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Build a production-ready multi-agent orhestration system using the Model Context Protocol (MCP) and Agent-to-Agent (A2A) communication. This is a coding master class. Please refer to the videos for overview - MCP Overview - • MCP Course #2 - MCP Basics - Quick Overview A2A Overview - • A2A Course #1 - A2A Protocol - Complete Ov... Learning about A2A and MCP? JOIN THE COMMUNITY - / @theailanguage ------------------------------------------------------------ Python version - please use Python version 3.11 for this code as there is a breaking change in Python version 3.12, 3.13 and 3.14 that causes errors in the MCP Toolset class of ADK. I will post an update about this as soon as the root cause for the issue is found and fixed in ADK or some other way. To fix the Python version, please update it inside FILE - a2a_samples/version_7_mcp_a2a_master/mcp_a2a_master/.python-version VALUE - 3.11 ------------------------------------------------------------ 🎓 UDEMY COURSES WITH EXCLUSIVE DISCOUNTS Sign in at 👉 https://theailanguage.com to access special discounted links with coupon codes. 📘 Course 1: MCP & A2A Udemy Course ✔ Completion certificate ✔ Practice questions ✔ Q&A support 📗 Course 2: Google ADK Udemy Course ✔ Completion certificate ✔ Q&A support ✔ Bite-sized, easy-to-follow lectures ------------------------------------------------------------ CODE Please Subscribe, allow pop-ups, then log in to The AI Language site to access our GitHub repos. This link works only for subscribers. Thanks! https://theailanguage.com/onlySubscri... This video uses the version_7_mcp_a2a_master/mcp_a2a_master folder of our sample repo. This hands-on live coding project walks you through everything - from setting up MCP servers (stdio and streamable http) to designing A2A-compatible agents and building a host orchestrator. By the end, you’ll have a fully working system with service discovery, remote agent invocation, and a CLI-based command interface. 📦 Project Features: STDIO and Streamable HTTP MCP servers Agent discovery and registration Task orchestration with A2A-compatible agents A working host agent delegating to remote agents Command-line interface for interacting with the system Clear folder structure and reusable utilities 🛠️ Tech Requirements: Python 3.11+ `uv` (Universal Virtualenv tool) 📚 Chapters: 00:00 Introduction to Masterclass 01:58 Requirements 02:44 Project Setup 05:09 1.1 MCP Server - STDIO 19:46 1.2 MCP Server - Streamable HTTP 29:01 2.1 MCP Client - Design & Config 33:27 2.2 MCP Client - Discovery 41:47 2.3 MCP Client - Connector 56:44 3.1 A2A Setup 01:00:15 3.2 A2A Remote Agent - base code 01:08:45 3.3 A2A Remote Agent - main code 01:14:37 3.4 A2A Remote Agent - executor code 01:28:14 3.5 A2A Remote Agent - invoke Function 01:35:08 3.6 A2A Server - code 01:38:12 4.1 A2A - Registry 01:39:51 4.2 A2A - Discovery 01:50:18 4.3 A2A - Connector 02:02:42 5.1 A2A Host Agent - Orchestrator 02:06:32 5.2 A2A Host Agent - List agents and delegate tasks 02:12:58 5.3 A2A Host Agent - executor code 02:13:41 5.4 A2A Host Agent - main code 02:15:14 6 A2A Command Line App and Client 02:22:55 API Key and Environment Setup 02:25:22 Other Code Changes 02:33:39 GET THE CODE 02:34:03 DEMO 02:40:16 OUTPUT 02:41:53 Ouro 🙌 Like, Share & Subscribe if you found this helpful! #Orchestration #MCP #A2A #MultiAgent #AI #Python #OpenSource #Discovery #AgentRegistry #MCPServer #MCPClient #A2AServer #A2AClient #Tools #RemoteAgent #List_agents #delegate_task