
12 AI Security Tools Every Dev Team Needs
The essential security tool stack for teams shipping AI-generated code in 2026. From scanners to runtime protection.
Expert insights on AI-powered coding security, vibe-based development practices, and protecting AI-generated web applications from vulnerabilities.

The essential security tool stack for teams shipping AI-generated code in 2026. From scanners to runtime protection.

A step-by-step process for auditing AI-generated codebases, covering the specific vulnerabilities that vibe coding tools introduce.

Documented prompt injection attacks from 2024-2026. How they worked, what they achieved, and what we learned from each incident.

A practical breakdown of AI-powered code security scanners that actually catch vulnerabilities in vibe-coded applications.

The JWT ’none’ algorithm attack bypasses authentication entirely. Here’s why it keeps showing up in AI-generated code and how to fix …

Claude Skills handle baseline security reviews well, but they can’t replace real browser testing. Here’s what they miss and how to fill …

A custom Claude Code skill that conducts comprehensive security audits, validates compliance, and generates remediation roadmaps. Here’s how it …

AI generates 41% of all code today, but that speed comes with hidden costs. Learn why guardrails are essential and how to implement them before AI-generated bugs reach production.

Most security scanners start with 5 checks and die at 20. Here’s the three-layer architecture that lets you scale from 5 to 500 without …

Microsoft Defender for Cloud and GitHub Advanced Security integration uses AI and runtime intelligence to prioritize and fix vulnerabilities, cutting …

A practical checklist to keep AI-generated apps fast, stable, and secure—plus a Vibe-Eval preset to automate it.

How Vibe-Eval spins up AI agents to run end-to-end tests, security probes, and functional checks on quickly built, prompt-driven apps.
Effortlessly test and evaluate web application security using Vibe Eval agents.