Research Paper: A Layered Risk and Controls Framework for Prompt Injection
Ten-layer decomposition of the enterprise AI tool execution path with threats, controls, and published efficacy at each layer.
Focused on Windows internals, malware development, and the attack surface of AI coding tools. Published findings across Claude Code and Windsurf, and disclosed remote code execution vulnerabilities in open-source services.
Ten-layer decomposition of the enterprise AI tool execution path with threats, controls, and published efficacy at each layer.
The OAuth server fronting Zomato's MCP endpoint rewrites the scope request and issues tokens labeled 'offline openid' that nonetheless call every MCP tool, including checkout_cart. The advertised mcp:tools / mcp:resources / mcp:prompts scopes are never enforced at the application layer.
Claude Code's Bash permission deny rules can be completely bypassed by writing denied commands into a script file and executing it. The parser evaluates only the script path, not its contents. Five explicitly denied commands executed and exfiltrated data to an external endpoint.
An open-source CLI that fingerprints Model Context Protocol servers and flags behavior patterns associated with publicly disclosed vulnerability classes. Think nmap for MCP.
An open-source CLI that queries NVD, OSV, GitHub Advisories, WPScan, Patchstack, CISA KEV, and Exploit-DB in parallel so you can check for duplicate findings before submitting a CVE.
A walkthrough of building stego-drop, a Python LSB steganography tool for embedding shellcode and binary payloads into PNG images.
A Python tool to automate Windows and Active Directory enumeration for penetration testing and OSCP preparation.
A practical reference for penetration testing and red team engagements, indexed commands, variable glossaries, and decision trees for time-pressured ops.
Research-backed reference on AI coding tool vulnerabilities, prompt injection, model exploitation, and attack surfaces in modern AI-assisted development.
A security consultancy delivering penetration testing, red team engagements, and security architecture review. Also building AI-powered pentest management software for internal and external assessment workflows.