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MHLabs AI Tools is a modular server built upon the FastMCP framework, offering an extendable AI tool ecosystem through the Model Context Protocol (MCP). It dynamically loads and serves a wide array of AI capabilities, including comprehensive text preprocessing functions and advanced NLP components, organized into logical categories. This server is a foundational element of the MHLabs AI Agentic Ecosystem, engineered for seamless integration with other MHLabs agent frameworks and downstream A2A agent solutions.