Vulnerability analysis Root cause identification Upgrade decision support Automation creation Documentation generation Compliance enforcement Engineers focused on validation, architectural decisions, and risk governance while AI accelerated implementation velocity.
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this is for repo Analyze code scanning security issues and dependency updates if vulnerable Analyze GHAS alerts across repositories Identify dependency vs base image root causes Detect repeated vulnerability patterns Prioritize remediation based on severity and exposure
White-box/gray-box web app pentest prompt for AI code editors (Cursor, Windsurf, Antigravity). AI performs full source code security review on open project—no URL needed. Analyzes files, configs, dependencies, .env, Dockerfiles via OWASP Top 10 & ASVS. Outputs pro report: summary, tech stack, findings (auth, access, injections, sessions, APIs, crypto, logic), severity, file refs, prioritized fixes. Great for devs/security teams seeking automated code audits in SDLC.
