Event Horizon is an innovative MCP server designed to empower Large Language Models (LLMs) with advanced evolutionary solution generation and optimization capabilities. By leveraging principles from genetic algorithms and a robust consistency check evaluation system, it allows LLMs to iteratively refine solutions across multiple generations. This process identifies the best aspects of current solutions, guides the creation of superior new ones, and automatically detects convergence, ensuring the most optimal outcomes for complex problems.