MCP Servers

A collection of Model Context Protocol servers, templates, tools and more.

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Sample Serverless MCP Servers

Sample implementations of MCP Servers running on AWS Serverless compute

Created 5/5/2025
Updated 19 days ago
Repository documentation and setup instructions

Sample Serverless MCP Servers

logo - Sample Serverless MCP Servers by aws-samples

This repo contains a collection of sample implementations of MCP Servers.

| Directory | Runtime | IaC | Description | |---|---|---|---| | stateless-mcp-on-lambda-nodejs | Node.js | Terraform | A sample implementation of a remote stateless MCP Server running natively on AWS Lambda and Amazon API Gateway | | stateless-mcp-on-lambda-python | Python | SAM | A sample implementation of a remote stateless MCP Server running natively on AWS Lambda and Amazon API Gateway | | stateless-mcp-on-ecs-nodejs | Node.js | Terraform | A sample implementation of a remote stateless MCP Server running natively on Amazon ECS with Application Load Balancer | | stateful-mcp-on-ecs-nodejs | Node.js | Terraform | A sample implementation of a remote stateful MCP Server running natively on Amazon ECS with Application Load Balancer | | stateful-mcp-on-ecs-python | Python | SAM | A sample implementation of a remote stateful MCP Server running natively on Amazon ECS with Application Load Balancer | | lambda-ops-mcp-server | Node.js | Terraform | A demo PoC of a local MCP Server that can be used for discovering and upgrading functions on deprecated runtimes |

Stateful VS Stateless MCP Servers

When using Streamable HTTP Transport with MCP Servers/Clients, it’s important to understand the difference and trade-offs between stateful and stateless MCP server implementations. Each model has implications for scalability, connection handling, and session management.

Key Aspects

The Streamable HTTP Transport specification outlines two important capabilities. First, a client may initiate a long-lived HTTP GET request to establish a persistent SSE (Server-Sent Events) connection, allowing the server to push data even when the client hasn’t sent a POST request. Second, if the connection is interrupted, the client should be able to resume communication by reconnecting through another GET request. Both features imply that the server must be able to maintain a persistent session context and support long-lived connections. Read more about Streamable HTTP Transport session management here.

Stateful model challenges

In a stateful MCP server, this means maintaining session state in memory and keeping SSE connections alive over time. However, as of early May 2025, none of the official MCP SDKs support external session persistence (e.g. in Redis or DynamoDB). This limitation makes it difficult to scale stateful servers horizontally. For example, a client might establish a session with one server instance, but if subsequent requests are routed to a different instance, the session context will be lost and the connection will fail.

That said, it is still possible to scale stateful MCP servers if you're willing to configure session affinity, also known as sticky sessions, at the load balancer level. For example, cookie-based sticky sessions can ensure that a client is routed to the same server instance for the duration of a session. However, the TypeScript MCP Client SDK currently relies on the fetch API, which doesn’t natively support cookies. To work around this limitation, you'll need to implement manual cookie handling, as shown in the stateful-mcp-on-ecs example.

architecture - Sample Serverless MCP Servers by aws-samples

Stateless to the rescue

The MCP specification also allows for a stateless server mode. In this mode, the server doesn’t maintain session context between requests, and clients are not expected to resume dropped connections. Stateless mode enables seamless horizontal scaling and works well in environments where elasticity and load distribution are critical. This model is demonstrated in the stateless-mcp-on-lambda, stateless-mcp-on-ecs, and stateless-mcp-on-lambda-python samples included in this repository.

architecture - Sample Serverless MCP Servers by aws-samples

architecture - Sample Serverless MCP Servers by aws-samples

Refer to each folder separately for further instructions and deployment steps.

License

This library is licensed under the MIT-0 License. See the LICENSE file.