Transform your ESP32-CAM into a powerful, remotely controllable server compatible with AI assistants and automation systems. This project implements the Model Context Protocol (MCP) to standardize how applications provide context to large language models, allowing an LLM to take pictures, control the built-in LED and flash, and obtain real-time system information from the ESP32-CAM. Images are automatically optimized to fit within AI client data limitations, ensuring seamless integration and efficient data transfer.