docs: add AWS MCP to README (#1856)

Author: anasstahr

README.md

@@ -133,12 +133,11 @@ Get started quickly with one-click installation buttons for popular MCP clients.
 
 ### 🚀 Getting Started with AWS
 
-For general AWS interactions and comprehensive API support, we recommend starting with:
+For AWS interactions, we recommend starting with:
 
 | Server Name | Description | Install |
 |-------------|-------------|---------|
-| [AWS API MCP Server](src/aws-api-mcp-server) | Start here for general AWS interactions! Comprehensive AWS API support with command validation, security controls, and access to all AWS services. Perfect for managing infrastructure, exploring resources, and executing AWS operations through natural language. | [![Install](https://img.shields.io/badge/Install-Cursor-blue?style=flat-square&logo=cursor)](https://cursor.com/en/install-mcp?name=awslabs.aws-api-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuYXdzLWFwaS1tY3Atc2VydmVyQGxhdGVzdCIsImVudiI6eyJBV1NfUkVHSU9OIjoidXMtZWFzdC0xIn0sImRpc2FibGVkIjpmYWxzZSwiYXV0b0FwcHJvdmUiOltdfQ%3D%3D)<br/>[![Install VS Code](https://img.shields.io/badge/Install-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=AWS%20API%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-api-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_REGION%22%3A%22us-east-1%22%7D%2C%22type%22%3A%22stdio%22%7D) |
-| [AWS Knowledge MCP Server](src/aws-knowledge-mcp-server) | A remote, fully-managed MCP server hosted by AWS that provides access to the latest AWS docs, API references, What's New Posts, Getting Started information, Builder Center, Blog posts, Architectural references, and Well-Architected guidance. | [![Install](https://img.shields.io/badge/Install-Cursor-blue?style=flat-square&logo=cursor)](https://cursor.com/en/install-mcp?name=aws-knowledge-mcp&config=eyJ1cmwiOiJodHRwczovL2tub3dsZWRnZS1tY3AuZ2xvYmFsLmFwaS5hd3MifQ==) <br/>[![Install on VS Code](https://img.shields.io/badge/Install-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https://vscode.dev/redirect/mcp/install?name=aws-knowledge-mcp&config=%7B%22type%22%3A%22http%22%2C%22url%22%3A%22https%3A%2F%2Fknowledge-mcp.global.api.aws%22%7D) |
+| [AWS MCP Server](https://docs.aws.amazon.com/aws-mcp/latest/userguide/what-is-mcp-server.html) | Start here for complete AWS interactions! This remote, managed MCP server is hosted by AWS and combines comprehensive AWS API support with access to the latest AWS documentation, API references, What's New posts, Getting Started information, and brings support for Agent standard operating procedures (SOPs) helping agents complete AWS tasks more accurately. Features command validation, security controls, and access to all AWS services for managing infrastructure, exploring resources, and executing AWS operations through natural language. [Read more](https://docs.aws.amazon.com/aws-mcp/latest/userguide/what-is-mcp-server.html) | [![Install](https://img.shields.io/badge/Install-Cursor-blue?style=flat-square&logo=cursor)](https://cursor.com/en-US/install-mcp?name=aws-mcp&config=eyJjb21tYW5kIjoidXZ4IG1jcC1wcm94eS1mb3ItYXdzQGxhdGVzdCBodHRwczovL2F3cy1tY3AudXMtZWFzdC0xLmFwaS5hd3MvbWNwIn0%3D) <br/>[![Install on VS Code](https://img.shields.io/badge/Install-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](<https://insiders.vscode.dev/redirect/mcp/install?name=AWS%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22mcp-proxy-for-aws%40latest%22%2C%22https%3A%2F%2Faws-mcp.us-east-1.api.aws%2Fmcp%22%5D%7D>) |
 
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