Build a MCP Server

Source

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.

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Overview

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.

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.

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.

Serving machine learning models for real-time predictions.
Creating interactive applications using the Bee Framework.
Educational purposes for learning about ML server deployment.

Add to your AI client

Use these steps to connect Build a MCP Server in Cursor, Claude, VS Code, and other MCP-compatible apps. The same JSON appears in the Use with menu above for one-click copy.

Cursor

Add this to your .cursor/mcp.json file in your project root, then restart Cursor.

.cursor/mcp.json

{
  "mcpServers": {
    "buildmcpserver-nicknochnack": {
      "command": "npx",
      "args": [
        "-y",
        "@modelcontextprotocol/server-buildmcpserver-nicknochnack"
      ]
    }
  }
}

Claude Desktop

Add this server entry to the mcpServers object in your Claude Desktop config, then restart the app.

~/Library/Application Support/Claude/claude_desktop_config.json (macOS) or %APPDATA%\Claude\claude_desktop_config.json (Windows)

{
  "mcpServers": {
    "buildmcpserver-nicknochnack": {
      "command": "npx",
      "args": [
        "-y",
        "@modelcontextprotocol/server-buildmcpserver-nicknochnack"
      ]
    }
  }
}

Claude Code

Add this to your project's .mcp.json file. Claude Code will detect it automatically.

.mcp.json (project root)

{
  "mcpServers": {
    "buildmcpserver-nicknochnack": {
      "command": "npx",
      "args": [
        "-y",
        "@modelcontextprotocol/server-buildmcpserver-nicknochnack"
      ]
    }
  }
}

VS Code (Copilot)

Add this to your .vscode/mcp.json file. Requires the GitHub Copilot extension with MCP support enabled.

.vscode/mcp.json

{
  "servers": {
    "buildmcpserver-nicknochnack": {
      "type": "stdio",
      "command": "npx",
      "args": [
        "-y",
        "@modelcontextprotocol/server-buildmcpserver-nicknochnack"
      ]
    }
  }
}

Windsurf

Add this to your Windsurf MCP config file, then restart Windsurf.

~/.codeium/windsurf/mcp_config.json

{
  "mcpServers": {
    "buildmcpserver-nicknochnack": {
      "command": "npx",
      "args": [
        "-y",
        "@modelcontextprotocol/server-buildmcpserver-nicknochnack"
      ]
    }
  }
}

Cline

Open Cline settings, navigate to MCP Servers, and add this server configuration.

Cline MCP Settings (via UI)

{
  "mcpServers": {
    "buildmcpserver-nicknochnack": {
      "command": "npx",
      "args": [
        "-y",
        "@modelcontextprotocol/server-buildmcpserver-nicknochnack"
      ]
    }
  }
}

FAQ

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.

Research and data

Build a MCP Server — MCP Registry