It is possible to engineer a Python-based agentic AI framework with tool use, memory, and multi-agent workflows using MCP and A2A.

Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Python-based Agentic AI Framework with tool use, memory, and multi-agent workflows

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