[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"project-71974":3},{"id":4,"name":5,"fullName":6,"owner":7,"repo":5,"description":8,"homepage":9,"htmlUrl":10,"language":11,"languages":10,"totalLinesOfCode":10,"stars":12,"forks":13,"watchers":14,"openIssues":15,"contributorsCount":16,"subscribersCount":16,"size":16,"stars1d":17,"stars7d":18,"stars30d":19,"stars90d":16,"forks30d":16,"starsTrendScore":20,"compositeScore":21,"rankGlobal":10,"rankLanguage":10,"license":22,"archived":23,"fork":23,"defaultBranch":24,"hasWiki":23,"hasPages":25,"topics":26,"createdAt":10,"pushedAt":10,"updatedAt":35,"readmeContent":36,"aiSummary":37,"trendingCount":16,"starSnapshotCount":16,"syncStatus":38,"lastSyncTime":39,"discoverSource":40},71974,"mcp","awslabs\u002Fmcp","awslabs","Open source MCP Servers for AWS","https:\u002F\u002Fawslabs.github.io\u002Fmcp\u002F",null,"Python",9244,1576,75,173,0,23,78,224,69,40.59,"Apache License 2.0",false,"main",true,[27,5,28,29,30,31,32,33,34],"aws","mcp-client","mcp-clients","mcp-host","mcp-server","mcp-servers","mcp-tools","modelcontextprotocol","2026-06-12 02:02:56","# Open source MCP servers for AWS\n\nA suite of specialized MCP servers that help you get the most out of AWS, wherever you use MCP.\n\n[![GitHub](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002Fgithub-awslabs\u002Fmcp-blue.svg?style=flat&logo=github)](https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp)\n[![License](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002Flicense-Apache--2.0-brightgreen)](LICENSE)\n[![Codecov](https:\u002F\u002Fimg.shields.io\u002Fcodecov\u002Fc\u002Fgithub\u002Fawslabs\u002Fmcp)](https:\u002F\u002Fapp.codecov.io\u002Fgh\u002Fawslabs\u002Fmcp)\n[![OSSF-Scorecard Score](https:\u002F\u002Fimg.shields.io\u002Fossf-scorecard\u002Fgithub.com\u002Fawslabs\u002Fmcp)](https:\u002F\u002Fscorecard.dev\u002Fviewer\u002F?uri=github.com\u002Fawslabs\u002Fmcp)\n\n> [!TIP]\n> The [Agent Toolkit for AWS](https:\u002F\u002Faws.amazon.com\u002Fabout-aws\u002Fwhats-new\u002F2026\u002F05\u002Fagent-toolkit\u002F) is now live! The Agent Toolkit for AWS is the successor to the MCP servers, plugins, and skills available on AWS Labs, and was informed by feedback from customers like you. If you're building production software using coding agents or building agents for your own customers, we recommend Agent Toolkit for AWS. It includes IAM condition keys to distinguish agent actions from human ones, CloudWatch and CloudTrail visibility, and skills that have been evaluated for accuracy and effectiveness. This repo continues to work and accept contributions. Over time, the most useful projects here will move into Agent Toolkit for AWS.\n\n## Table of Contents\n\n- [Open source MCP servers for AWS](#open-source-mcp-servers-for-aws)\n  - [Table of Contents](#table-of-contents)\n  - [What is the Model Context Protocol (MCP) and how does it work with MCP Servers for AWS?](#what-is-the-model-context-protocol-mcp-and-how-does-it-work-with-mcp-servers-for-aws)\n  - [Open source MCP servers for AWS Transport Mechanisms](#open-source-mcp-servers-for-aws-transport-mechanisms)\n    - [Supported transport mechanisms](#supported-transport-mechanisms)\n    - [Server Sent Events Support Removal](#server-sent-events-support-removal)\n    - [Why MCP Servers for AWS?](#why-mcp-servers-for-aws)\n  - [Available MCP Servers: Quick Installation](#available-mcp-servers-quick-installation)\n    - [🚀 Getting Started with AWS](#-getting-started-with-aws)\n    - [Browse by What You're Building](#browse-by-what-youre-building)\n      - [📚 Real-time access to official AWS documentation](#-real-time-access-to-official-aws-documentation)\n    - [🏗️ Infrastructure \\& Deployment](#️-infrastructure--deployment)\n      - [Container Platforms](#container-platforms)\n      - [Serverless \\& Functions](#serverless--functions)\n      - [Support](#support)\n    - [🤖 AI \\& Machine Learning](#-ai--machine-learning)\n    - [📊 Data \\& Analytics](#-data--analytics)\n      - [SQL \\& NoSQL Databases](#sql--nosql-databases)\n        - [Search \\& Analytics](#search--analytics)\n      - [Backend API Providers](#backend-api-providers)\n      - [Caching \\& Performance](#caching--performance)\n    - [🛠️ Developer Tools \\& Support](#️-developer-tools--support)\n    - [📡 Integration \\& Messaging](#-integration--messaging)\n    - [💰 Cost \\& Operations](#-cost--operations)\n    - [🧬 Healthcare \\& Lifesciences](#-healthcare--lifesciences)\n    - [Browse by How You're Working](#browse-by-how-youre-working)\n      - [👨‍💻 Vibe Coding \\& Development](#-vibe-coding--development)\n        - [Core Development Workflow](#core-development-workflow)\n        - [Infrastructure as Code](#infrastructure-as-code)\n        - [Application Development](#application-development)\n        - [Container \\& Serverless Development](#container--serverless-development)\n        - [Testing \\& Data](#testing--data)\n        - [Lifesciences Workflow Development](#lifesciences-workflow-development)\n        - [Healthcare Data Management](#healthcare-data-management)\n      - [💬 Conversational Assistants](#-conversational-assistants)\n        - [Knowledge \\& Search](#knowledge--search)\n        - [Content Processing \\& Generation](#content-processing--generation)\n        - [Business Services](#business-services)\n      - [🤖 Autonomous Background Agents](#-autonomous-background-agents)\n        - [Data Operations \\& ETL](#data-operations--etl)\n        - [Caching \\& Performance](#caching--performance-1)\n        - [Workflow \\& Integration](#workflow--integration)\n        - [Operations \\& Monitoring](#operations--monitoring)\n  - [MCP AWS Lambda Handler Module](#mcp-aws-lambda-handler-module)\n  - [When to use Local vs Remote MCP Servers?](#when-to-use-local-vs-remote-mcp-servers)\n    - [Local MCP Servers](#local-mcp-servers)\n    - [Remote MCP Servers](#remote-mcp-servers)\n  - [Use Cases for the Servers](#use-cases-for-the-servers)\n  - [Installation and Setup](#installation-and-setup)\n    - [For macOS\u002FLinux](#for-macoslinux)\n    - [For Windows](#for-windows)\n    - [Running MCP servers in containers](#running-mcp-servers-in-containers)\n    - [Getting Started with Kiro](#getting-started-with-kiro)\n      - [`~\u002F.kiro\u002Fsettings\u002Fmcp.json`](#kirosettingsmcpjson)\n    - [Getting Started with Cline and Amazon Bedrock](#getting-started-with-cline-and-amazon-bedrock)\n      - [`cline_mcp_settings.json`](#cline_mcp_settingsjson)\n    - [Getting Started with Cursor](#getting-started-with-cursor)\n      - [`.cursor\u002Fmcp.json`](#cursormcpjson)\n    - [Getting Started with Windsurf](#getting-started-with-windsurf)\n      - [`~\u002F.codeium\u002Fwindsurf\u002Fmcp_config.json`](#codeiumwindsurfmcp_configjson)\n    - [Getting Started with VS Code](#getting-started-with-vs-code)\n      - [`.vscode\u002Fmcp.json`](#vscodemcpjson)\n    - [Getting Started with Claude Code](#getting-started-with-claude-code)\n      - [`.mcp.json`](#mcpjson)\n  - [Samples](#samples)\n  - [Vibe coding](#vibe-coding)\n  - [Additional Resources](#additional-resources)\n  - [Security](#security)\n  - [Contributing](#contributing)\n  - [Developer guide](#developer-guide)\n  - [License](#license)\n  - [Disclaimer](#disclaimer)\n\n## What is the Model Context Protocol (MCP) and how does it work with MCP Servers for AWS?\n\n> The Model Context Protocol (MCP) is an open protocol that enables seamless integration between LLM applications and external data sources and tools. Whether you're building an AI-powered IDE, enhancing a chat interface, or creating custom AI workflows, MCP provides a standardized way to connect LLMs with the context they need.\n>\n> — [Model Context Protocol README](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol#:~:text=The%20Model%20Context,context%20they%20need.)\n\nAn MCP Server is a lightweight program that exposes specific capabilities through the standardized Model Context Protocol. Host applications (such as chatbots, IDEs, and other AI tools) have MCP clients that maintain 1:1 connections with MCP servers. Common MCP clients include agentic AI coding assistants (like Kiro, Cline, Cursor, Windsurf) as well as chatbot applications like Claude Desktop, with more clients coming soon. MCP servers can access local data sources and remote services to provide additional context that improves the generated outputs from the models.\n\nMCP Servers for AWS use this protocol to provide AI applications access to AWS documentation, contextual guidance, and best practices. Through the standardized MCP client-server architecture, AWS capabilities become an intelligent extension of your development environment or AI application.\n\nMCP Servers for AWS enable enhanced cloud-native development, infrastructure management, and development workflows—making AI-assisted cloud computing more accessible and efficient.\n\nThe Model Context Protocol is an open source project run by Anthropic, PBC. and open to contributions from the entire community. For more information on MCP, you can find further documentation [here](https:\u002F\u002Fmodelcontextprotocol.io\u002Fintroduction)\n\n## Open source MCP servers for AWS Transport Mechanisms\n\n### Supported transport mechanisms\n\nThe MCP protocol currently defines two standard transport mechanisms for client-server communication:\n- stdio, communication over standard in and standard out\n- streamable HTTP\n\nThe MCP servers in this repository are designed to support stdio only.\n\nYou are responsible for ensuring that your use of these servers comply with the terms governing them, and any laws, rules, regulations, policies, or standards that apply to you.\n\n### Server Sent Events Support Removal\n\n**Important Notice:** On May 26th, 2025, Server Sent Events (SSE) support was removed from all MCP servers in their latest major versions. This change aligns with the Model Context Protocol specification's [backwards compatibility guidelines](https:\u002F\u002Fmodelcontextprotocol.io\u002Fspecification\u002F2025-03-26\u002Fbasic\u002Ftransports#backwards-compatibility).\n\nWe are actively working towards supporting [Streamable HTTP](https:\u002F\u002Fmodelcontextprotocol.io\u002Fspecification\u002Fdraft\u002Fbasic\u002Ftransports#streamable-http), which will provide improved transport capabilities for future versions.\n\nFor applications still requiring SSE support, please use the previous major version of the respective MCP server until you can migrate to alternative transport methods.\n\n### Why MCP Servers for AWS?\n\nMCP servers enhance the capabilities of foundation models (FMs) in several key ways:\n\n- **Improved Output Quality**: By providing relevant information directly in the model's context, MCP servers significantly improve model responses for specialized domains like AWS services. This approach reduces hallucinations, provides more accurate technical details, enables more precise code generation, and ensures recommendations align with current AWS best practices and service capabilities.\n\n- **Access to Latest Documentation**: FMs may not have knowledge of recent releases, APIs, or SDKs. MCP servers bridge this gap by pulling in up-to-date documentation, ensuring your AI assistant always works with the latest AWS capabilities.\n\n- **Workflow Automation**: MCP servers convert common workflows into tools that foundation models can use directly. Whether it's CDK, Terraform, or other AWS-specific workflows, these tools enable AI assistants to perform complex tasks with greater accuracy and efficiency.\n\n- **Specialized Domain Knowledge**: MCP servers provide deep, contextual knowledge about AWS services that might not be fully represented in foundation models' training data, enabling more accurate and helpful responses for cloud development tasks.\n\n## Available MCP Servers: Quick Installation\n\nGet started quickly with one-click installation buttons for popular MCP clients. Click the buttons below to install servers directly in Cursor or VS Code:\n\n### 🚀 Getting Started with AWS\n\nFor AWS interactions, we recommend starting with:\n\n| Server Name                                                                                                 | Description | Install |\n|-------------------------------------------------------------------------------------------------------------|-------------|---------|\n| [AWS MCP Server (in preview)](https:\u002F\u002Fdocs.aws.amazon.com\u002Faws-mcp\u002Flatest\u002Fuserguide\u002Fwhat-is-mcp-server.html) | Start here for secure, auditable 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, and Getting Started information. Features pre-built Agent SOPs that follow AWS best practices, helping agents complete complex multi-step AWS tasks reliably. Built with safety and control in mind: syntactically validated API calls, IAM-based permissions with zero credential exposure, and complete CloudTrail audit logging. Access all AWS services for managing infrastructure, exploring resources, and executing AWS operations with full transparency and traceability. [Read more](https:\u002F\u002Fdocs.aws.amazon.com\u002Faws-mcp\u002Flatest\u002Fuserguide\u002Fwhat-is-mcp-server.html) | [![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=aws-mcp&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22mcp-proxy-for-aws%40latest%22%2C%22https%3A\u002F\u002Faws-mcp.us-east-1.api.aws\u002Fmcp%22%5D%7D) \u003Cbr\u002F>[![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen-US\u002Finstall-mcp?name=aws-mcp&config=eyJjb21tYW5kIjoidXZ4IG1jcC1wcm94eS1mb3ItYXdzQGxhdGVzdCBodHRwczovL2F3cy1tY3AudXMtZWFzdC0xLmFwaS5hd3MvbWNwIn0%3D) \u003Cbr\u002F>[![Install on VS Code](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](\u003Chttps:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?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>) |\n\n### Browse by What You're Building\n\n#### 📚 Real-time access to official AWS documentation\n\n| Server Name | Description | Install |\n|-------------|-------------|---------|\n| [AWS Knowledge MCP Server](src\u002Faws-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:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=aws-knowledge-mcp&config=%7B%22url%22%3A%22https%3A\u002F\u002Fknowledge-mcp.global.api.aws%22%7D) \u003Cbr\u002F>[![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=aws-knowledge-mcp&config=eyJ1cmwiOiJodHRwczovL2tub3dsZWRnZS1tY3AuZ2xvYmFsLmFwaS5hd3MifQ==) \u003Cbr\u002F>[![Install on VS Code](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Fvscode.dev\u002Fredirect\u002Fmcp\u002Finstall?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) |\n| [AWS Documentation MCP Server](src\u002Faws-documentation-mcp-server) | Get latest AWS docs and API references | [![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.aws-documentation-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-documentation-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%2C%22AWS_DOCUMENTATION_PARTITION%22%3A%22aws%22%7D%7D) \u003Cbr\u002F>[![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.aws-documentation-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuYXdzLWRvY3VtZW50YXRpb24tbWNwLXNlcnZlckBsYXRlc3QiLCJlbnYiOnsiRkFTVE1DUF9MT0dfTEVWRUwiOiJFUlJPUiIsIkFXU19ET0NVTUVOVEFUSU9OX1BBUlRJVElPTiI6ImF3cyJ9LCJkaXNhYmxlZCI6ZmFsc2UsImF1dG9BcHByb3ZlIjpbXX0%3D) \u003Cbr\u002F>[![Install on VS Code](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=AWS%20Documentation%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-documentation-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%2C%22AWS_DOCUMENTATION_PARTITION%22%3A%22aws%22%7D%2C%22disabled%22%3Afalse%2C%22autoApprove%22%3A%5B%5D%7D) |\n\n\n### 🏗️ Infrastructure & Deployment\n\nBuild, deploy, and manage cloud infrastructure with Infrastructure as Code best practices.\n\n| Server Name | Description | Install |\n|-------------|-------------|---------|\n| [AWS IaC MCP Server](src\u002Faws-iac-mcp-server) | Complete Infrastructure as Code toolkit with CloudFormation documentation access, CDK best practices guidance, construct examples, security validation, and deployment troubleshooting | [![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.aws-iac-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-iac-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22your-aws-profile%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%7D) \u003Cbr\u002F>[![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.aws-iac-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuYXdzLWlhYy1tY3Atc2VydmVyQGxhdGVzdCIsImVudiI6eyJBV1NfUFJPRklMRSI6InlvdXItYXdzLXByb2ZpbGUiLCJGQVNUTUNQX0xPR19MRVZFTCI6IkVSUk9SIn0sImRpc2FibGVkIjpmYWxzZSwiYXV0b0FwcHJvdmUiOltdfQ==IiwiZW52Ijp7IkFXU19QUk9GSUxFIjoieW91ci1hd3MtcHJvZmlsZSIsIkZBU1RNQ1BfTE9HX0xFVkVMIjoiRVJST1IifSwiZGlzYWJsZWQiOmZhbHNlLCJhdXRvQXBwcm92ZSI6W119) \u003Cbr\u002F>[![Install on VS Code](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=AWS%20IaC%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-iac-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22your-aws-profile%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%2C%22disabled%22%3Afalse%2C%22autoApprove%22%3A%5B%5D%7D) |\n| [AWS Cloud Control API MCP Server](src\u002Fccapi-mcp-server) ⚠️ **DEPRECATED** | Direct AWS resource management with security scanning and best practices (Use [AWS IaC MCP Server](src\u002Faws-iac-mcp-server) instead) | [![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.ccapi-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.ccapi-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22your-aws-profile%22%2C%22AWS_REGION%22%3A%22us-east-1%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%7D) \u003Cbr\u002F>[![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.ccapi-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuY2NhcGktbWNwLXNlcnZlckBsYXRlc3QiLCJlbnYiOnsiQVdTX1BST0ZJTEUiOiJ5b3VyLWF3cy1wcm9maWxlIiwiQVdTX1JFR0lPTiI6InVzLWVhc3QtMSIsIkZBU1RNQ1BfTE9HX0xFVkVMIjoiRVJST1IifSwiZGlzYWJsZWQiOmZhbHNlLCJhdXRvQXBwcm92ZSI6W119) \u003Cbr\u002F>[![Install on VS Code](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=AWS%20Cloud%20Control%20API%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.ccapi-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22your-aws-profile%22%2C%22AWS_REGION%22%3A%22us-east-1%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%2C%22disabled%22%3Afalse%2C%22autoApprove%22%3A%5B%5D%7D) |\n\n#### Container Platforms\n\n| Server Name | Description | Install |\n|-------------|-------------|---------|\n| [Amazon EKS MCP Server](src\u002Feks-mcp-server) | Kubernetes cluster management and application deployment | [![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.eks-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.eks-mcp-server%40latest%22%2C%22--allow-write%22%2C%22--allow-sensitive-data-access%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%7D) \u003Cbr\u002F>[![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.eks-mcp-server&config=eyJhdXRvQXBwcm92ZSI6W10sImRpc2FibGVkIjpmYWxzZSwiY29tbWFuZCI6InV2eCBhd3NsYWJzLmVrcy1tY3Atc2VydmVyQGxhdGVzdCAtLWFsbG93LXdyaXRlIC0tYWxsb3ctc2Vuc2l0aXZlLWRhdGEtYWNjZXNzIiwiZW52Ijp7IkZBU1RNQ1BfTE9HX0xFVkVMIjoiRVJST1IifSwidHJhbnNwb3J0VHlwZSI6InN0ZGlvIn0%3D) \u003Cbr\u002F>[![Install on VS Code](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=EKS%20MCP%20Server&config=%7B%22autoApprove%22%3A%5B%5D%2C%22disabled%22%3Afalse%2C%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.eks-mcp-server%40latest%22%2C%22--allow-write%22%2C%22--allow-sensitive-data-access%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%2C%22transportType%22%3A%22stdio%22%7D) |\n| [Amazon ECS MCP Server](src\u002Fecs-mcp-server) | Container orchestration and ECS application deployment | [![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.ecs-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22--from%22%2C%22awslabs-ecs-mcp-server%22%2C%22ecs-mcp-server%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22your-aws-profile%22%2C%22AWS_REGION%22%3A%22your-aws-region%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%2C%22FASTMCP_LOG_FILE%22%3A%22\u002Fpath\u002Fto\u002Fecs-mcp-server.log%22%2C%22ALLOW_WRITE%22%3A%22false%22%2C%22ALLOW_SENSITIVE_DATA%22%3A%22false%22%7D%7D) \u003Cbr\u002F>[![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.ecs-mcp-server&config=eyJjb21tYW5kIjoidXZ4IC0tZnJvbSBhd3NsYWJzLWVjcy1tY3Atc2VydmVyIGVjcy1tY3Atc2VydmVyIiwiZW52Ijp7IkFXU19QUk9GSUxFIjoieW91ci1hd3MtcHJvZmlsZSIsIkFXU19SRUdJT04iOiJ5b3VyLWF3cy1yZWdpb24iLCJGQVNUTUNQX0xPR19MRVZFTCI6IkVSUk9SIiwiRkFTVE1DUF9MT0dfRklMRSI6Ii9wYXRoL3RvL2Vjcy1tY3Atc2VydmVyLmxvZyIsIkFMTE9XX1dSSVRFIjoiZmFsc2UiLCJBTExPV19TRU5TSVRJVkVfREFUQSI6ImZhbHNlIn19) \u003Cbr\u002F>[![Install on VS Code](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=ECS%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22--from%22%2C%22awslabs-ecs-mcp-server%22%2C%22ecs-mcp-server%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22your-aws-profile%22%2C%22AWS_REGION%22%3A%22your-aws-region%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%2C%22FASTMCP_LOG_FILE%22%3A%22%2Fpath%2Fto%2Fecs-mcp-server.log%22%2C%22ALLOW_WRITE%22%3A%22false%22%2C%22ALLOW_SENSITIVE_DATA%22%3A%22false%22%7D%7D) |\n| [Finch MCP Server](src\u002Ffinch-mcp-server) | Local container building with ECR integration | [![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.finch-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.finch-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22default%22%2C%22AWS_REGION%22%3A%22us-west-2%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22INFO%22%7D%7D) \u003Cbr\u002F>[![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.finch-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuZmluY2gtbWNwLXNlcnZlckBsYXRlc3QiLCJlbnYiOnsiQVdTX1BST0ZJTEUiOiJkZWZhdWx0IiwiQVdTX1JFR0lPTiI6InVzLXdlc3QtMiIsIkZBU1RNQ1BfTE9HX0xFVkVMIjoiSU5GTyJ9LCJ0cmFuc3BvcnRUeXBlIjoic3RkaW8iLCJkaXNhYmxlZCI6ZmFsc2UsImF1dG9BcHByb3ZlIjpbXX0%3D) \u003Cbr\u002F>[![Install on VS Code](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=Finch%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.finch-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22default%22%2C%22AWS_REGION%22%3A%22us-west-2%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22INFO%22%7D%2C%22transportType%22%3A%22stdio%22%2C%22disabled%22%3Afalse%2C%22autoApprove%22%3A%5B%5D%7D) |\n\n\n\n#### Serverless & Functions\n\n| Server Name | Description | Install |\n|-------------|-------------|---------|\n| [AWS Serverless MCP Server](src\u002Faws-serverless-mcp-server) | Complete serverless application lifecycle with SAM CLI | [![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.aws-serverless-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-serverless-mcp-server%40latest%22%2C%22--allow-write%22%2C%22--allow-sensitive-data-access%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22your-aws-profile%22%2C%22AWS_REGION%22%3A%22us-east-1%22%7D%7D) \u003Cbr\u002F>[![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.aws-serverless-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuYXdzLXNlcnZlcmxlc3MtbWNwLXNlcnZlckBsYXRlc3QgLS1hbGxvdy13cml0ZSAtLWFsbG93LXNlbnNpdGl2ZS1kYXRhLWFjY2VzcyIsImVudiI6eyJBV1NfUFJPRklMRSI6InlvdXItYXdzLXByb2ZpbGUiLCJBV1NfUkVHSU9OIjoidXMtZWFzdC0xIn0sImRpc2FibGVkIjpmYWxzZSwiYXV0b0FwcHJvdmUiOltdfQ%3D%3D) \u003Cbr\u002F>[![Install on VS Code](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=AWS%20Serverless%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-serverless-mcp-server%40latest%22%2C%22--allow-write%22%2C%22--allow-sensitive-data-access%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22your-aws-profile%22%2C%22AWS_REGION%22%3A%22us-east-1%22%7D%2C%22disabled%22%3Afalse%2C%22autoApprove%22%3A%5B%5D%7D) |\n| [AWS Lambda Tool MCP Server](src\u002Flambda-tool-mcp-server) | Execute Lambda functions as AI tools for private resource access | [![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.lambda-tool-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.lambda-tool-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22your-aws-profile%22%2C%22AWS_REGION%22%3A%22us-east-1%22%2C%22FUNCTION_PREFIX%22%3A%22your-function-prefix%22%2C%22FUNCTION_LIST%22%3A%22your-first-function%2C%20your-second-function%22%2C%22FUNCTION_TAG_KEY%22%3A%22your-tag-key%22%2C%22FUNCTION_TAG_VALUE%22%3A%22your-tag-value%22%2C%22FUNCTION_INPUT_SCHEMA_ARN_TAG_KEY%22%3A%22your-function-tag-for-input-schema%22%7D%7D) \u003Cbr\u002F>[![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.lambda-tool-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMubGFtYmRhLXRvb2wtbWNwLXNlcnZlckBsYXRlc3QiLCJlbnYiOnsiQVdTX1BST0ZJTEUiOiJ5b3VyLWF3cy1wcm9maWxlIiwiQVdTX1JFR0lPTiI6InVzLWVhc3QtMSIsIkZVTkNUSU9OX1BSRUZJWCI6InlvdXItZnVuY3Rpb24tcHJlZml4IiwiRlVOQ1RJT05fTElTVCI6InlvdXItZmlyc3QtZnVuY3Rpb24sIHlvdXItc2Vjb25kLWZ1bmN0aW9uIiwiRlVOQ1RJT05fVEFHX0tFWSI6InlvdXItdGFnLWtleSIsIkZVTkNUSU9OX1RBR19WQUxVRSI6InlvdXItdGFnLXZhbHVlIiwiRlVOQ1RJT05fSU5QVVRfU0NIRU1BX0FSTl9UQUdfS0VZIjoieW91ci1mdW5jdGlvbi10YWctZm9yLWlucHV0LXNjaGVtYSJ9fQ%3D%3D) \u003Cbr\u002F>[![Install on VS Code](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=AWS%20Lambda%20Tool%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.lambda-tool-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22your-aws-profile%22%2C%22AWS_REGION%22%3A%22us-east-1%22%2C%22FUNCTION_PREFIX%22%3A%22your-function-prefix%22%2C%22FUNCTION_LIST%22%3A%22your-first-function%2C%20your-second-function%22%2C%22FUNCTION_TAG_KEY%22%3A%22your-tag-key%22%2C%22FUNCTION_TAG_VALUE%22%3A%22your-tag-value%22%2C%22FUNCTION_INPUT_SCHEMA_ARN_TAG_KEY%22%3A%22your-function-tag-for-input-schema%22%7D%7D) |\n\n\n#### Migration & Modernization\n\n| Server Name | Description | Install |\n|-------------|-------------|---------|\n| [AWS Transform MCP Server](src\u002Faws-transform-mcp-server) | Manage AWS Transform workspaces, jobs, connectors, HITL tasks, and artifacts for mainframe, VMware, .NET, and custom code transformations | [![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.aws-transform-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-transform-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%7D) \u003Cbr\u002F>[![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.aws-transform-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuYXdzLXRyYW5zZm9ybS1tY3Atc2VydmVyQGxhdGVzdCIsImVudiI6eyJGQVNUTUNQX0xPR19MRVZFTCI6IkVSUk9SIn0sImRpc2FibGVkIjpmYWxzZSwiYXV0b0FwcHJvdmUiOltdfQ==) \u003Cbr\u002F>[![Install on VS Code](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=AWS%20Transform%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-transform-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%2C%22disabled%22%3Afalse%2C%22autoApprove%22%3A%5B%5D%7D) |\n\n#### Support\n\n| Server Name | Description | Install |\n|-------------|-------------|---------|\n| [AWS Support MCP Server](src\u002Faws-support-mcp-server) | Help users create and manage AWS Support cases | [![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs_support_mcp_server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22-m%22%2C%22awslabs.aws-support-mcp-server%40latest%22%2C%22--debug%22%2C%22--log-file%22%2C%22.\u002Flogs\u002Fmcp_support_server.log%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22your-aws-profile%22%7D%7D) \u003Cbr\u002F>[![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs_support_mcp_server&config=eyJjb21tYW5kIjoidXZ4IC1tIGF3c2xhYnMuYXdzLXN1cHBvcnQtbWNwLXNlcnZlckBsYXRlc3QgLS1kZWJ1ZyAtLWxvZy1maWxlIC4vbG9ncy9tY3Bfc3VwcG9ydF9zZXJ2ZXIubG9nIiwiZW52Ijp7IkFXU19QUk9GSUxFIjoieW91ci1hd3MtcHJvZmlsZSJ9fQ%3D%3D) \u003Cbr\u002F>[![Install on VS Code](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=AWS%20Support%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22-m%22%2C%22awslabs.aws-support-mcp-server%40latest%22%2C%22--debug%22%2C%22--log-file%22%2C%22.%2Flogs%2Fmcp_support_server.log%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22your-aws-profile%22%7D%7D) |\n\n### 🤖 AI & Machine Learning\nEnhance AI applications with knowledge retrieval, content generation, and ML capabilities\n\n| Server Name | Description | Install |\n|-------------|-------------|---------|\n| [Amazon Bedrock Knowledge Bases Retrieval MCP Server ](src\u002Fbedrock-kb-retrieval-mcp-server) | Query enterprise knowledge bases with citation support | [![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.bedrock-kb-retrieval-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.bedrock-kb-retrieval-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22your-profile-name%22%2C%22AWS_REGION%22%3A%22us-east-1%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%2C%22KB_INCLUSION_TAG_KEY%22%3A%22optional-tag-key-to-filter-kbs%22%2C%22BEDROCK_KB_RERANKING_ENABLED%22%3A%22false%22%7D%7D) \u003Cbr\u002F>[![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.bedrock-kb-retrieval-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuYmVkcm9jay1rYi1yZXRyaWV2YWwtbWNwLXNlcnZlckBsYXRlc3QiLCJlbnYiOnsiQVdTX1BST0ZJTEUiOiJ5b3VyLXByb2ZpbGUtbmFtZSIsIkFXU19SRUdJT04iOiJ1cy1lYXN0LTEiLCJGQVNUTUNQX0xPR19MRVZFTCI6IkVSUk9SIiwiS0JfSU5DTFVTSU9OX1RBR19LRVkiOiJvcHRpb25hbC10YWcta2V5LXRvLWZpbHRlci1rYnMiLCJCRURST0NLX0tCX1JFUkFOS0lOR19FTkFCTEVEIjoiZmFsc2UifSwiZGlzYWJsZWQiOmZhbHNlLCJhdXRvQXBwcm92ZSI6W119) \u003Cbr\u002F>[![Install on VS Code](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=Bedrock%20KB%20Retrieval%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.bedrock-kb-retrieval-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22your-profile-name%22%2C%22AWS_REGION%22%3A%22us-east-1%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%2C%22KB_INCLUSION_TAG_KEY%22%3A%22optional-tag-key-to-filter-kbs%22%2C%22BEDROCK_KB_RERANKING_ENABLED%22%3A%22false%22%7D%2C%22disabled%22%3Afalse%2C%22autoApprove%22%3A%5B%5D%7D) |\n| [Amazon Kendra Index MCP Server](src\u002Famazon-kendra-index-mcp-server) | Enterprise search and RAG enhancement | [![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.amazon-kendra-index-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.amazon-kendra-index-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_REGION%22%3A%22us-east-1%22%2C%22KEND_INDEX_ID%22%3A%22your-kendra-index-id%22%2C%22KEND_ROLE_ARN%22%3A%22your-kendra-role-arn%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%7D) \u003Cbr\u002F>[![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.amazon-kendra-index-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuYW1hem9uLWtlbmRyYS1pbmRleC1tY3Atc2VydmVyQGxhdGVzdCIsImVudiI6eyJBV1NfUkVHSU9OIjoidXMtZWFzdC0xIiwiS0VORF9JTkRFWF9JRCI6InlvdXIta2VuZHJhLWluZGV4LWlkIiwiS0VORF9ST0xFX0FSTiI6InlvdXIta2VuZHJhLXJvbGUtYXJuIiwiRkFTVE1DUF9MT0dfTEVWRUwiOiJFUlJPUiJ9LCJkaXNhYmxlZCI6ZmFsc2UsImF1dG9BcHByb3ZlIjpbXX0%3D) \u003Cbr\u002F>[![Install on VS Code](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=Amazon%20Kendra%20Index%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.amazon-kendra-index-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_REGION%22%3A%22us-east-1%22%2C%22KEND_INDEX_ID%22%3A%22your-kendra-index-id%22%2C%22KEND_ROLE_ARN%22%3A%22your-kendra-role-arn%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%2C%22disabled%22%3Afalse%2C%22autoApprove%22%3A%5B%5D%7D) |\n| [Amazon Q Business MCP Server](src\u002Famazon-qbusiness-anonymous-mcp-server) | AI assistant for your ingested content with anonymous access | [![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.amazon-qbusiness-anonymous-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.amazon-qbusiness-anonymous-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22QBUSINESS_APP_ID%22%3A%22your-qbusiness-app-id%22%2C%22QBUSINESS_USER_ID%22%3A%22your-user-id%22%2C%22AWS_PROFILE%22%3A%22your-aws-profile%22%2C%22AWS_REGION%22%3A%22us-east-1%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%7D) \u003Cbr\u002F>[![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.amazon-qbusiness-anonymous-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuYW1hem9uLXFidXNpbmVzcy1hbm9ueW1vdXMtbWNwLXNlcnZlckBsYXRlc3QiLCJlbnYiOnsiUUJVU0lORVNTX0FQUF9JRCI6InlvdXItcWJ1c2luZXNzLWFwcC1pZCIsIlFCVVNJTkVTU19VU0VSX0lEIjoieW91ci11c2VyLWlkIiwiQVdTX1BST0ZJTEUiOiJ5b3VyLWF3cy1wcm9maWxlIiwiQVdTX1JFR0lPTiI6InVzLWVhc3QtMSIsIkZBU1RNQ1BfTE9HX0xFVkVMIjoiRVJST1IifSwiZGlzYWJsZWQiOmZhbHNlLCJhdXRvQXBwcm92ZSI6W119) \u003Cbr\u002F>[![Install on VS Code](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=Amazon%20Q%20Business%20Anonymous%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.amazon-qbusiness-anonymous-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22QBUSINESS_APP_ID%22%3A%22your-qbusiness-app-id%22%2C%22QBUSINESS_USER_ID%22%3A%22your-user-id%22%2C%22AWS_PROFILE%22%3A%22your-aws-profile%22%2C%22AWS_REGION%22%3A%22us-east-1%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%2C%22disabled%22%3Afalse%2C%22autoApprove%22%3A%5B%5D%7D) |\n| [Amazon Q Index MCP Server](src\u002Famazon-qindex-mcp-server) | Data accessors to search through enterprise's Q index | [![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.amazon-qindex-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.amazon-qindex-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_REGION%22%3A%22us-east-1%22%2C%22QINDEX_ID%22%3A%22your-qindex-id%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%7D) \u003Cbr\u002F>[![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.amazon-qindex-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuYW1hem9uLXFpbmRleC1tY3Atc2VydmVyQGxhdGVzdCIsImVudiI6eyJBV1NfUkVHSU9OIjoidXMtZWFzdC0xIiwiUUlOREVYX0lEIjoieW91ci1xaW5kZXgtaWQiLCJGQVNUTUNQX0xPR19MRVZFTCI6IkVSUk9SIn0sImRpc2FibGVkIjpmYWxzZSwiYXV0b0FwcHJvdmUiOltdfQ%3D%3D) \u003Cbr\u002F>[![Install on VS Code](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=Amazon%20Q%20Index%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.amazon-qindex-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_REGION%22%3A%22us-east-1%22%2C%22QINDEX_ID%22%3A%22your-qindex-id%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%2C%22disabled%22%3Afalse%2C%22autoApprove%22%3A%5B%5D%7D) |\n| [AWS Bedrock Custom Model Import MCP Server](src\u002Faws-bedrock-custom-model-import-mcp-server) | Manage custom models in Bedrock for on-demand inference | [![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=aws-bedrock-custom-model-import-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-bedrock-custom-model-import-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22your-aws-profile%22%2C%22AWS_REGION%22%3A%22us-east-1%22%2C%22BEDROCK_MODEL_IMPORT_S3_BUCKET%22%3A%22your-s3-bucket-name%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%7D) \u003Cbr\u002F>[![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=aws-bedrock-custom-model-import-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuYXdzLWJlZHJvY2stY3VzdG9tLW1vZGVsLWltcG9ydC1tY3Atc2VydmVyQGxhdGVzdCIsImVudiI6eyJBV1NfUFJPRklMRSI6InlvdXItYXdzLXByb2ZpbGUiLCJBV1NfUkVHSU9OIjoidXMtZWFzdC0xIiwiQkVEUk9DS19NT0RFTF9JTVBPUlRfUzNfQlVDS0VUIjoieW91ci1zMy1idWNrZXQtbmFtZSIsIkZBU1RNQ1BfTE9HX0xFVkVMIjoiRVJST1IifSwiZGlzYWJsZWQiOmZhbHNlLCJhdXRvQXBwcm92ZSI6W119) \u003Cbr\u002F>[![Install on VS Code](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=AWS%20Bedrock%20Custom%20Model%20Import%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-bedrock-custom-model-import-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22your-aws-profile%22%2C%22AWS_REGION%22%3A%22us-east-1%22%2C%22BEDROCK_MODEL_IMPORT_S3_BUCKET%22%3A%22your-s3-bucket-name%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%2C%22disabled%22%3Afalse%2C%22autoApprove%22%3A%5B%5D%7D) |\n| [AWS Bedrock AgentCore MCP Server](src\u002Famazon-bedrock-agentcore-mcp-server) | Provides comprehensive documentation access on AgentCore platform services, APIs, and best practices | [![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.amazon-bedrock-agentcore-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.amazon-bedrock-agentcore-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%7D) \u003Cbr\u002F>[![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.amazon-bedrock-agentcore-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuYW1hem9uLWJlZHJvY2stYWdlbnRjb3JlLW1jcC1zZXJ2ZXJAbGF0ZXN0IiwiZW52Ijp7IkZBU1RNQ1BfTE9HX0xFVkVMIjoiRVJST1IifSwiZGlzYWJsZWQiOmZhbHNlLCJhdXRvQXBwcm92ZSI6W119) \u003Cbr\u002F>[![Install on VS Code](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=AWS%20Bedrock%20AgentCore%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.amazon-bedrock-agentcore-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%2C%22disabled%22%3Afalse%2C%22autoApprove%22%3A%5B%5D%7D) |\n| [Amazon Translate MCP Server](src\u002Famazon-translate-mcp-server) | Neural machine translation across 75+ languages with batch processing and custom terminology | [![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.amazon-translate-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.amazon-translate-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22your-aws-profile%22%2C%22AWS_REGION%22%3A%22us-east-1%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%7D) \u003Cbr\u002F>[![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.amazon-translate-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuYW1hem9uLXRyYW5zbGF0ZS1tY3Atc2VydmVyQGxhdGVzdCIsImVudiI6eyJBV1NfUFJPRklMRSI6InlvdXItYXdzLXByb2ZpbGUiLCJBV1NfUkVHSU9OIjoidXMtZWFzdC0xIiwiRkFTVE1DUF9MT0dfTEVWRUwiOiJFUlJPUiJ9LCJkaXNhYmxlZCI6ZmFsc2UsImF1dG9BcHByb3ZlIjpbXX0%3D) \u003Cbr\u002F>[![Install on VS Code](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=Amazon%20Translate%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.amazon-translate-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22your-aws-profile%22%2C%22AWS_REGION%22%3A%22us-east-1%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%2C%22disabled%22%3Afalse%2C%22autoApprove%22%3A%5B%5D%7D) |\n| [Amazon SageMaker AI MCP Server](src\u002Fsagemaker-ai-mcp-server) | SageMaker AI resource management and model development | [![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.sagemaker-ai-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.sagemaker-ai-mcp-server%40latest%22%2C%22--allow-write%22%2C%22--allow-sensitive-data-access%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%7D) \u003Cbr\u002F>[![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.sagemaker-ai-mcp-server&config=eyJhdXRvQXBwcm92ZSI6W10sImRpc2FibGVkIjpmYWxzZSwiY29tbWFuZCI6InV2eCBhd3NsYWJzLnNhZ2VtYWtlci1haS1tY3Atc2VydmVyQGxhdGVzdCAtLWFsbG93LXdyaXRlIC0tYWxsb3ctc2Vuc2l0aXZlLWRhdGEtYWNjZXNzIiwiZW52Ijp7IkZBU1RNQ1BfTE9HX0xFVkVMIjoiRVJST1IifSwidHJhbnNwb3J0VHlwZSI6InN0ZGlvIn0%3D) \u003Cbr\u002F>[![Install on VS Code](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=SageMaker%20AI%20MCP%20Server&config=%7B%22autoApprove%22%3A%5B%5D%2C%22disabled%22%3Afalse%2C%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.sagemaker-ai-mcp-server%40latest%22%2C%22--allow-write%22%2C%22--allow-sensitive-data-access%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%2C%22transportType%22%3A%22stdio%22%7D) |\n\n### 📊 Data & Analytics\n\nWork with databases, caching systems, and data processing workflows.\n\n#### SQL & NoSQL Databases\n\n| Server Name | Description | Install |\n|-------------|-------------|---------|\n| [Amazon DynamoDB MCP Server](src\u002Fdynamodb-mcp-server) | DynamoDB expert design guidance and data modeling assistance | [![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs-dynamodb-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.dynamodb-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22DDB-MCP-READONLY%22%3A%22true%22%2C%22AWS_PROFILE%22%3A%22default%22%2C%22AWS_REGION%22%3A%22us-west-2%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%7D) \u003Cbr\u002F>[![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs-dynamodb-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuZHluYW1vZGItbWNwLXNlcnZlckBsYXRlc3QiLCJlbnYiOnsiRERCLU1DUC1SRUFET05MWSI6InRydWUiLCJBV1NfUFJPRklMRSI6ImRlZmF1bHQiLCJBV1NfUkVHSU9OIjoidXMtd2VzdC0yIiwiRkFTVE1DUF9MT0dfTEVWRUwiOiJFUlJPUiJ9LCJkaXNhYmxlZCI6ZmFsc2UsImF1dG9BcHByb3ZlIjpbXX0%3D) \u003Cbr\u002F>[![Install on VS Code](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=DynamoDB%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.dynamodb-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22DDB-MCP-READONLY%22%3A%22true%22%2C%22AWS_PROFILE%22%3A%22default%22%2C%22AWS_REGION%22%3A%22us-west-2%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%2C%22disabled%22%3Afalse%2C%22autoApprove%22%3A%5B%5D%7D) |\n| [Amazon Aurora PostgreSQL MCP Server](src\u002Fpostgres-mcp-server) | PostgreSQL database operations via RDS Data API | [![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.postgres-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.postgres-mcp-server%40latest%22%2C%22--connection-string%22%2C%22postgresql%3A\u002F\u002F%5Busername%5D%3A%5Bpassword%5D%40%5Bhost%5D%3A%5Bport%5D\u002F%5Bdatabase%5D%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%7D) \u003Cbr\u002F>[![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.postgres-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMucG9zdGdyZXMtbWNwLXNlcnZlckBsYXRlc3QgLS1jb25uZWN0aW9uLXN0cmluZyBwb3N0Z3Jlc3FsOi8vW3VzZXJuYW1lXTpbcGFzc3dvcmRdQFtob3N0XTpbcG9ydF0vW2RhdGFiYXNlXSIsImVudiI6eyJGQVNUTUNQX0xPR19MRVZFTCI6IkVSUk9SIn0sImRpc2FibGVkIjpmYWxzZSwiYXV0b0FwcHJvdmUiOltdLCJ0cmFuc3BvcnRUeXBlIjoic3RkaW8iLCJhdXRvU3RhcnQiOnRydWV9) \u003Cbr\u002F>[![Install on VS Code](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=PostgreSQL%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.postgres-mcp-server%40latest%22%2C%22--connection-string%22%2C%22postgresql%3A%2F%2F%5Busername%5D%3A%5Bpassword%5D%40%5Bhost%5D%3A%5Bport%5D%2F%5Bdatabase%5D%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%2C%22disabled%22%3Afalse%2C%22autoApprove%22%3A%5B%5D%2C%22transportType%22%3A%22stdio%22%2C%22autoStart%22%3Atrue%7D) |\n| [Amazon Aurora MySQL MCP Server](src\u002Fmysql-mcp-server) | MySQL database operations via RDS Data API | [![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.mysql-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.mysql-mcp-server%40latest%22%2C%22--resource_arn%22%2C%22%5Byour%22%2C%22data%5D%22%2C%22--secret_arn%22%2C%22%5Byour%22%2C%22data%5D%22%2C%22--database%22%2C%22%5Byour%22%2C%22data%5D%22%2C%22--region%22%2C%22%5Byour%22%2C%22data%5D%22%2C%22--readonly%22%2C%22True%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22your-aws-profile%22%2C%22AWS_REGION%22%3A%22us-east-1%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%7D) \u003Cbr\u002F>[![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.mysql-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMubXlzcWwtbWNwLXNlcnZlckBsYXRlc3QgLS1yZXNvdXJjZV9hcm4gW3lvdXIgZGF0YV0gLS1zZWNyZXRfYXJuIFt5b3VyIGRhdGFdIC0tZGF0YWJhc2UgW3lvdXIgZGF0YV0gLS1yZWdpb24gW3lvdXIgZGF0YV0gLS1yZWFkb25seSBUcnVlIiwiZW52Ijp7IkFXU19QUk9GSUxFIjoieW91ci1hd3MtcHJvZmlsZSIsIkFXU19SRUdJT04iOiJ1cy1lYXN0LTEiLCJGQVNUTUNQX0xPR19MRVZFTCI6IkVSUk9SIn0sImRpc2FibGVkIjpmYWxzZSwiYXV0b0FwcHJvdmUiOltdfQ%3D%3D) \u003Cbr\u002F>[![Install on VS Code](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=MySQL%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.mysql-mcp-server%40latest%22%2C%22--resource_arn%22%2C%22%5Byour%20data%5D%22%2C%22--secret_arn%22%2C%22%5Byour%20data%5D%22%2C%22--database%22%2C%22%5Byour%20data%5D%22%2C%22--region%22%2C%22%5Byour%20data%5D%22%2C%22--readonly%22%2C%22True%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22your-aws-profile%22%2C%22AWS_REGION%22%3A%22us-east-1%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%2C%22disabled%22%3Afalse%2C%22autoApprove%22%3A%5B%5D%7D) |\n| [Amazon Aurora DSQL MCP Server](src\u002Faurora-dsql-mcp-server) | Distributed SQL with PostgreSQL compatibility | [![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.aurora-dsql-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aurora-dsql-mcp-server%40latest%22%2C%22--cluster_endpoint%22%2C%22%5Byour%22%2C%22dsql%22%2C%22cluster%22%2C%22endpoint%5D%22%2C%22--region%22%2C%22%5Byour%22%2C%22dsql%22%2C%22cluster%22%2C%22region%2C%22%2C%22e.g.%22%2C%22us-east-1%5D%22%2C%22--database_user%22%2C%22%5Byour%22%2C%22dsql%22%2C%22username%5D%22%2C%22--profile%22%2C%22default%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%7D) \u003Cbr\u002F>[![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.aurora-dsql-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuYXVyb3JhLWRzcWwtbWNwLXNlcnZlckBsYXRlc3QgLS1jbHVzdGVyX2VuZHBvaW50IFt5b3VyIGRzcWwgY2x1c3RlciBlbmRwb2ludF0gLS1yZWdpb24gW3lvdXIgZHNxbCBjbHVzdGVyIHJlZ2lvbiwgZS5nLiB1cy1lYXN0LTFdIC0tZGF0YWJhc2VfdXNlciBbeW91ciBkc3FsIHVzZXJuYW1lXSAtLXByb2ZpbGUgZGVmYXVsdCIsImVudiI6eyJGQVNUTUNQX0xPR19MRVZFTCI6IkVSUk9SIn0sImRpc2FibGVkIjpmYWxzZSwiYXV0b0FwcHJvdmUiOltdfQ%3D%3D) \u003Cbr\u002F>[![Install on VS Code](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=Aurora%20DSQL%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aurora-dsql-mcp-server%40latest%22%2C%22--cluster_endpoint%22%2C%22%5Byour%20dsql%20cluster%20endpoint%5D%22%2C%22--region%22%2C%22%5Byour%20dsql%20cluster%20region%2C%20e.g.%20us-east-1%5D%22%2C%22--database_user%22%2C%22%5Byour%20dsql%20username%5D%22%2C%22--profile%22%2C%22default%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%2C%22disabled%22%3Afalse%2C%22autoApprove%22%3A%5B%5D%7D) |\n| [Amazon DocumentDB MCP Server](src\u002Fdocumentdb-mcp-server) | MongoDB-compatible document database operations | [![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.documentdb-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.documentdb-mcp-serve%40latest%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%2C%22AWS_PROFILE%22%3A%22your-aws-profile%22%7D%7D) \u003Cbr\u002F>[![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.documentdb-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuZG9jdW1lbnRkYi1tY3Atc2VydmVAbGF0ZXN0IiwiZW52Ijp7IkZBU1RNQ1BfTE9HX0xFVkVMIjoiRVJST1IiLCJBV1NfUFJPRklMRSI6InlvdXItYXdzLXByb2ZpbGUifSwiZGlzYWJsZWQiOmZhbHNlLCJhdXRvQXBwcm92ZSI6W119) \u003Cbr\u002F>[![Install on VS Code](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=DocumentDB%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.documentdb-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%2C%22AWS_PROFILE%22%3A%22your-aws-profile%22%7D%2C%22disabled%22%3Afalse%2C%22autoApprove%22%3A%5B%5D%7D) |\n| [Amazon Neptune MCP Server](src\u002Famazon-neptune-mcp-server) | Graph database queries with openCypher and Gremlin | [![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.amazon-neptune-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.amazon-neptune-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22NEPTUNE_ENDPOINT%22%3A%22https%3A\u002F\u002Fyour-neptune-cluster-id.region.neptune.amazonaws.com%3A8182%22%2C%22AWS_PROFILE%22%3A%22your-aws-profile%22%2C%22AWS_REGION%22%3A%22us-east-1%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%7D) \u003Cbr\u002F>[![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.amazon-neptune-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuYW1hem9uLW5lcHR1bmUtbWNwLXNlcnZlckBsYXRlc3QiLCJlbnYiOnsiTkVQVFVORV9FTkRQT0lOVCI6Imh0dHBzOi8veW91ci1uZXB0dW5lLWNsdXN0ZXItaWQucmVnaW9uLm5lcHR1bmUuYW1hem9uYXdzLmNvbTo4MTgyIiwiQVdTX1BST0ZJTEUiOiJ5b3VyLWF3cy1wcm9maWxlIiwiQVdTX1JFR0lPTiI6InVzLWVhc3QtMSIsIkZBU1RNQ1BfTE9HX0xFVkVMIjoiRVJST1IifSwiZGlzYWJsZWQiOmZhbHNlLCJhdXRvQXBwcm92ZSI6W119) \u003Cbr\u002F>[![Install on VS Code](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=Amazon%20Neptune%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.amazon-neptune-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22NEPTUNE_ENDPOINT%22%3A%22https%3A%2F%2Fyour-neptune-cluster-id.region.neptune.amazonaws.com%3A8182%22%2C%22AWS_PROFILE%22%3A%22your-aws-profile%22%2C%22AWS_REGION%22%3A%22us-east-1%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%2C%22disabled%22%3Afalse%2C%22autoApprove%22%3A%5B%5D%7D) |\n| [Amazon Keyspaces MCP Server](src\u002Famazon-keyspaces-mcp-server) | Apache Cassandra-compatible operations | [![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.amazon-keyspaces-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.amazon-keyspaces-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22your-aws-profile%22%2C%22AWS_REGION%22%3A%22us-east-1%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%7D) \u003Cbr\u002F>[![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.amazon-keyspaces-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuYW1hem9uLWtleXNwYWNlcy1tY3Atc2VydmVyQGxhdGVzdCIsImVudiI6eyJBV1NfUFJPRklMRSI6InlvdXItYXdzLXByb2ZpbGUiLCJBV1NfUkVHSU9OIjoidXMtZWFzdC0xIiwiRkFTVE1DUF9MT0dfTEVWRUwiOiJFUlJPUiJ9LCJkaXNhYmxlZCI6ZmFsc2UsImF1dG9BcHByb3ZlIjpbXX0%3D) \u003Cbr\u002F>[![Install on VS Code](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=Amazon%20Keyspaces%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.amazon-keyspaces-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22your-aws-profile%22%2C%22AWS_REGION%22%3A%22us-east-1%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%2C%22disabled%22%3Afalse%2C%22autoApprove%22%3A%5B%5D%7D) |\n| [Amazon Timestream for InfluxDB MCP Server](src\u002Ftimestream-for-influxdb-mcp-server) | Time-series database operations and InfluxDB compatibility | [![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.timestream-for-influxdb-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.timestream-for-influxdb-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22your-aws-profile%22%2C%22AWS_REGION%22%3A%22us-east-1%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%7D) \u003Cbr\u002F>[![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.timestream-for-influxdb-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMudGltZXN0cmVhbS1mb3ItaW5mbHV4ZGItbWNwLXNlcnZlckBsYXRlc3QiLCJlbnYiOnsiQVdTX1BST0ZJTEUiOiJ5b3VyLWF3cy1wcm9maWxlIiwiQVdTX1JFR0lPTiI6InVzLWVhc3QtMSIsIkZBU1RNQ1BfTE9HX0xFVkVMIjoiRVJST1IifSwiZGlzYWJsZWQiOmZhbHNlLCJhdXRvQXBwcm92ZSI6W119) \u003Cbr\u002F>[![Install on VS Code](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=Timestream%20for%20InfluxDB%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.timestream-for-influxdb-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22your-aws-profile%22%2C%22AWS_REGION%22%3A%22us-east-1%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%2C%22disabled%22%3Afalse%2C%22autoApprove%22%3A%5B%5D%7D) |\n| [AWS S3 Tables MCP Server](src\u002Fs3-tables-mcp-server) | Manage S3 Tables for optimized analytics | [![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.s3-tables-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.s3-tables-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22your-aws-profile%22%2C%22AWS_REGION%22%3A%22us-east-1%22%7D%7D) \u003Cbr\u002F>[![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.s3-tables-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuczMtdGFibGVzLW1jcC1zZXJ2ZXJAbGF0ZXN0IiwiZW52Ijp7IkFXU19QUk9GSUxFIjoieW91ci1hd3MtcHJvZmlsZSIsIkFXU19SRUdJT04iOiJ1cy1lYXN0LTEifX0%3D) \u003Cbr\u002F>[![Install on VS Code](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=S3%20Tables%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.s3-tables-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22your-aws-profile%22%2C%22AWS_REGION%22%3A%22us-east-1%22%7D%7D) |\n| [Amazon Redshift MCP Server](src\u002Fredshift-mcp-server) | Data warehouse operations and analytics queries | [![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.redshift-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.redshift-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22default%22%2C%22AWS_REGION%22%3A%22us-east-1%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22INFO%22%7D%7D) \u003Cbr\u002F>[![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.redshift-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMucmVkc2hpZnQtbWNwLXNlcnZlckBsYXRlc3QiLCJlbnYiOnsiQVdTX1BST0ZJTEUiOiJkZWZhdWx0IiwiQVdTX1JFR0lPTiI6InVzLWVhc3QtMSIsIkZBU1RNQ1BfTE9HX0xFVkVMIjoiSU5GTyJ9LCJkaXNhYmxlZCI6ZmFsc2UsImF1dG9BcHByb3ZlIjpbXX0%3D) \u003Cbr\u002F>[![Install on VS Code](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=Redshift%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.redshift-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22default%22%2C%22AWS_REGION%22%3A%22us-east-1%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22INFO%22%7D%2C%22disabled%22%3Afalse%2C%22autoApprove%22%3A%5B%5D%7D) |\n| [AWS IoT SiteWise MCP Server](src\u002Faws-iot-sitewise-mcp-server) | Industrial IoT asset management, data ingestion, and analytics | [![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.aws-iot-sitewise-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-iot-sitewise-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22your-aws-profile%22%2C%22AWS_REGION%22%3A%22us-east-1%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%7D) \u003Cbr\u002F>[![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.aws-iot-sitewise-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuYXdzLWlvdC1zaXRld2lzZS1tY3Atc2VydmVyQGxhdGVzdCIsImVudiI6eyJBV1NfUFJPRklMRSI6InlvdXItYXdzLXByb2ZpbGUiLCJBV1NfUkVHSU9OIjoidXMtZWFzdC0xIiwiRkFTVE1DUF9MT0dfTEVWRUwiOiJFUlJPUiJ9LCJkaXNhYmxlZCI6ZmFsc2UsImF1dG9BcHByb3ZlIjpbXX0%3D) \u003Cbr\u002F>[![Install on VS Code](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=AWS%20IoT%20SiteWise%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-iot-sitewise-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22your-aws-profile%22%2C%22AWS_REGION%22%3A%22us-east-1%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%2C%22disabled%22%3Afalse%2C%22autoApprove%22%3A%5B%5D%7D) |\n\n##### Search & Analytics\n\n- **[Amazon OpenSearch MCP Server](https:\u002F\u002Fgithub.com\u002Fopensearch-project\u002Fopensearch-mcp-server-py)** - OpenSearch powered search, Analytics, and Observability\n\n#### Backend API Providers\n| Server Name | Description | Install |\n|-------------|-------------|---------|\n| [AWS AppSync MCP Server](src\u002Faws-appsync-mcp-server) | Manage and Interact with application backends powered by AWS AppSync | [![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.aws-appsync-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-appsync-mcp-server%40latest%22%2C%22--allow-write%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22default%22%2C%22AWS_REGION%22%3A%22us-east-1%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%7D) \u003Cbr\u002F>[![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.aws-appsync-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuYXdzLWFwcHN5bmMtbWNwLXNlcnZlckBsYXRlc3QgLS1hbGxvdy13cml0ZSIsImVudiI6eyJBV1NfUFJPRklMRSI6ImRlZmF1bHQiLCJBV1NfUkVHSU9OIjoidXMtZWFzdC0xIiwiRkFTVE1DUF9MT0dfTEVWRUwiOiJFUlJPUiJ9LCJkaXNhYmxlZCI6ZmFsc2UsImF1dG9BcHByb3ZlIjpbXX0=) \u003Cbr\u002F>[![Install on VS Code](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=AWS%20AppSync%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-appsync-mcp-server%40latest%22%2C%20%22--allow-write%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22default%22%2C%22AWS_REGION%22%3A%22us-east-1%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%2C%22disabled%22%3Afalse%2C%22autoApprove%22%3A%5B%5D%7D) |\n\n#### Caching & Performance\n| Server Name | Description | Install |\n|-------------|-------------|---------|\n| [Amazon ElastiCache MCP Server](src\u002Felasticache-mcp-server) | Complete ElastiCache control plane operations | [![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.elasticache-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.elasticache-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22default%22%2C%22AWS_REGION%22%3A%22us-west-2%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%7D) \u003Cbr\u002F>[![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.elasticache-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuZWxhc3RpY2FjaGUtbWNwLXNlcnZlckBsYXRlc3QiLCJlbnYiOnsiQVdTX1BST0ZJTEUiOiJkZWZhdWx0IiwiQVdTX1JFR0lPTiI6InVzLXdlc3QtMiIsIkZBU1RNQ1BfTE9HX0xFVkVMIjoiRVJST1IifSwiZGlzYWJsZWQiOmZhbHNlLCJhdXRvQXBwcm92ZSI6W119) \u003Cbr\u002F>[![Install on VS Code](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=ElastiCache%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.elasticache-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22default%22%2C%22AWS_REGION%22%3A%22us-west-2%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%2C%22disabled%22%3Afalse%2C%22autoApprove%22%3A%5B%5D%7D) |\n| [Amazon ElastiCache \u002F MemoryDB for Valkey MCP Server](src\u002Fvalkey-mcp-server) | Advanced data structures and caching with Valkey | [![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.valkey-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.valkey-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22VALKEY_HOST%22%3A%22127.0.0.1%22%2C%22VALKEY_PORT%22%3A%226379%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%7D) \u003Cbr\u002F>[![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.valkey-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMudmFsa2V5LW1jcC1zZXJ2Z","awslabs\u002Fmcp 是一套专为AWS设计的开源MCP服务器，旨在通过Model Context Protocol（MCP）帮助用户充分利用AWS资源。该项目使用Python编写，支持多种传输机制，并且移除了对Server Sent Events的支持以提高安全性与性能。其核心功能包括实时访问官方AWS文档、基础设施部署自动化、AI与机器学习服务集成等，适用于需要在AWS上构建和管理复杂应用的企业和个人开发者。尽管项目推荐新用户考虑使用Agent Toolkit for AWS，但mcp仍然持续维护并接受社区贡献。",2,"2026-06-11 03:39:47","high_star"]