Geek Out Time: Upgrade Previously-Built AG2 Financial Copilot (Powered by DeepSeek) into an…

Geek Out Time: Upgrade Previously-Built AG2 Financial Copilot (Powered by DeepSeek) into an MCP-Powered AI API Using Google Colab

In my previous blog ( https://medium.com/the-constellar-digital-technology-blog/geek-out-time-building-a-multi-agent-financial-advisor-copilot-with-ag2-formerly-autogen-98acd2e4b54c ), I explored how AutoGen 2 (AG2) allows developers to move beyond LLM chat and into real-world automation. I created a Financial Advisor Copilot capable of sending birthday gifts, scheduling meetings, and submitting claims using specialized AI agents. (dummy function)

But what if those agents could be called like services?What if you could treat each model as a compute node , accepting structured input, operating in context, and returning clean, actionable results?

That’s where Model Context Protocol (MCP) comes in.

This is an excerpt — the full article continues on Medium.