EdgeDisco is an open-source discovery tool that identifies AI applications, running agents, local model runtimes, agent frameworks, and MCP servers across endpoints without collecting conversation content. It maps metadata, protocols, ports, and runtime fingerprints while maintaining privacy by design, allowing users to audit and extend the discovery taxonomy across their own infrastructure.