each engine produces its own stream of findings, many of which are false positives.
Debuggix solves this by running nine engines at once and applying AI to filter results. This comparison explains how Debuggix stacks up against the alternatives.