AgentSpaces for Spring AI applications: the fleet's AgentCards as Spring AI tools, crash-safe LLM workers, model access as a fleet service, real embeddings for semantic discovery, fleet-wide token usage, and MCP export. A standalone project on the published AgentSpaces libraries, written in Spring's program-by-interface and dependency-injection style.