As developers increasingly use tools like Cursor, Claude, Replit, Lovable, and autonomous coding agents to build software faster than ever, security vulnerabilities are quietly getting shipped into production.

Crumble acts like an autonomous security engineer inside your GitHub workflow.

Every pull request, branch, and AI-generated code change is contextually reviewed for vulnerabilities, broken auth, exposed secrets, insecure permissions, prompt injection risks, vulnerable dependencies, and unsafe generated logic before deployment.

Traditional security scanners rely heavily on static pattern matching.

Crumble adds contextual review designed specifically for modern autonomous development workflows.

Instead of only flagging known signatures, Crumble explains:

• what’s dangerous

• why it matters

• how attackers could exploit it

• how to fix it

All in plain English.

Traditional AppSec tools were built for human-written software. Crumble is built for AI-native systems.