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The CogniGraph MCP server is a Model Context Protocol (MCP) server designed to generate mind maps, relationship graphs, and knowledge graphs using external tools. It takes input in Markdown and Mermaid syntax, producing outputs in HTML or SVG format, and utilizes AI analysis for knowledge visualization.