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Cortex MCP provides AI agents with long-term portfolio memory by transforming project history and developer decisions into a structured, queryable knowledge graph. It enables assistants to maintain context across different repositories by exposing historical patterns, architectural decisions, and technology preferences through the Model Context Protocol.