Model Context Protocol Samples
by aws-samples
This repository provides a collection of examples demonstrating how to use the Model Context Protocol (MCP) with AWS services. It includes various modules showcasing different implementations and use cases of MCP with Amazon Bedrock and Spring AI.
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What is Model Context Protocol Samples?
This repository contains sample code for implementing the Model Context Protocol (MCP) with AWS services like Amazon Bedrock and ECS. It provides examples of MCP client and server implementations in different languages and frameworks, including TypeScript, Python, Spring AI, and Java.
How to use Model Context Protocol Samples?
Each module within the repository provides a specific example of using MCP. To use a module, navigate to its directory and follow the instructions in the README file. Generally, you'll need to configure AWS credentials, install dependencies, and deploy the code to AWS services like ECS or run it locally.
Key features of Model Context Protocol Samples
Demonstrates MCP client and server implementations
Provides examples in multiple languages (TypeScript, Python, Java, Kotlin)
Integrates with Amazon Bedrock for AI model interaction
Shows how to deploy MCP servers on ECS
Includes a RAG example using pgvector with PostgreSQL
Use cases of Model Context Protocol Samples
Building conversational AI applications with Amazon Bedrock
Creating agents that manage context and state using MCP
Deploying MCP servers on scalable infrastructure like ECS
Implementing RAG (Retrieval Augmented Generation) with pgvector
Integrating AI models with existing applications using MCP
FAQ from Model Context Protocol Samples
What is Model Context Protocol (MCP)?
What is Model Context Protocol (MCP)?
MCP is a protocol for managing context and state in AI applications.
What AWS services are used in these examples?
What AWS services are used in these examples?
Amazon Bedrock and ECS are the primary AWS services used.
What programming languages are used?
What programming languages are used?
TypeScript, Python, Java, and Kotlin are used in the examples.
How do I deploy these examples?
How do I deploy these examples?
Refer to the README file in each module for specific deployment instructions. Most examples involve deploying to ECS or running locally.
Where can I find more information about MCP?
Where can I find more information about MCP?
Refer to the official MCP documentation and related AWS resources.