ACP Reference Implementation: Design Notes and Benchmarks

We describe the design of the open-source reference implementation of the Agent Coupling Protocol. The implementation provides a minimal, auditable codebase for teams integrating ACP into agent orchestration frameworks. We discuss key engineering decisions, performance characteristics under various agent fleet configurations, and report benchmark results from trials with LangChain, AutoGen, and CrewAI adapters.