Skip to content
LlamaIndex Documentation
Python

MCP Toolbox For Databases

MCP Toolbox for Databases

Section titled “MCP Toolbox for Databases”

MCP Toolbox for Databases is an open source MCP server for databases. It was designed with enterprise-grade and production-quality in mind. It enables you to develop tools easier, faster, and more securely by handling the complexities such as connection pooling, authentication, and more.

Toolbox Tools can be seemlessly integrated with LlamaIndex applications. For more information on getting started or configuring Toolbox, see the documentation.

architecture

Configure and deploy

Section titled “Configure and deploy”

Toolbox is an open source server that you deploy and manage yourself. For more instructions on deploying and configuring, see the official Toolbox documentation:

Install client SDK

Section titled “Install client SDK”

LlamaIndex relies on the @toolbox-sdk/core node package to use Toolbox. Install the package before getting started:

Terminal window
npm install @toolbox-sdk/core

Loading Toolbox Tools

Section titled “Loading Toolbox Tools”

Once your Toolbox server is configured and up and running, you can load tools from your server using the SDK:

import { gemini, GEMINI_MODEL } from "@llamaindex/google";
import { agent } from "@llamaindex/workflow";
import { tool } from "llamaindex";
import { ToolboxClient } from "@toolbox-sdk/core";


// Initialize LLM
const llm = gemini({
  model: GEMINI_MODEL.GEMINI_2_0_FLASH,
  apiKey: process.env.GOOGLE_API_KEY,
});


// Replace with your Toolbox Server URL
const URL = 'https://127.0.0.1:5000';


const client = new ToolboxClient("http://127.0.0.1:5000");
const toolboxTools = await client.loadToolset("my-toolset");


const getTool = (toolboxTool) => tool({
  name: toolboxTool.getName(),
  description: toolboxTool.getDescription(),
  parameters: toolboxTool.getParamSchema(),
  execute: toolboxTool
});
const tools = toolboxTools.map(getTool);


const myAgent = agent({
  tools: tools,
  llm,
  memory,
  systemPrompt: prompt,
});
const result = await myAgent.run(query);
console.log(result);

Advanced Toolbox Features

Section titled “Advanced Toolbox Features”

Toolbox has a variety of features to make developing Gen AI tools for databases seamless. For more information, read more about the following: