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Mcp Llama3 Client
What is Mcp Llama3 Client
mcp-llama3-client is a client application designed for the MCP Flight Search service, utilizing Ollama and Llama 3.2 to offer a user-friendly interface for flight searches using Model Context Protocol tools.
Use cases
Use cases include searching for flights for travel planning, integrating flight search capabilities into travel applications, and providing users with an easy way to find and compare flight options.
How to use
To use mcp-llama3-client, first ensure that the MCP Flight Search service is running. Install the required packages and Ollama, then run the client with the command ‘python mcp_flight_client.py’ to start searching for flights.
Key features
Key features include a user-friendly interface for flight searches, integration with Model Context Protocol tools, and the ability to search for flights between specified airports and dates.
Where to use
mcp-llama3-client can be used in travel agencies, flight booking platforms, and any application that requires flight search functionalities.
Clients Supporting MCP
The following are the main client software that supports the Model Context Protocol. Click the link to visit the official website for more information.
Overview
What is Mcp Llama3 Client
mcp-llama3-client is a client application designed for the MCP Flight Search service, utilizing Ollama and Llama 3.2 to offer a user-friendly interface for flight searches using Model Context Protocol tools.
Use cases
Use cases include searching for flights for travel planning, integrating flight search capabilities into travel applications, and providing users with an easy way to find and compare flight options.
How to use
To use mcp-llama3-client, first ensure that the MCP Flight Search service is running. Install the required packages and Ollama, then run the client with the command ‘python mcp_flight_client.py’ to start searching for flights.
Key features
Key features include a user-friendly interface for flight searches, integration with Model Context Protocol tools, and the ability to search for flights between specified airports and dates.
Where to use
mcp-llama3-client can be used in travel agencies, flight booking platforms, and any application that requires flight search functionalities.
Clients Supporting MCP
The following are the main client software that supports the Model Context Protocol. Click the link to visit the official website for more information.
Content
MCP Llama3 Flight Search Client

A client for the MCP Flight Search service using Ollama and Llama 3.2 to provide a user-friendly flight search interface with Model Context Protocol tools.
Description
This client application provides a user-friendly interface to interact with the Model Context Protocol (MCP) flight search service. It allows users to search for flights between airports with specified dates.
About
A client for the MCP Flight Search service using Ollama and Llama 3.2 to provide a user-friendly flight search interface with Model Context Protocol tools
github.com/arjunprabhulal/mcp-llama3-client
Files
mcp_flight_client.py: Main client implementation for interacting with the MCP Flight Search serviceprompt_templates.py: Contains prompt templates for generating flight search queries
Installation
Install the required packages for this client:
pip install -r requirements.txt
Required packages:
- llama-index
- llama-index-llms-ollama
- llama-index-tools-mcp
- langchain-community
Installing Ollama
This client uses Ollama to run Llama 3.2 locally. To install Ollama:
- Download Ollama from the official website
- Install and start the Ollama application
- Pull the Llama 3.2 model:
ollama pull llama3.2
Prerequisites
You need to have the MCP Flight Search service running.
Installing the MCP Flight Search Package
# Install from PyPI pip install mcp-flight-search
Starting the MCP Server
You can start the MCP server using one of the following methods:

# Using the command-line entry point mcp-flight-search --connection_type http # Or using the Python module approach python -m mcp_flight_search.server --connection_type http
Usage
python mcp_flight_client.py
Architecture
+------------------------------+ HTTP +------------------------------+ | | <------------> | | | MCP Llama3 Flight Search | | MCP Flight Search Server | | Client (This Repository) | | (Backend Service) | | | | | | - mcp_flight_client.py | | - search_flights_tool | | - prompt_templates.py | | - server_status | | | | | | Uses: | | Uses: | | - llama-index | | - Model Context Protocol | | - llama-index-llms-ollama | | - SerpAPI for Google | | (with Llama 3.2) | | Flights data | | - llama-index-tools-mcp | | | | - langchain-community | | | +------------------------------+ +------------------------------+ | | | | v v +------------------------------+ +------------------------------+ | | | | | Ollama (Local LLM) | | Flight Search | | Running Llama 3.2 | | APIs | | | | | +------------------------------+ +------------------------------+ | | v +------------------------------+ | | | User Interface | | | +------------------------------+
This architecture shows how the MCP Llama3 Flight Search Client connects to the MCP Flight Search Server over HTTP. The client uses various libraries to interact with the server, which in turn uses the Model Context Protocol (MCP) to provide flight search functionality through tools like search_flights_tool.
The client leverages Ollama to run Llama 3.2 locally, providing powerful language model capabilities while maintaining privacy and reducing dependency on cloud services.
Author
For more articles on AI/ML and Generative AI, follow me on Medium: https://medium.com/@arjun-prabhulal
License
This project is licensed under the MIT License
Dev Tools Supporting MCP
The following are the main code editors that support the Model Context Protocol. Click the link to visit the official website for more information.










