Build a MCP Server
A complete walkthrough on how to build an MCP server to serve a trained Random Forest model and integrate it with Bee Framework for ReAct interactivity.
What is BuildMCPServer?
BuildMCPServer is a comprehensive guide on how to build a Machine Learning (ML) server that serves a trained Random Forest model and integrates with the Bee Framework for interactive applications.
How to use BuildMCPServer?
To use BuildMCPServer, clone the repository from GitHub, set up a virtual environment, and follow the provided commands to run the MCP server and the agent.
Key features of BuildMCPServer?
- Step-by-step instructions for building an MCP server.
- Integration with the Bee Framework for interactive ML applications.
- Support for running a FastAPI hosted ML server.
Use cases of BuildMCPServer?
- Serving machine learning models for real-time predictions.
- Creating interactive applications using the Bee Framework.
- Educational purposes for learning about ML server deployment.
FAQ from BuildMCPServer?
- What is the purpose of the MCP server?
The MCP server is designed to serve machine learning models and facilitate interactive applications.
- Is there a video tutorial available?
Yes! Detailed instructions and a video tutorial are provided in the repository.
- What programming language is used?
The project is primarily written in Python.
Build a MCP Server
A complete walkthrough on how to build a MCP server to serve a trained Random Forest model and integrate it with Bee Framework for ReAct interactivity.
See it live and in action 📺
Startup MCP Server 🚀
- Clone this repo
git clone https://github.com/nicknochnack/BuildMCPServer - To run the MCP server
cd BuildMCPServer
uv venv
source .venv/bin/activate
uv add .
uv add ".[dev]"
uv run mcp dev server.py - To run the agent, in a separate terminal, run:
source .venv/bin/activate
uv run singleflowagent.py
Startup FastAPI Hosted ML Server
git clone https://github.com/nicknochnack/CodeThat-FastML
cd CodeThat-FastML
pip install -r requirements.txt
uvicorn mlapi:app --reload
Detailed instructions on how to build it can also be found here
Other References 🔗
Who, When, Why?
👨🏾💻 Author: Nick Renotte
📅 Version: 1.x
📜 License: This project is licensed under the MIT License
