The 4-command repo security sweep that finds what AI coding assistants left behind now lives as Check 9 in the suite. Cybersecurity News readers are redirected automatically.
— Ingenious AI security check.
To the suite: Check 9 — the Vibe-Code Audit 4-command AI code security sweep (leaked keys, hardcoded passwords, eval/exec, disabled TLS defaults). This page redirects you automatically; use the link below if it does not.
A placeholder page that forwards you to the current version of a check — used here because the ten platform self-checks were merged into one suite page.
Redirecting you now…
Run a static-analysis (SAST) scanner over the repo — open-source options include Semgrep and vibe-code-focused AI code security scanners — plus a secrets scan for hardcoded API keys, then a dynamic (DAST) scan against the running app. No scanner replaces a human review of authentication, data handling, and business logic.
Vibe coding security is the practice of checking AI-generated code for the flaws models commonly introduce: hardcoded secrets, injection flaws, cross-site scripting, disabled TLS verification, and insecure defaults. Research (Veracode's 2025 GenAI Code Security Report) found 45% of AI-generated code shipped a real vulnerability.
Open-source AI code security scanners include vibescan, isitsecure, and AXguard, plus Cloudflare's security-audit-skill and general tools like Semgrep for static analysis and OWASP ZAP for dynamic testing. The right pick depends on your stack: SAST for code, DAST for running apps, secrets scanners for leaked keys.