FastAPI-MCP allows you to expose FastAPI endpoints as Model Context Protocol tools with built-in authentication and minimal configuration. It integrates natively with FastAPI, preserving request and response schemas while offering flexible deployment options and efficient communication through ASGI. Comprehensive documentation and community support are available for users and contributors.

GitPhish is a security assessment tool designed to conduct GitHub's device code authentication flow, featuring an authentication server, automated landing page deployment, and an administrative interface. It captures authentication tokens and provides real-time monitoring through a web-based dashboard, utilizing a Flask-based server and SQLite for data storage. The tool supports various deployment templates and requires specific configurations, including GitHub Personal Access Tokens for operation.