Back to Blog
AI + Pentest2026-02-089 min

Claude Code for Security Audits: From Code Review to Exploit Development

How DNA integrates Claude Code into the security audit workflow - from automated code review to PoC exploit generation.

D
DNA Research Team
Research Team, DNA Cyber Security

Claude Code - Anthropic's terminal-based coding assistant - has become a secret weapon in DNA's security audit arsenal. Its ability to understand large codebases, analyze cross-file dependencies, and reason about security implications makes it an extremely effective audit tool.

Automated Code Review with Claude Code

DNA uses Claude Code to perform the first pass in code review. The tool scans the entire codebase, identifies potential vulnerabilities, and creates a detailed report with severity ratings. Experts then review findings and deep-dive into critical issues.

  • SQL Injection: Detects both parameterized query bypasses and ORM misuse
  • Authentication flaws: Identifies JWT issues, session management bugs, OAuth misconfigurations
  • Insecure deserialization: Finds unsafe deserialization patterns in Java, Python, PHP
  • Access control: Analyzes authorization logic across entire codebase

Vulnerability Detection Patterns

bash
# Using Claude Code for security audit
# Example: Finding SSRF vulnerabilities

$ claude "Analyze src/ directory for SSRF
  vulnerabilities. Check all HTTP client
  calls, URL construction, and redirect
  handling. Flag any user-controlled URLs
  passed to internal HTTP clients."

# Claude Code output:
# Found 3 potential SSRF vectors:
# 1. src/api/webhook.py:45 - User URL
#    passed directly to requests.get()
# 2. src/services/pdf.py:112 - URL from
#    user input used in headless browser
# 3. src/utils/proxy.py:78 - Redirect
#    following without domain validation

PoC Exploit Generation

After discovering a vulnerability, DNA uses Claude Code to create PoC exploits. The tool understands the full context of the vulnerability - from tech stack, framework version, to server configuration - and generates precise exploit code for each specific case.

Integration into DNA's Audit Workflow

Claude Code is integrated into 3 phases of DNA's audit workflow: Pre-audit (automated code scanning), During audit (interactive vulnerability exploration), and Post-audit (report generation and remediation guidance).

info Claude Code helps DNA reduce code review time by 60% without compromising quality. Every finding is still manually verified by experts before inclusion in reports.

Claude Code doesn't just find bugs - it understands why the code is vulnerable and suggests fixes that fit the application's current architecture.

#Claude Code#Code Review#Security Audit#Exploit Development#Anthropic

Ready for Human + AI Security?

Experience next-gen Penetration Testing — where 15+ year experts combine cutting-edge AI to protect your business.

Contact us now