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Simple MCP Ollama Bridge

MCP LLM Bridge is a bridge tool to connect the Model Context Protocol (MCP) server with OpenAI-compatible LLMs (such as Ollama).
2.5 points
13

What is MCP LLM Bridge?

MCP LLM Bridge is a connection tool that allows the Model Context Protocol (MCP) server to communicate with OpenAI-compatible large language models (such as Ollama). It acts as an adapter between the MCP server and the LLM, enabling seamless collaboration between the two.

How to use MCP LLM Bridge?

Through simple installation and configuration steps, you can connect the MCP server to local or remote LLM services. This tool supports multiple LLM backends, including locally run Ollama models and the OpenAI API.

Applicable scenarios

Suitable for developers who need to use various LLM models within the MCP protocol framework, especially those who want to use locally run models or non-OpenAI official APIs.

Main features

Multi-backend supportSupports the OpenAI official API and locally run LLM models such as Ollama
Flexible configurationDifferent LLM backends can be switched through simple Python configuration
MCP protocol compatibilityFully compatible with the Model Context Protocol specification

Advantages and limitations

Advantages
Allows the use of multiple LLM models within the MCP framework
Supports locally run models, protecting privacy and data security
Simple configuration, easy to integrate into the existing MCP workflow
Limitations
Requires manual configuration of the MCP server path
May have a certain learning curve for non-technical users
Performance depends on the local LLM operating environment

How to use

Installation preparation
Use the uv tool to create a virtual environment and install dependencies
Clone the repository
Get the MCP LLM Bridge source code
Install dependencies
Use uv pip to install the necessary Python packages
Configure the connection
Modify the main.py file to configure the MCP server and LLM connection parameters

Usage examples

Connect to a local Ollama modelConnect the MCP server to the locally run Ollama LLM service
Use the OpenAI APIConnect the MCP server to the OpenAI official API

Frequently Asked Questions

How to get the MCP server?
Why is an absolute path required to configure the MCP server?
Which LLM backends are supported?

Related resources

MCP concept documentation
Introduction to the core concepts of the Model Context Protocol
MCP prompt documentation
Concepts and usage methods of prompts in MCP
MCP tool documentation
Instructions for tool integration in MCP
GitHub repository
Source code of MCP LLM Bridge
Installation
Copy the following command to your Client for configuration
Note: Your key is sensitive information, do not share it with anyone.
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