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Connecting to MCP on a Local LLM Programmatically

Experiment Model Context Protocols (MCP) with a Local LLM without Limits

14 min readJun 9, 2025

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Photo by bady abbas on Unsplash

Previously I shared on how we can link up MCP with a Local LLM, using a 3rd party library PraisonAI

The above is great having all setup, but it as it does all the behind the scene for us, we have less control of the MCP functional call and output.

Here, in this article, I’ll share how we can have better control of the MCP function call and output, as we develop our application liaise with LLM and the MCP.

Setup the MCP

First of all, we want to get the MCP running. For our case, let’s get the AirBnb MCP, provided by OpenBnb (you can find more MCP references here)

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Elye - A One Eye Dev By His Grace
Elye - A One Eye Dev By His Grace

Written by Elye - A One Eye Dev By His Grace

Sharing Software, Life and Faith Journey. Follow me on Twitter/X to access to my article free

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