Why AI Alone Isn't Enough
AI models are great at reasoning, but specialized tools catch what AI misses
Tools detect. AI validates and explains. You get actionable results.
TruffleHog Integration
Industry-leading secrets scanner that detects leaked credentials, API keys, and sensitive data before they reach your repository.
What It Detects:
Semgrep Integration
Fast, open-source static analysis that finds bugs and security vulnerabilities using semantic pattern matching. Unlike regex tools, Semgrep understands code structure.
AI Enhancement
- Validates relevance — checks if finding applies to your code
- Reduces noise — filters false positives based on context
- Prioritizes severity — ranks by actual risk
- Explains vulnerability — how it could be exploited
- Provides fixes — specific code changes
The Security Pipeline
How security tools integrate into every code review
PR Changes Detected
New code is pushed to a pull request
TruffleHog Scans
Secrets scanner checks only new changes
Semgrep Analyzes
Static analysis runs on modified code
AI Receives Context
Tool output + code context sent to AI
AI Validates & Filters
False positives removed, findings enriched
Actionable Report
Clear, prioritized issues with fixes
Differential Scanning
Only analyzes changes in the PR — fast scans, no noise from existing issues
AI Validation
Every finding reviewed by AI — false positives filtered, context added
Unified Reporting
All findings in one organized comment with consistent formatting
Catch Security Issues
Before Production
Leaked secrets and vulnerabilities don't stand a chance. Start securing your code today.