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Cars MCP Server

Cars MCP Server

Local
github.com/amarpreetbhatiaDeveloper Tools0Updated 82w ago

About Cars MCP Server

Cars MCP Server is an example MCP server built with Spring AI for developers learning to register Java service methods as tools. It provides lookup operations for a car wishlist by model name or build year.

Key features

  1. 01Uses Spring AI ToolCallback
  2. 02List cars in the wishlist
  3. 03Find a car by model name
  4. 04Find a car by build year

Use cases

  1. 01Learn to register MCP tools with Spring AI
  2. 02Look up entries in the car wishlist

MCP support

The server exposes CarService methods as tools to MCP clients through Spring AI ToolCallback.

Configuration

Local server config is the same for every client. Copy it into your client’s MCP config file.

No install method listed yet

We haven’t collected a package or remote endpoint for this server. Follow the instructions in the project README.

Repository

Tools

No tool list yet

Local servers expose tools only once running on your machine, and the maintainer has not provided a tool list.

Details

From the project README

Cars MCP Server

This is an MCP (Model Context Protocol) server built using Spring AI. The project demonstrates the use of Spring AI's ToolCallback API to expose tools for interacting with a list of cars, which represents Amarpreet's wishlist.

Demo

Demo Video

Project Structure

The project is organized as follows:

  • src/main/java/com/amarpreet/carsmcpserver/

    • CarsmcpserverApplication.java: The main entry point of the Spring Boot application. It initializes the application and registers the ToolCallback beans using the CarService class.
    • Car.java: A simple record class representing a car with two fields: modelName and buildYear.
    • CarService.java: A service class that provides methods to interact with the list of cars. These methods are exposed as tools using the ToolCallback API.
  • src/main/resources/application.properties: Contains configuration properties for the Spring Boot application.

  • src/test/java/com/amarpreet/carsmcpserver/

    • CarsmcpserverApplicationTests.java: Contains a basic test to ensure the application context loads correctly.

ToolCallback API

The ToolCallback API is used to expose methods from the CarService class as tools. These tools can be invoked programmatically or through an AI-driven interface. The CarsmcpserverApplication class registers these tools using the ToolCallbacks.from() method.

Tool Registration

In CarsmcpserverApplication.java:

@Bean
public List<ToolCallback> amarpreetTools(CarService carService) {
    return List.of(ToolCallbacks.from(carService));
}

This registers all methods annotated with @Tool in the CarService class as ToolCallback instances.

CarService

The CarService class is the core of this application. It manages a list of cars and provides the following methods:

Methods in CarService
getCars()
  • Tool Name: get_cars
  • Description: Retrieves the list of cars in Amarpreet's wishlist.
  • Return Type: List<Car>
getCar(String name)
  • Tool Name: get_car_by_name
  • Description: Finds a car by its model name.
  • Parameters:
    • name - The model name to search for.
  • Return Type: Car (or null if not found)
getCarByYear(Integer year)
  • Tool Name: get_car_by_years
  • Description: Finds a car by its build year.
  • Parameters:
    • year - The build year to search for.
  • Return Type: Car (or null if not found)

Initialization

The CarService class initializes a list of cars during application startup using the @PostConstruct annotation:

public void init() {
    log.info("Initializing cars MCP server...");
    cars.addAll(List.of(
        new Car("BMW Neue Klasse", 2025),
        new Car("Ferrari EV", 2025),
        new Car("Mercedes AMG 4dr EV", 2025),
        new Car("Porsche 718 Boxster", 2025)
    ));
}

How to Run

Build the project using Maven:
mvn clean install
Run the application:
java -jar target/carsmcpserver-0.0.1-SNAPSHOT.jar

Configuration

The application can be configured using the application.properties file located in src/main/resources. Key properties include:

  • spring.application.name: The name of the application.
  • spring.main.web-application-type: Set to none for a non-web application.
  • spring.ai.mcp.server: The name of the MCP server.
  • spring.ai.mcp.version: The version of the MCP server.

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An open protocol that defines how AI applications connect to external tools and data in a uniform way. Clients talk to the model; MCP servers provide tools, resources and prompt templates. They exchange standard messages, so one server can be reused by many clients.