# Getting Started with MCP
Welcome to your first steps with the Model Context Protocol (MCP)! Whether you new to MCP or you wan sabi am well well, dis guide go carry you waka through the important setup and development process. You go learn how MCP dey enable ai models and applications to work well well together, and how to quick quick ready your environment to build and test MCP-powered solutions.
> TLDR; If you dey build AI apps, you sabi say you fit add tools and other resources to your LLM (large language model), to make the LLM sabi pass before. But if you put those tools and resources for one server, the app and the server fit be used by any client, whether dem get LLM or no get.
## Overview
Dis lesson go show you how to set up MCP environments and build your first MCP apps. You go learn how to set up the tools and frameworks wey you need, build basic MCP servers, create host apps, and test how you implement dem.
The Model Context Protocol (MCP) na open protocol wey standardize how applications go provide context to LLMs. Think of MCP like USB-C port for AI apps - e dey give one standard way to connect AI models to different data sources and tools.
## Learning Objectives
By the time you finish dis lesson, you go fit:
- Set up development environments for MCP for C#, Java, Python, TypeScript, and Rust
- Build and deploy basic MCP servers with custom features (resources, prompts, and tools)
- Create host applications wey go connect to MCP servers
- Test and debug MCP implementations
## Setting Up Your MCP Environment
Before you start to work with MCP, e get as e be say you go first prepare your development environment and understand the basic way wey e go flow. Dis section go guide you through the first setup steps to make sure say you start well with MCP.
### Prerequisites
Before you dive into MCP development, make sure say you get:
- **Development Environment**: For your chosen language (C#, Java, Python, TypeScript, or Rust)
- **IDE/Editor**: Visual Studio, Visual Studio Code, IntelliJ, Eclipse, PyCharm, or any modern code editor
- **Package Managers**: NuGet, Maven/Gradle, pip, npm/yarn, or Cargo
- **API Keys**: For any AI services wey you plan to use inside your host apps
## Basic MCP Server Structure
One MCP server normally get:
- **Server Configuration**: Setup port, authentication, and other settings
- **Resources**: Data and context wey LLMs fit use
- **Tools**: Wetin models fit call to do work
- **Prompts**: Templates to generate or organize text
See example wey simple for TypeScript:
```typescript
import { McpServer, ResourceTemplate } from "@modelcontextprotocol/sdk/server/mcp.js";
import { StdioServerTransport } from "@modelcontextprotocol/sdk/server/stdio.js";
import { z } from "zod";
// Make one MCP server
const server = new McpServer({
name: "Demo",
version: "1.0.0"
});
// Add one addition tool
server.tool("add",
{ a: z.number(), b: z.number() },
async ({ a, b }) => ({
content: [{ type: "text", text: String(a + b) }]
})
);
// Add one dynamic greeting resource
server.resource(
"file",
// Di 'list' parameter dey control how di resource dey list di files wey dey available. If you set am to undefined, e go stop di listing for dis resource.
new ResourceTemplate("file://{path}", { list: undefined }),
async (uri, { path }) => ({
contents: [{
uri: uri.href,
text: `File, ${path}!`
}]
})
);
// Add one file resource wey go read di file contents
server.resource(
"file",
new ResourceTemplate("file://{path}", { list: undefined }),
async (uri, { path }) => {
let text;
try {
text = await fs.readFile(path, "utf8");
} catch (err) {
text = `Error reading file: ${err.message}`;
}
return {
contents: [{
uri: uri.href,
text
}]
};
}
);
server.prompt(
"review-code",
{ code: z.string() },
({ code }) => ({
messages: [{
role: "user",
content: {
type: "text",
text: `Please review this code:\n\n${code}`
}
}]
})
);
// Start to dey receive messages for stdin and dey send messages for stdout
const transport = new StdioServerTransport();
await server.connect(transport);
```
For the code we show before, we:
- Import the necessary classes from the MCP TypeScript SDK.
- Create and configure one new MCP server instance.
- Register one custom tool (`calculator`) with a handler function.
- Start the server to listen for incoming MCP requests.
## Testing and Debugging
Before you begin to test your MCP server, e good make you sabi the tools wey dey and the best way to debug. Testing well go make sure say your server dey work as e suppose and e go help you find and fix wahala quick. The next section go talk about the correct ways to check if your MCP implementation dey okay.
MCP get tools to help you test and debug your servers:
- **Inspector tool**, dis graphical interface dey allow you connect to your server and test your tools, prompts and resources.
- **curl**, you fit also connect to your server with command line tool like curl or other clients wey fit create and run HTTP commands.
### Using MCP Inspector
The [MCP Inspector](https://github.com/modelcontextprotocol/inspector) na visual testing tool wey go help you:
1. **Discover Server Capabilities**: Automatically detect available resources, tools, and prompts
2. **Test Tool Execution**: Try different parameters and see responses in real-time
3. **View Server Metadata**: Check server info, schemas, and configurations
```bash
# ex TypeScript, di way wey you go take install an run MCP Inspector
npx @modelcontextprotocol/inspector node build/index.js
```
When you run those commands, the MCP Inspector go open one local web interface for your browser. You fit expect to see dashboard wey dey show your registered MCP servers, their available tools, resources, and prompts. The interface go help you test tool execution, inspect server metadata, and see real-time responses, e go make am easy to check and debug your MCP server implementations.
See one screenshot of how e fit be:

## Common Setup Issues and Solutions
| Issue | Possible Solution |
|-------|-------------------|
| Connection refused | Check if server dey run and port dey correct |
| Tool execution errors | Review parameter validation and error handling |
| Authentication failures | Check API keys and permissions |
| Schema validation errors | Make sure parameters match the defined schema |
| Server not starting | Check for port wahala or missing dependencies |
| CORS errors | Configure correct CORS headers for cross-origin requests |
| Authentication issues | Check token validity and permissions |
## Local Development
For local development and testing, you fit run MCP servers direct for your machine:
1. **Start the server process**: Run your MCP server app
2. **Configure networking**: Make sure the server fit dey accessible on the port wey you expect
3. **Connect clients**: Use local connection URLs like `http://localhost:3000`
```bash
# Exampul: De run TypeScript MCP server for local area
npm run start
# Server dey run for http://localhost:3000
```
## Building your first MCP Server
We don talk about [Core concepts](../../01-CoreConcepts/README.md) for one previous lesson, now na time to put that wah knowledge to work.
### Wetin one server fit do
Before we start to write code, make we just remember wetin one server fit do:
MCP server fit for example:
- Access local files and databases
- Connect to remote APIs
- Perform calculations
- Join with other tools and services
- Provide user interface for interaction
Good, now we sabi wetin e fit do, make we start to write code.
## Exercise: Creating a server
To create server, you need follow these steps:
- Install the MCP SDK.
- Create one project and set up the project structure.
- Write the server code.
- Test the server.
### -1- Create project
#### TypeScript
```sh
# Make project folder and start npm project
mkdir calculator-server
cd calculator-server
npm init -y
```
#### Python
```sh
# Make project folder
mkdir calculator-server
cd calculator-server
# Open di folder for Visual Studio Code - No do dis if you use oda IDE
code .
```
#### .NET
```sh
dotnet new console -n McpCalculatorServer
cd McpCalculatorServer
```
#### Java
For Java, create one Spring Boot project:
```bash
curl https://start.spring.io/starter.zip \
-d dependencies=web \
-d javaVersion=21 \
-d type=maven-project \
-d groupId=com.example \
-d artifactId=calculator-server \
-d name=McpServer \
-d packageName=com.microsoft.mcp.sample.server \
-o calculator-server.zip
```
Extract the zip file:
```bash
unzip calculator-server.zip -d calculator-server
cd calculator-server
# if you want fit remove di test wey no dey use
rm -rf src/test/java
```
Add this complete configuration to your *pom.xml* file:
```xml
4.0.0
org.springframework.boot
spring-boot-starter-parent
3.5.0
com.example
calculator-server
0.0.1-SNAPSHOT
Calculator Server
Basic calculator MCP service for beginners
21
21
21
org.springframework.ai
spring-ai-bom
1.0.0-SNAPSHOT
pom
import
org.springframework.ai
spring-ai-starter-mcp-server-webflux
org.springframework.boot
spring-boot-starter-actuator
org.springframework.boot
spring-boot-starter-test
test
org.springframework.boot
spring-boot-maven-plugin
org.apache.maven.plugins
maven-compiler-plugin
21
spring-milestones
Spring Milestones
https://repo.spring.io/milestone
false
spring-snapshots
Spring Snapshots
https://repo.spring.io/snapshot
false
```
#### Rust
```sh
mkdir calculator-server
cd calculator-server
cargo init
```
### -2- Add dependencies
Now wey you don create your project, make we add dependencies next:
#### TypeScript
```sh
# If you never install am before, make you install TypeScript for everywhere
npm install typescript -g
# Make you install the MCP SDK and Zod to check schema correct correct
npm install @modelcontextprotocol/sdk zod
npm install -D @types/node typescript
```
#### Python
```sh
# Make virtual environment and install di tins wey e need
python -m venv venv
venv\Scripts\activate
pip install "mcp[cli]"
```
#### Java
```bash
cd calculator-server
./mvnw clean install -DskipTests
```
#### Rust
```sh
cargo add rmcp --features server,transport-io
cargo add serde
cargo add tokio --features rt-multi-thread
```
### -3- Create project files
#### TypeScript
Open the *package.json* file and replace the content with this one below to make sure say you fit build and run the server:
```json
{
"name": "calculator-server",
"version": "1.0.0",
"main": "index.js",
"type": "module",
"scripts": {
"build": "tsc",
"start": "npm run build && node ./build/index.js",
},
"keywords": [],
"author": "",
"license": "ISC",
"description": "A simple calculator server using Model Context Protocol",
"dependencies": {
"@modelcontextprotocol/sdk": "^1.16.0",
"zod": "^3.25.76"
},
"devDependencies": {
"@types/node": "^24.0.14",
"typescript": "^5.8.3"
}
}
```
Create *tsconfig.json* with this content:
```json
{
"compilerOptions": {
"target": "ES2022",
"module": "Node16",
"moduleResolution": "Node16",
"outDir": "./build",
"rootDir": "./src",
"strict": true,
"esModuleInterop": true,
"skipLibCheck": true,
"forceConsistentCasingInFileNames": true
},
"include": ["src/**/*"],
"exclude": ["node_modules"]
}
```
Create one directory for your source code:
```sh
mkdir src
touch src/index.ts
```
#### Python
Create file *server.py*
```sh
touch server.py
```
#### .NET
Install the required NuGet packages:
```sh
dotnet add package ModelContextProtocol --prerelease
dotnet add package Microsoft.Extensions.Hosting
```
#### Java
For Java Spring Boot project, the project structure go create automatically.
#### Rust
For Rust, *src/main.rs* file go dey create by default when you run `cargo init`. Open the file and delete the default code.
### -4- Create server code
#### TypeScript
Create *index.ts* file and put the following code:
```typescript
import { McpServer, ResourceTemplate } from "@modelcontextprotocol/sdk/server/mcp.js";
import { StdioServerTransport } from "@modelcontextprotocol/sdk/server/stdio.js";
import { z } from "zod";
// Make one MCP server
const server = new McpServer({
name: "Calculator MCP Server",
version: "1.0.0"
});
```
Now you get server, but e no do much, make we fix am.
#### Python
```python
# server.py
from mcp.server.fastmcp import FastMCP
# Mak one MCP server
mcp = FastMCP("Demo")
```
#### .NET
```csharp
using Microsoft.Extensions.DependencyInjection;
using Microsoft.Extensions.Hosting;
using Microsoft.Extensions.Logging;
using ModelContextProtocol.Server;
using System.ComponentModel;
var builder = Host.CreateApplicationBuilder(args);
builder.Logging.AddConsole(consoleLogOptions =>
{
// Configure all logs to go to stderr
consoleLogOptions.LogToStandardErrorThreshold = LogLevel.Trace;
});
builder.Services
.AddMcpServer()
.WithStdioServerTransport()
.WithToolsFromAssembly();
await builder.Build().RunAsync();
// add features
```
#### Java
For Java, create the core server parts. First, change the main application class:
*src/main/java/com/microsoft/mcp/sample/server/McpServerApplication.java*:
```java
package com.microsoft.mcp.sample.server;
import org.springframework.ai.tool.ToolCallbackProvider;
import org.springframework.ai.tool.method.MethodToolCallbackProvider;
import org.springframework.boot.SpringApplication;
import org.springframework.boot.autoconfigure.SpringBootApplication;
import org.springframework.context.annotation.Bean;
import com.microsoft.mcp.sample.server.service.CalculatorService;
@SpringBootApplication
public class McpServerApplication {
public static void main(String[] args) {
SpringApplication.run(McpServerApplication.class, args);
}
@Bean
public ToolCallbackProvider calculatorTools(CalculatorService calculator) {
return MethodToolCallbackProvider.builder().toolObjects(calculator).build();
}
}
```
Create the calculator service *src/main/java/com/microsoft/mcp/sample/server/service/CalculatorService.java*:
```java
package com.microsoft.mcp.sample.server.service;
import org.springframework.ai.tool.annotation.Tool;
import org.springframework.stereotype.Service;
/**
* Service for basic calculator operations.
* This service provides simple calculator functionality through MCP.
*/
@Service
public class CalculatorService {
/**
* Add two numbers
* @param a The first number
* @param b The second number
* @return The sum of the two numbers
*/
@Tool(description = "Add two numbers together")
public String add(double a, double b) {
double result = a + b;
return formatResult(a, "+", b, result);
}
/**
* Subtract one number from another
* @param a The number to subtract from
* @param b The number to subtract
* @return The result of the subtraction
*/
@Tool(description = "Subtract the second number from the first number")
public String subtract(double a, double b) {
double result = a - b;
return formatResult(a, "-", b, result);
}
/**
* Multiply two numbers
* @param a The first number
* @param b The second number
* @return The product of the two numbers
*/
@Tool(description = "Multiply two numbers together")
public String multiply(double a, double b) {
double result = a * b;
return formatResult(a, "*", b, result);
}
/**
* Divide one number by another
* @param a The numerator
* @param b The denominator
* @return The result of the division
*/
@Tool(description = "Divide the first number by the second number")
public String divide(double a, double b) {
if (b == 0) {
return "Error: Cannot divide by zero";
}
double result = a / b;
return formatResult(a, "/", b, result);
}
/**
* Calculate the power of a number
* @param base The base number
* @param exponent The exponent
* @return The result of raising the base to the exponent
*/
@Tool(description = "Calculate the power of a number (base raised to an exponent)")
public String power(double base, double exponent) {
double result = Math.pow(base, exponent);
return formatResult(base, "^", exponent, result);
}
/**
* Calculate the square root of a number
* @param number The number to find the square root of
* @return The square root of the number
*/
@Tool(description = "Calculate the square root of a number")
public String squareRoot(double number) {
if (number < 0) {
return "Error: Cannot calculate square root of a negative number";
}
double result = Math.sqrt(number);
return String.format("√%.2f = %.2f", number, result);
}
/**
* Calculate the modulus (remainder) of division
* @param a The dividend
* @param b The divisor
* @return The remainder of the division
*/
@Tool(description = "Calculate the remainder when one number is divided by another")
public String modulus(double a, double b) {
if (b == 0) {
return "Error: Cannot divide by zero";
}
double result = a % b;
return formatResult(a, "%", b, result);
}
/**
* Calculate the absolute value of a number
* @param number The number to find the absolute value of
* @return The absolute value of the number
*/
@Tool(description = "Calculate the absolute value of a number")
public String absolute(double number) {
double result = Math.abs(number);
return String.format("|%.2f| = %.2f", number, result);
}
/**
* Get help about available calculator operations
* @return Information about available operations
*/
@Tool(description = "Get help about available calculator operations")
public String help() {
return "Basic Calculator MCP Service\n\n" +
"Available operations:\n" +
"1. add(a, b) - Adds two numbers\n" +
"2. subtract(a, b) - Subtracts the second number from the first\n" +
"3. multiply(a, b) - Multiplies two numbers\n" +
"4. divide(a, b) - Divides the first number by the second\n" +
"5. power(base, exponent) - Raises a number to a power\n" +
"6. squareRoot(number) - Calculates the square root\n" +
"7. modulus(a, b) - Calculates the remainder of division\n" +
"8. absolute(number) - Calculates the absolute value\n\n" +
"Example usage: add(5, 3) will return 5 + 3 = 8";
}
/**
* Format the result of a calculation
*/
private String formatResult(double a, String operator, double b, double result) {
return String.format("%.2f %s %.2f = %.2f", a, operator, b, result);
}
}
```
**Optional parts for a production-ready service:**
Create startup config *src/main/java/com/microsoft/mcp/sample/server/config/StartupConfig.java*:
```java
package com.microsoft.mcp.sample.server.config;
import org.springframework.boot.CommandLineRunner;
import org.springframework.context.annotation.Bean;
import org.springframework.context.annotation.Configuration;
@Configuration
public class StartupConfig {
@Bean
public CommandLineRunner startupInfo() {
return args -> {
System.out.println("\n" + "=".repeat(60));
System.out.println("Calculator MCP Server is starting...");
System.out.println("SSE endpoint: http://localhost:8080/sse");
System.out.println("Health check: http://localhost:8080/actuator/health");
System.out.println("=".repeat(60) + "\n");
};
}
}
```
Create health controller *src/main/java/com/microsoft/mcp/sample/server/controller/HealthController.java*:
```java
package com.microsoft.mcp.sample.server.controller;
import org.springframework.http.ResponseEntity;
import org.springframework.web.bind.annotation.GetMapping;
import org.springframework.web.bind.annotation.RestController;
import java.time.LocalDateTime;
import java.util.HashMap;
import java.util.Map;
@RestController
public class HealthController {
@GetMapping("/health")
public ResponseEntity