Security Audit Tools

To scan AI agents for prompt injection, you run an automated security audit using semgrep and custom scripts. This process identifies data exfiltration risks, permission creep, and code vulnerabilities by aligning checks with the OWASP LLM Top 10.

An AI Bill of Materials (AIBOM) is a comprehensive inventory used to map the security posture of AI agents. You need it when applying layered security controls to track dependencies, data flows, and mitigate emerging agentic threats before deployment.

You audit AI agent permissions and data flow tracking by executing the yoder-audit command on the skill directory. This performs automated checks for hardcoded secrets and permission creep, generating actionable remediation recommendations.

Semgrep works for detecting OWASP LLM Top 10 risks by scanning agent skills for code and dependency vulnerabilities. It is integrated alongside custom scripts to identify specific threats like prompt injection and data exfiltration.

Limitations of automated security audits include detecting complex, context-dependent prompt injection attacks that bypass static code analysis. Automated semgrep checks must be supplemented with manual layered security controls to ensure robust protection.