Your AI-Generated Code Has No Security Layer. These Open-Source Tools Fix That.

A lot of AI-generated code ships with zero security validation. File uploads with no checks. Secrets hardcoded in config files. Dependencies never scanned. Containers running as root. The open-source tooling to fix all of this exists and is production-ready. Most developers just haven't plugged it in yet. TL;DR: you don't need a $500/month SaaS contract to have a real security layer. These 7 tools cover the gaps vibe-coded stacks almost always miss. 1) OWASP ZAP What it is: the most widely used open-source web application security scanner in the world. Why it matters: runs automated active and passive scans against your app before attackers do. CI-friendly, scriptable, and free. Links: GitHub zaproxy / zaproxy The ZAP by Checkmarx Core project The Zed Attack Proxy (ZAP) by Checkmarx is the world’s most widely used web app scanner. Free and open source. A community based GitHub Top 1000 project that anyone can contribute to. It can help you automatically find security vulnerabilities in