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MCPFarm.ai transforms isolated Model Context Protocol (MCP) servers into a dynamic, unified tool farm, much like 'Kubernetes for AI tools'. It solves the complexities of managing numerous MCP servers by providing a single gateway for discovery, authentication, and monitoring. This open-source platform automatically discovers FastMCP servers deployed as Docker containers, consolidating their tools into a single registry, complete with a real-time dashboard for activity tracking, robust API key authentication, and comprehensive observability features like Prometheus metrics and Grafana dashboards. With a Python SDK that includes first-class LangChain/LangGraph support, MCPFarm is purpose-built for scalable agentic workflows.