Demystifying A2A and MCP Protocols for AI Agent Communication with ADK
Google for DevelopersDecember 9, 202524 min6,209 views
26 connectionsΒ·40 entities in this videoβUnderstanding Agent Communication Protocols
- π‘ The video introduces Agent-to-Agent (A2A) Protocol and Model Context Protocol (MCP) as open standards for creating sophisticated, collaborative AI agents.
- π― These protocols enable AI agents to communicate, delegate tasks, and collaborate securely and efficiently, moving away from building agents from scratch.
A2A Protocol: Enabling Agent Interoperability
- π€ A2A standardizes how different AI agents communicate and collaborate, acting as a common language for specialized agents.
- π Agents can talk to each other across networks, regardless of their programming language or hosting environment.
- βοΈ In the supply chain example, the financial agent acts as an A2A server, while the supply chain agent acts as an A2A client, allowing for reusable agent services.
MCP: A Standardized Marketplace for AI Agents
- π MCP functions like a standardized plug-in system, allowing agents to connect to various tools and resources without direct implementation.
- π An MCP server acts as a proxy to multiple databases or services, simplifying agent integration.
- π οΈ Agents make standard MCP calls, and the MCP server handles the underlying implementation details, enabling the use of pre-built, tested tools.
Architecture and Implementation with ADK
- ποΈ The supply chain use case involves three specialized agents: an inventory agent, a financial agent, and a supply chain agent (orchestrator), following a microservices pattern.
- π» The Agent Development Kit (ADK) is used to define these agents, with LLM agents having access to specific tools or acting as clients to remote A2A agents.
- π Making an ADK agent A2A compatible involves a simple utility function (
to_A2A) that wraps the agent and runs it on a specified port.
Demo and Advanced Concepts
- π A demo showcases the agents detecting low inventory, calculating order costs, seeking financial approval (highlighting approval limits), and initiating shipments with shipping options.
- π For long-running operations, A2A supports Server-Sent Events (SSE) for status updates and can enable push notifications for task completion.
- β Community questions clarify how FastMCP simplifies MCP server creation with decorators and how the A2A agent's JSON well-known card is automatically generated when using ADK's
to_A2Autility.
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Whatβs Discussed
Agent-to-Agent (A2A) ProtocolModel Context Protocol (MCP)Agent Development Kit (ADK)AI AgentsMicroservicesSupply Chain ManagementInventory ManagementFinancial ApprovalLogisticsLLM AgentsA2A ServerA2A ClientMCP ServerServer-Sent Events (SSE)
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