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Agentlab provides a local stack for developing, testing, and orchestrating AI agents, simplifying the deployment and management of complex agent infrastructures. It functions as a powerful protocol bridge, aggregating tools from numerous MCP (Model Context Protocol) servers into a single, unified gateway endpoint. By defining your entire MCP topology in a single YAML file, you can deploy and manage diverse tool servers—whether containerized, local processes, or remote—with a single command, allowing clients like Claude Desktop to connect once and access all tools seamlessly with automatic namespacing.