securing-ai-generated-code

Installation
SKILL.md

Securing AI-Generated Code

Overview

AI coding tools generate insecure code at predictable, measurable rates:

Metric Value Source
Code containing vulnerabilities 45% Stanford/UIUC 2024
Increase in privilege escalation paths 322% Snyk 2024
Increase in secrets exposure 40% GitGuardian 2024
Developers who don't fully trust AI output 96% Stack Overflow 2024

AI code fails differently than human code. Humans make mistakes from fatigue or ignorance. AI makes mistakes from pattern-matching training data without understanding security context. The result: AI-generated code consistently produces the same categories of vulnerability, making them detectable with deterministic checks.

This skill is the security gate between code generation and commit. Run it every time.

The Pre-Commit Security Gate

Installs
3
First Seen
Feb 18, 2026
securing-ai-generated-code — chrbailey/agent-security-skills