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A2A, MCP, and the Long Road to Agent Interoperability

April 2025 Completed

a2a Google Agentic Interoperability Protocol · MCP Model Context Protocol by Anthropic

Agent interoperability is the latest buzz in town. First, it was MCP (Model Context Protocol) from Anthropic, and now, with the latest announcement (April 9) of Google’s A2A (Agent2Agent) protocol, it seems there’s a growing push toward establishing interoperability standards.

But why?

The concept of agent interoperability definitely holds promise. Agreeing upon a standard data exchange format between different products and platforms — each exposing their capabilities as agents — would allow seamless integration into each other’s ecosystems and enable open communication.

However, at present, the protocol feels more like a wrapper around existing internet communication standards, adding a layer of abstraction and reclassifying older capabilities.


This is a promising start. The industry has begun to seriously consider agent interoperability, though it’s worth noting that — even after decades of efforts around application-level protocols, healthcare interoperability (FHIR/HL7), and data interoperability (Apache Iceberg) — we’re still far from achieving seamless integration in the existing IT landscape. A2A and MCP will require significant maturity and broader industry adoption to truly take off.

📖 For a detailed read, refer to Google’s documentation: Home 📰 For an easier overview, check out Google’s blog post: Announcing the Agent2Agent Protocol (A2A) — Google Developers Blog

Agent InteroperabilityA2AMCPAgentic AIProtocolsOpen Standards