kali-mcp-go: A Go reimplementation of MCP-Kali-Server for connecting AI agents to Kali Linux tools via MCP, featuring concurrent execution, SSE streaming, and security improvements.; fastapi_mcp: FastAPI-MCP allows you to expose your existing FastAPI endpoints as Model Context Protocol (MCP) tools. It offers native integration with FastAPI, including built-in authentication using existing dependencies, and preserves schemas and documentation.
Run multiple AI agents in parallel against CTF challenges
Integrating FastAPI services as tools for large language models (LLMs) that support MCP.