This article details a security audit of Outline, an open-source wiki, comparing manual testing with AI security platforms. The audit identified seven unique vulnerabilities, some linked to external libraries and others specific to the Outline codebase. Key issues included server-side request forgery and insecure content handling.

The Model Context Protocol (MCP) is an emerging standard for connecting large language models to external tools, but it presents significant security vulnerabilities such as prompt injection and orchestration exploits. These vulnerabilities can lead to data exfiltration and system compromise, highlighting the need for robust security precautions and detection methods. The article discusses various attack techniques and provides examples of potential exploits along with recommended defenses.