Embabel Mongo MCP Client
An MCP client with Embabel that connects to a MongoDB MCP Server and executes MongoDB operations from an AI agent via natural language commands.
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🤖 Embabel Framework: Build a MongoDB MCP Client
This repository demonstrates how to build an intelligent MCP (Model Context Protocol) Client for MongoDB using the Embabel Framework and Spring Boot. The application connects to a MongoDB MCP server and uses AI (LLMs like DeepSeek) to interpret natural language commands, executing MongoDB operations like listing databases, querying collections, and inserting documents.
📖 Complete Guide: For detailed explanations and a full code walkthrough, read our comprehensive tutorial.
👉 Build MongoDB MCP Client with Embabel Framework
🎥 Video Tutorial: Prefer hands-on learning? Watch our step-by-step implementation guide.
👉 YouTube Tutorial - Build MongoDB MCP Client with Embabel Framework | Natural Language Database Operations
✨ What This Project Demonstrates
This application showcases how to build an AI-powered MongoDB assistant that understands human intent:
- Natural Language Database Management - Send commands like "Find all users in the 'testdb' database where age is greater than 30".
- Intelligent Goal-Driven Agent - The AI automatically identifies the correct operation to perform (LIST_DATABASES, SIMPLE_QUERY, INSERT_DOCUMENT, etc.).
- Unified MongoDB API - A single REST endpoint handles all database interactions through simple, conversational commands without writing DB queries.
🛠️ Prerequisites
To run this client effectively, you need to have the MongoDB MCP Server (from our previous tutorial) running on your machine:
- MongoDB MCP Server: Get the Server Repository Here
- Setup Environment Variables: You must set the following environment variables for the server and client to function correctly:
# LLM API Key (Required for the Client and Server both)
export OPENAI_API_KEY=your_openrouter_api_key_here
# MongoDB Credentials (Required for the Server to "Act")
export MONGODB_CONNECTION_STRING=mongodb://localhost:27017
For more details on understanding and setting up the MongoDB MCP Server, refer to our dedicated guide: Build MongoDB MCP Server Using Embabel Framework
🚀 How to Run and Test
For detailed instructions on how to set up, configure, and test the application, kindly go through our comprehensive article:
👉 Click here for Setup & Testing Instructions