[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"similar-awslabs--mcp":3,"tool-awslabs--mcp":64},[4,18,26,39,47,56],{"id":5,"name":6,"github_repo":7,"description_zh":8,"stars":9,"difficulty_score":10,"last_commit_at":11,"category_tags":12,"status":17},6121,"gemini-cli","google-gemini\u002Fgemini-cli","gemini-cli 是一款由谷歌推出的开源 AI 命令行工具，它将强大的 Gemini 大模型能力直接集成到用户的终端环境中。对于习惯在命令行工作的开发者而言，它提供了一条从输入提示词到获取模型响应的最短路径，无需切换窗口即可享受智能辅助。\n\n这款工具主要解决了开发过程中频繁上下文切换的痛点，让用户能在熟悉的终端界面内直接完成代码理解、生成、调试以及自动化运维任务。无论是查询大型代码库、根据草图生成应用，还是执行复杂的 Git 操作，gemini-cli 都能通过自然语言指令高效处理。\n\n它特别适合广大软件工程师、DevOps 人员及技术研究人员使用。其核心亮点包括支持高达 100 万 token 的超长上下文窗口，具备出色的逻辑推理能力；内置 Google 搜索、文件操作及 Shell 命令执行等实用工具；更独特的是，它支持 MCP（模型上下文协议），允许用户灵活扩展自定义集成，连接如图像生成等外部能力。此外，个人谷歌账号即可享受免费的额度支持，且项目基于 Apache 2.0 协议完全开源，是提升终端工作效率的理想助手。",100752,2,"2026-04-10T01:20:03",[13,14,15,16],"插件","Agent","图像","开发框架","ready",{"id":19,"name":20,"github_repo":21,"description_zh":22,"stars":23,"difficulty_score":10,"last_commit_at":24,"category_tags":25,"status":17},4721,"markitdown","microsoft\u002Fmarkitdown","MarkItDown 是一款由微软 AutoGen 团队打造的轻量级 Python 工具，专为将各类文件高效转换为 Markdown 格式而设计。它支持 PDF、Word、Excel、PPT、图片（含 OCR）、音频（含语音转录）、HTML 乃至 YouTube 链接等多种格式的解析，能够精准提取文档中的标题、列表、表格和链接等关键结构信息。\n\n在人工智能应用日益普及的今天，大语言模型（LLM）虽擅长处理文本，却难以直接读取复杂的二进制办公文档。MarkItDown 恰好解决了这一痛点，它将非结构化或半结构化的文件转化为模型“原生理解”且 Token 效率极高的 Markdown 格式，成为连接本地文件与 AI 分析 pipeline 的理想桥梁。此外，它还提供了 MCP（模型上下文协议）服务器，可无缝集成到 Claude Desktop 等 LLM 应用中。\n\n这款工具特别适合开发者、数据科学家及 AI 研究人员使用，尤其是那些需要构建文档检索增强生成（RAG）系统、进行批量文本分析或希望让 AI 助手直接“阅读”本地文件的用户。虽然生成的内容也具备一定可读性，但其核心优势在于为机器",93400,"2026-04-06T19:52:38",[13,16],{"id":27,"name":28,"github_repo":29,"description_zh":30,"stars":31,"difficulty_score":10,"last_commit_at":32,"category_tags":33,"status":17},2268,"ML-For-Beginners","microsoft\u002FML-For-Beginners","ML-For-Beginners 是由微软推出的一套系统化机器学习入门课程，旨在帮助零基础用户轻松掌握经典机器学习知识。这套课程将学习路径规划为 12 周，包含 26 节精炼课程和 52 道配套测验，内容涵盖从基础概念到实际应用的完整流程，有效解决了初学者面对庞大知识体系时无从下手、缺乏结构化指导的痛点。\n\n无论是希望转型的开发者、需要补充算法背景的研究人员，还是对人工智能充满好奇的普通爱好者，都能从中受益。课程不仅提供了清晰的理论讲解，还强调动手实践，让用户在循序渐进中建立扎实的技能基础。其独特的亮点在于强大的多语言支持，通过自动化机制提供了包括简体中文在内的 50 多种语言版本，极大地降低了全球不同背景用户的学习门槛。此外，项目采用开源协作模式，社区活跃且内容持续更新，确保学习者能获取前沿且准确的技术资讯。如果你正寻找一条清晰、友好且专业的机器学习入门之路，ML-For-Beginners 将是理想的起点。",85092,"2026-04-10T11:13:16",[15,34,35,13,14,36,37,16,38],"数据工具","视频","其他","语言模型","音频",{"id":40,"name":41,"github_repo":42,"description_zh":43,"stars":44,"difficulty_score":10,"last_commit_at":45,"category_tags":46,"status":17},6520,"openai-cookbook","openai\u002Fopenai-cookbook","openai-cookbook 是 OpenAI 官方提供的一套实用代码示例与指南合集，旨在帮助开发者快速上手并掌握 OpenAI API 的核心用法。面对大模型应用中常见的提示词工程、函数调用、数据嵌入及复杂任务编排等挑战，新手往往难以找到标准化的实现路径。openai-cookbook 通过提供经过验证的代码片段和详细教程，有效解决了“如何从零开始构建应用”以及“如何最佳实践特定功能”的痛点。\n\n这套资源主要面向软件开发者和 AI 技术研究人员，同时也适合希望深入理解大模型能力的技术爱好者。虽然示例代码主要以 Python 编写，但其背后的设计思路和技术逻辑具有通用性，可轻松迁移至其他编程语言。其独特亮点在于内容紧跟官方最新特性更新，覆盖了从基础文本生成到高级代理（Agent）构建的全场景需求，且所有示例均支持在本地环境直接运行调试。作为开源项目，它采用宽松的 MIT 许可证，鼓励社区贡献与二次开发，是学习大模型应用开发不可或缺的实战手册。",72659,"2026-04-10T21:55:21",[37,13],{"id":48,"name":49,"github_repo":50,"description_zh":51,"stars":52,"difficulty_score":53,"last_commit_at":54,"category_tags":55,"status":17},2181,"OpenHands","OpenHands\u002FOpenHands","OpenHands 是一个专注于 AI 驱动开发的开源平台，旨在让智能体（Agent）像人类开发者一样理解、编写和调试代码。它解决了传统编程中重复性劳动多、环境配置复杂以及人机协作效率低等痛点，通过自动化流程显著提升开发速度。\n\n无论是希望提升编码效率的软件工程师、探索智能体技术的研究人员，还是需要快速原型验证的技术团队，都能从中受益。OpenHands 提供了灵活多样的使用方式：既可以通过命令行（CLI）或本地图形界面在个人电脑上轻松上手，体验类似 Devin 的流畅交互；也能利用其强大的 Python SDK 自定义智能体逻辑，甚至在云端大规模部署上千个智能体并行工作。\n\n其核心技术亮点在于模块化的软件智能体 SDK，这不仅构成了平台的引擎，还支持高度可组合的开发模式。此外，OpenHands 在 SWE-bench 基准测试中取得了 77.6% 的优异成绩，证明了其解决真实世界软件工程问题的能力。平台还具备完善的企业级功能，支持与 Slack、Jira 等工具集成，并提供细粒度的权限管理，适合从个人开发者到大型企业的各类用户场景。",71056,3,"2026-04-12T11:10:54",[37,14,16,13],{"id":57,"name":58,"github_repo":59,"description_zh":60,"stars":61,"difficulty_score":10,"last_commit_at":62,"category_tags":63,"status":17},51,"gstack","garrytan\u002Fgstack","gstack 是 Y Combinator CEO Garry Tan 亲自开源的一套 AI 工程化配置，旨在将 Claude Code 升级为你的虚拟工程团队。面对单人开发难以兼顾产品战略、架构设计、代码审查及质量测试的挑战，gstack 提供了一套标准化解决方案，帮助开发者实现堪比二十人团队的高效产出。\n\n这套配置特别适合希望提升交付效率的创始人、技术负责人，以及初次尝试 Claude Code 的开发者。gstack 的核心亮点在于内置了 15 个具有明确职责的 AI 角色工具，涵盖 CEO、设计师、工程经理、QA 等职能。用户只需通过简单的斜杠命令（如 `\u002Freview` 进行代码审查、`\u002Fqa` 执行测试、`\u002Fplan-ceo-review` 规划功能），即可自动化处理从需求分析到部署上线的全链路任务。\n\n所有操作基于 Markdown 和斜杠命令，无需复杂配置，完全免费且遵循 MIT 协议。gstack 不仅是一套工具集，更是一种现代化的软件工厂实践，让单人开发者也能拥有严谨的工程流程。",70576,"2026-04-12T23:07:56",[14,13],{"id":65,"github_repo":66,"name":67,"description_en":68,"description_zh":69,"ai_summary_zh":69,"readme_en":70,"readme_zh":71,"quickstart_zh":72,"use_case_zh":73,"hero_image_url":74,"owner_login":75,"owner_name":76,"owner_avatar_url":77,"owner_bio":78,"owner_company":79,"owner_location":79,"owner_email":79,"owner_twitter":79,"owner_website":80,"owner_url":81,"languages":82,"stars":113,"forks":114,"last_commit_at":115,"license":116,"difficulty_score":10,"env_os":117,"env_gpu":118,"env_ram":118,"env_deps":119,"category_tags":125,"github_topics":126,"view_count":10,"oss_zip_url":79,"oss_zip_packed_at":79,"status":17,"created_at":135,"updated_at":136,"faqs":137,"releases":167},7096,"awslabs\u002Fmcp","mcp","Official MCP Servers for AWS","mcp 是 AWS 官方推出的一套开源模型上下文协议（MCP）服务器集合，旨在让开发者在使用各类 AI 助手时，能够更安全、高效地连接和操作 AWS 云服务。它解决了大语言模型在缺乏实时上下文时难以准确执行云资源管理、代码部署或数据查询的痛点，通过标准化的接口让 AI 直接“读懂”并调用 AWS 能力。\n\n这套工具特别适合云原生开发者、DevOps 工程师以及希望构建智能自动化工作流的技术团队。无论是进行基础设施即代码（IaC）管理、容器化应用部署，还是处理复杂的数据库查询与机器学习任务，mcp 都能提供针对性的支持。其核心亮点在于丰富的场景覆盖：从实时访问官方文档到自动执行后台运维任务，甚至支持在无服务器架构中直接运行。此外，mcp 提供了灵活的部署方式，既支持本地运行以保障敏感数据安全，也支持远程部署以适应分布式协作需求。通过模块化设计，用户可以按需组合功能，轻松将 AWS 的强大能力融入日常开发与对话式助手中，显著提升云端工作效率。","# 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## 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        - [Infrastructure as Code](#infrastructure-as-code)\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        - [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-1)\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      - [💬 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    - [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| [AWS CDK MCP Server](src\u002Fcdk-mcp-server) ⚠️ **DEPRECATED** | AWS CDK development with security compliance 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.cdk-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.cdk-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.cdk-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuY2RrLW1jcC1zZXJ2ZXJAbGF0ZXN0IiwiZW52Ijp7IkZBU1RNQ1BfTE9HX0xFVkVMIjoiRVJST1IifSwiZGlzYWJsZWQiOmZhbHNlLCJhdXRvQXBwcm92ZSI6W119) \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=CDK%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.cdk-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| [AWS Terraform MCP Server](src\u002Fterraform-mcp-server) ⚠️ **DEPRECATED** | Terraform workflows with integrated security scanning (Use [HashiCorp's official Terraform MCP Server](https:\u002F\u002Fgithub.com\u002Fhashicorp\u002Fterraform-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.terraform-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.terraform-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.terraform-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMudGVycmFmb3JtLW1jcC1zZXJ2ZXJAbGF0ZXN0IiwiZW52Ijp7IkZBU1RNQ1BfTE9HX0xFVkVMIjoiRVJST1IifSwiZGlzYWJsZWQiOmZhbHNlLCJhdXRvQXBwcm92ZSI6W119) \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=Terraform%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.terraform-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| [AWS CloudFormation MCP Server](src\u002Fcfn-mcp-server) | Direct CloudFormation resource management via Cloud Control 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.cfn-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.cfn-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22your-named-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.cfn-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuY2ZuLW1jcC1zZXJ2ZXJAbGF0ZXN0IiwiZW52Ijp7IkFXU19QUk9GSUxFIjoieW91ci1uYW1lZC1wcm9maWxlIn0sImRpc2FibGVkIjpmYWxzZSwiYXV0b0FwcHJvdmUiOltdfQ%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=CloudFormation%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.cfn-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22your-named-profile%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#### 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| [Nova Canvas MCP Server](src\u002Fnova-canvas-mcp-server) ⚠️ **DEPRECATED** | AI image generation using Amazon Nova Canvas (Use [bedrock-image-mcp-server](https:\u002F\u002Fgithub.com\u002Fkalleeh\u002Fbedrock-image-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.nova-canvas-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.nova-canvas-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.nova-canvas-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMubm92YS1jYW52YXMtbWNwLXNlcnZlckBsYXRlc3QiLCJlbnYiOnsiQVdTX1BST0ZJTEUiOiJ5b3VyLWF3cy1wcm9maWxlIiwiQVdTX1JFR0lPTiI6InVzLWVhc3QtMSIsIkZBU1RNQ1BfTE9HX0xFVkVMIjoiRVJST1IifSwiZGlzYWJsZWQiOmZhbHNlLCJhdXRvQXBwcm92ZSI6W119) \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=Nova%20Canvas%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.nova-canvas-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 Bedrock Data Automation MCP Server](src\u002Faws-bedrock-data-automation-mcp-server) ⚠️ **DEPRECATED** | Analyze documents, images, videos, and audio files (Use [boto3 API](https:\u002F\u002Fdocs.aws.amazon.com\u002Fbedrock\u002Flatest\u002Fuserguide\u002Fdata-automation.html) or [aws-api-mcp-server](src\u002Faws-api-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=bedrock-data-automation-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-bedrock-data-automation-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%22AWS_BUCKET_NAME%22%3A%22your-s3-bucket-name%22%2C%22BASE_DIR%22%3A%22\u002Fpath\u002Fto\u002Fbase\u002Fdirectory%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=bedrock-data-automation-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuYXdzLWJlZHJvY2stZGF0YS1hdXRvbWF0aW9uLW1jcC1zZXJ2ZXJAbGF0ZXN0IiwiZW52Ijp7IkFXU19QUk9GSUxFIjoieW91ci1hd3MtcHJvZmlsZSIsIkFXU19SRUdJT04iOiJ1cy1lYXN0LTEiLCJBV1NfQlVDS0VUX05BTUUiOiJ5b3VyLXMzLWJ1Y2tldC1uYW1lIiwiQkFTRV9ESVIiOiIvcGF0aC90by9iYXNlL2RpcmVjdG9yeSIsIkZBU1RNQ1BfTE9HX0xFVkVMIjoiRVJST1IifSwiZGlzYWJsZWQiOmZhbHNlLCJhdXRvQXBwcm92ZSI6W119) \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%20Data%20Automation%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-bedrock-data-automation-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%22AWS_BUCKET_NAME%22%3A%22your-s3-bucket-name%22%2C%22BASE_DIR%22%3A%22%2Fpath%2Fto%2Fbase%2Fdirectory%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 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| [Amazon MSK MCP Server](src\u002Faws-msk-mcp-server) ⚠️ **DEPRECATED** | Managed Kafka cluster operations and streaming (Use [aws-api-mcp-server](src\u002Faws-api-mcp-server) or MSK boto3 APIs directly 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.aws-msk-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-msk-mcp-server%40latest%22%2C%22--allow-writes%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-msk-mcp-server&config=JTdCJTIyY29tbWFuZCUyMiUzQSUyMnV2eCUyMGF3c2xhYnMuYXdzLW1zay1tY3Atc2VydmVyJTQwbGF0ZXN0JTIwLS1hbGxvdy13cml0ZXMlMjIlMkMlMjJlbnYlMjIlM0ElN0IlMjJGQVNUTUNQX0xPR19MRVZFTCUyMiUzQSUyMkVSUk9SJTIyJTdEJTJDJTIyZGlzYWJsZWQlMjIlM0FmYWxzZSUyQyUyMmF1dG9BcHByb3ZlJTIyJTNBJTVCJTVEJTdE) \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%20MSK%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-msk-mcp-server%40latest%22%2C%22--allow-writes%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| [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=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMudmFsa2V5LW1jcC1zZXJ2ZXJAbGF0ZXN0IiwiZW52Ijp7IlZBTEtFWV9IT1NUIjoiMTI3LjAuMC4xIiwiVkFMS0VZX1BPUlQiOiI2Mzc5IiwiRkFTVE1DUF9MT0dfTEVWRUwiOiJFUlJPUiJ9LCJhdXRvQXBwcm92ZSI6W10sImRpc2FibGVkIjpmYWxzZX0%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=Valkey%20MCP%20Server&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%2C%22autoApprove%22%3A%5B%5D%2C%22disabled%22%3Afalse%7D) |\n| [Amazon ElastiCache for Memcached MCP Server](src\u002Fmemcached-mcp-server) | High-speed caching with Memcached protocol | [![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.memcached-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.memcached-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%2C%22MEMCACHED_HOST%22%3A%22your-memcached-host%22%2C%22MEMCACHED_PORT%22%3A%2211211%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.memcached-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMubWVtY2FjaGVkLW1jcC1zZXJ2ZXJAbGF0ZXN0IiwiZW52Ijp7IkZBU1RNQ1BfTE9HX0xFVkVMIjoiRVJST1IiLCJNRU1DQUNIRURfSE9TVCI6InlvdXItbWVtY2FjaGVkLWhvc3QiLCJNRU1DQUNIRURfUE9SVCI6IjExMjExIn0sImRpc2FibGVkIjpmYWxzZSwiYXV0b0FwcHJvdmUiOltdfQ%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=Memcached%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.memcached-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%2C%22MEMCACHED_HOST%22%3A%22your-memcached-host%22%2C%22MEMCACHED_PORT%22%3A%2211211%22%7D%2C%22disabled%22%3Afalse%2C%22autoApprove%22%3A%5B%5D%7D) |\n\n\n### 🛠️ Developer Tools & Support\nAccelerate development with code analysis, documentation, and testing utilities.\n\n| Server Name | Description | Install |\n|-------------|-------------|---------|\n| [AWS IAM MCP Server](src\u002Fiam-mcp-server) | Comprehensive IAM user, role, group, and policy management with security 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.iam-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.iam-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.iam-mcp-server&config=eyJjb21tYW5kIjoidXZ4IiwiYXJncyI6WyJhd3NsYWJzLmlhbS1tY3Atc2VydmVyQGxhdGVzdCJdLCJlbnYiOnsiQVdTX1BST0ZJTEUiOiJ5b3VyLWF3cy1wcm9maWxlIiwiQVdTX1JFR0lPTiI6InVzLWVhc3QtMSIsIkZBU1RNQ1BfTE9HX0xFVkVMIjoiRVJST1IifX0%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%20IAM%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.iam-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) |\n| [Git Repo Research MCP Server](src\u002Fgit-repo-research-mcp-server) ⚠️ **DEPRECATED** | Semantic code search and repository analysis (Use [Context7](https:\u002F\u002Fgithub.com\u002Fupstash\u002Fcontext7) 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.git-repo-research-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.git-repo-research-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22your-profile-name%22%2C%22AWS_REGION%22%3A%22us-west-2%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%2C%22GITHUB_TOKEN%22%3A%22your-github-token%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.git-repo-research-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuZ2l0LXJlcG8tcmVzZWFyY2gtbWNwLXNlcnZlckBsYXRlc3QiLCJlbnYiOnsiQVdTX1BST0ZJTEUiOiJ5b3VyLXByb2ZpbGUtbmFtZSIsIkFXU19SRUdJT04iOiJ1cy13ZXN0LTIiLCJGQVNUTUNQX0xPR19MRVZFTCI6IkVSUk9SIiwiR0lUSFVCX1RPS0VOIjoieW91ci1naXRodWItdG9rZW4ifSwiZGlzYWJsZWQiOmZhbHNlLCJhdXRvQXBwcm92ZSI6W119) \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=Git%20Repo%20Research%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.git-repo-research-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22your-profile-name%22%2C%22AWS_REGION%22%3A%22us-west-2%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%2C%22GITHUB_TOKEN%22%3A%22your-github-token%22%7D%2C%22disabled%22%3Afalse%2C%22autoApprove%22%3A%5B%5D%7D) |\n| [Code Documentation Generator MCP Server](src\u002Fcode-doc-gen-mcp-server) | ⚠️ **DEPRECATED** - Automated documentation from code analysis | [![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.code-doc-gen-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.code-doc-gen-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.code-doc-gen-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuY29kZS1kb2MtZ2VuLW1jcC1zZXJ2ZXJAbGF0ZXN0IiwiZW52Ijp7IkZBU1RNQ1BfTE9HX0xFVkVMIjoiRVJST1IifSwiZGlzYWJsZWQiOmZhbHNlLCJhdXRvQXBwcm92ZSI6W119) \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=Code%20Documentation%20Generator%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.code-doc-gen-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| [AWS Diagram MCP Server](src\u002Faws-diagram-mcp-server) ⚠️ **DEPRECATED** | Generate architecture diagrams and technical illustrations (Use the [diagram agent skill](https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fagent-plugins\u002Ftree\u002Fmain\u002Fplugins\u002Fdeploy-on-aws) 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.aws-diagram-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-diagram-mcp-server%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-diagram-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuYXdzLWRpYWdyYW0tbWNwLXNlcnZlciIsImVudiI6eyJGQVNUTUNQX0xPR19MRVZFTCI6IkVSUk9SIn0sImF1dG9BcHByb3ZlIjpbXSwiZGlzYWJsZWQiOmZhbHNlfQ%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%20Diagram%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-diagram-mcp-server%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%2C%22autoApprove%22%3A%5B%5D%2C%22disabled%22%3Afalse%7D) |\n| [Frontend MCP Server](src\u002Ffrontend-mcp-server) ⚠️ **DEPRECATED** | React and modern web development guidance (Use project-level documentation or [Kiro](https:\u002F\u002Fkiro.dev) specs 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.frontend-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.frontend-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.frontend-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuZnJvbnRlbmQtbWNwLXNlcnZlckBsYXRlc3QiLCJlbnYiOnsiRkFTVE1DUF9MT0dfTEVWRUwiOiJFUlJPUiJ9LCJkaXNhYmxlZCI6ZmFsc2UsImF1dG9BcHByb3ZlIjpbXX0%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=Frontend%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.frontend-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| [Synthetic Data MCP Server](src\u002Fsyntheticdata-mcp-server) ⚠️ **DEPRECATED** | Generate realistic test data for development and ML (Functionality achievable natively by AI assistants; use [S3 MCP Server](src\u002Fs3-mcp-server) for uploads) | [![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.syntheticdata-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.syntheticdata-mcp-server%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%2C%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.syntheticdata-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuc3ludGhldGljZGF0YS1tY3Atc2VydmVyIiwiZW52Ijp7IkZBU1RNQ1BfTE9HX0xFVkVMIjoiRVJST1IiLCJBV1NfUFJPRklMRSI6InlvdXItYXdzLXByb2ZpbGUiLCJBV1NfUkVHSU9OIjoidXMtZWFzdC0xIn0sImF1dG9BcHByb3ZlIjpbXSwiZGlzYWJsZWQiOmZhbHNlfQ%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=Synthetic%20Data%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.syntheticdata-mcp-server%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%2C%22AWS_PROFILE%22%3A%22your-aws-profile%22%2C%22AWS_REGION%22%3A%22us-east-1%22%7D%2C%22autoApprove%22%3A%5B%5D%2C%22disabled%22%3Afalse%7D) |\n| [OpenAPI MCP Server](src\u002Fopenapi-mcp-server) | Dynamic API integration through OpenAPI specifications | [![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.openapi-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.openapi-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22API_NAME%22%3A%22your-api-name%22%2C%22API_BASE_URL%22%3A%22https%3A\u002F\u002Fapi.example.com%22%2C%22API_SPEC_URL%22%3A%22https%3A\u002F\u002Fapi.example.com\u002Fopenapi.json%22%2C%22LOG_LEVEL%22%3A%22ERROR%22%2C%22ENABLE_PROMETHEUS%22%3A%22false%22%2C%22ENABLE_OPERATION_PROMPTS%22%3A%22true%22%2C%22UVICORN_TIMEOUT_GRACEFUL_SHUTDOWN%22%3A%225.0%22%2C%22UVICORN_GRACEFUL_SHUTDOWN%22%3A%22true%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.openapi-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMub3BlbmFwaS1tY3Atc2VydmVyQGxhdGVzdCIsImVudiI6eyJBUElfTkFNRSI6InlvdXItYXBpLW5hbWUiLCJBUElfQkFTRV9VUkwiOiJodHRwczovL2FwaS5leGFtcGxlLmNvbSIsIkFQSV9TUEVDX1VSTCI6Imh0dHBzOi8vYXBpLmV4YW1wbGUuY29tL29wZW5hcGkuanNvbiIsIkxPR19MRVZFTCI6IkVSUk9SIiwiRU5BQkxFX1BST01FVEhFVVMiOiJmYWxzZSIsIkVOQUJMRV9PUEVSQVRJT05fUFJPTVBUUyI6InRydWUiLCJVVklDT1JOX1RJTUVPVVRfR1JBQ0VGVUxfU0hVVERPV04iOiI1LjAiLCJVVklDT1JOX0dSQUNFRlVMX1NIVVRET1dOIjoidHJ1ZSJ9LCJkaXNhYmxlZCI6ZmFsc2UsImF1dG9BcHByb3ZlIjpbXX0%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=OpenAPI%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.openapi-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22API_NAME%22%3A%22your-api-name%22%2C%22API_BASE_URL%22%3A%22https%3A%2F%2Fapi.example.com%22%2C%22API_SPEC_URL%22%3A%22https%3A%2F%2Fapi.example.com%2Fopenapi.json%22%2C%22LOG_LEVEL%22%3A%22ERROR%22%2C%22ENABLE_PROMETHEUS%22%3A%22false%22%2C%22ENABLE_OPERATION_PROMPTS%22%3A%22true%22%2C%22UVICORN_TIMEOUT_GRACEFUL_SHUTDOWN%22%3A%225.0%22%2C%22UVICORN_GRACEFUL_SHUTDOWN%22%3A%22true%22%7D%2C%22disabled%22%3Afalse%2C%22autoApprove%22%3A%5B%5D%7D) |\n\n\n### 📡 Integration & Messaging\n\nConnect systems with messaging, workflows, and location services.\n\n| Server Name | Description | Install |\n|-------------|-------------|---------|\n| [Amazon SNS \u002F SQS MCP Server](src\u002Famazon-sns-sqs-mcp-server) | Event-driven messaging and queue management | [![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-sns-sqs-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.amazon-sns-sqs-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.amazon-sns-sqs-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuYW1hem9uLXNucy1zcXMtbWNwLXNlcnZlckBsYXRlc3QiLCJlbnYiOnsiQVdTX1BST0ZJTEUiOiJ5b3VyLWF3cy1wcm9maWxlIiwiQVdTX1JFR0lPTiI6InVzLWVhc3QtMSJ9fQ%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%20SNS%2FSQS%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.amazon-sns-sqs-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 MQ MCP Server](src\u002Famazon-mq-mcp-server) | Message broker management for RabbitMQ and ActiveMQ | [![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-mq-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.amazon-mq-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-mq-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuYW1hem9uLW1xLW1jcC1zZXJ2ZXJAbGF0ZXN0IiwiZW52Ijp7IkFXU19QUk9GSUxFIjoieW91ci1hd3MtcHJvZmlsZSIsIkFXU19SRUdJT04iOiJ1cy1lYXN0LTEiLCJGQVNUTUNQX0xPR19MRVZFTCI6IkVSUk9SIn0sImRpc2FibGVkIjpmYWxzZSwiYXV0b0FwcHJvdmUiOltdfQ%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%20MQ%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.amazon-mq-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 MSK MCP Server](src\u002Faws-msk-mcp-server) | Managed Kafka cluster operations and streaming | [![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-msk-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-msk-mcp-server%40latest%22%2C%22--allow-writes%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-msk-mcp-server&config=JTdCJTIyY29tbWFuZCUyMiUzQSUyMnV2eCUyMGF3c2xhYnMuYXdzLW1zay1tY3Atc2VydmVyJTQwbGF0ZXN0JTIwLS1hbGxvdy13cml0ZXMlMjIlMkMlMjJlbnYlMjIlM0ElN0IlMjJGQVNUTUNQX0xPR19MRVZFTCUyMiUzQSUyMkVSUk9SJTIyJTdEJTJDJTIyZGlzYWJsZWQlMjIlM0FmYWxzZSUyQyUyMmF1dG9BcHByb3ZlJTIyJTNBJTVCJTVEJTdE) \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%20MSK%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-msk-mcp-server%40latest%22%2C%22--allow-writes%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| [AWS Step Functions Tool MCP Server](src\u002Fstepfunctions-tool-mcp-server) | Execute complex workflows and business processes | [![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.stepfunctions-tool-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.stepfunctions-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%22STATE_MACHINE_PREFIX%22%3A%22your-state-machine-prefix%22%2C%22STATE_MACHINE_LIST%22%3A%22your-first-state-machine%2C%20your-second-state-machine%22%2C%22STATE_MACHINE_TAG_KEY%22%3A%22your-tag-key%22%2C%22STATE_MACHINE_TAG_VALUE%22%3A%22your-tag-value%22%2C%22STATE_MACHINE_INPUT_SCHEMA_ARN_TAG_KEY%22%3A%22your-state-machine-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.stepfunctions-tool-mcp-server&config=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%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=Step%20Functions%20Tool%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.stepfunctions-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%22STATE_MACHINE_PREFIX%22%3A%22your-state-machine-prefix%22%2C%22STATE_MACHINE_LIST%22%3A%22your-first-state-machine%2C%20your-second-state-machine%22%2C%22STATE_MACHINE_TAG_KEY%22%3A%22your-tag-key%22%2C%22STATE_MACHINE_TAG_VALUE%22%3A%22your-tag-value%22%2C%22STATE_MACHINE_INPUT_SCHEMA_ARN_TAG_KEY%22%3A%22your-state-machine-tag-for-input-schema%22%7D%2C%22disabled%22%3Afalse%2C%22autoApprove%22%3A%5B%5D%7D) |\n| [Amazon Location Service MCP Server](src\u002Faws-location-mcp-server) | Place search, geocoding, and route optimization | [![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-location-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-location-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-location-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuYXdzLWxvY2F0aW9uLW1jcC1zZXJ2ZXJAbGF0ZXN0IiwiZW52Ijp7IkFXU19QUk9GSUxFIjoieW91ci1hd3MtcHJvZmlsZSIsIkFXU19SRUdJT04iOiJ1cy1lYXN0LTEiLCJGQVNUTUNQX0xPR19MRVZFTCI6IkVSUk9SIn0sImRpc2FibGVkIjpmYWxzZSwiYXV0b0FwcHJvdmUiOltdfQ%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%20Location%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-location-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| [OpenAPI MCP Server](src\u002Fopenapi-mcp-server) | Dynamic API integration through OpenAPI specifications | [![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.openapi-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.openapi-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22API_NAME%22%3A%22your-api-name%22%2C%22API_BASE_URL%22%3A%22https%3A\u002F\u002Fapi.example.com%22%2C%22API_SPEC_URL%22%3A%22https%3A\u002F\u002Fapi.example.com\u002Fopenapi.json%22%2C%22LOG_LEVEL%22%3A%22ERROR%22%2C%22ENABLE_PROMETHEUS%22%3A%22false%22%2C%22ENABLE_OPERATION_PROMPTS%22%3A%22true%22%2C%22UVICORN_TIMEOUT_GRACEFUL_SHUTDOWN%22%3A%225.0%22%2C%22UVICORN_GRACEFUL_SHUTDOWN%22%3A%22true%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.openapi-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMub3BlbmFwaS1tY3Atc2VydmVyQGxhdGVzdCIsImVudiI6eyJBUElfTkFNRSI6InlvdXItYXBpLW5hbWUiLCJBUElfQkFTRV9VUkwiOiJodHRwczovL2FwaS5leGFtcGxlLmNvbSIsIkFQSV9TUEVDX1VSTCI6Imh0dHBzOi8vYXBpLmV4YW1wbGUuY29tL29wZW5hcGkuanNvbiIsIkxPR19MRVZFTCI6IkVSUk9SIiwiRU5BQkxFX1BST01FVEhFVVMiOiJmYWxzZSIsIkVOQUJMRV9PUEVSQVRJT05fUFJPTVBUUyI6InRydWUiLCJVVklDT1JOX1RJTUVPVVRfR1JBQ0VGVUxfU0hVVERPV04iOiI1LjAiLCJVVklDT1JOX0dSQUNFRlVMX1NIVVRET1dOIjoidHJ1ZSJ9LCJkaXNhYmxlZCI6ZmFsc2UsImF1dG9BcHByb3ZlIjpbXX0%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=OpenAPI%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.openapi-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22API_NAME%22%3A%22your-api-name%22%2C%22API_BASE_URL%22%3A%22https%3A%2F%2Fapi.example.com%22%2C%22API_SPEC_URL%22%3A%22https%3A%2F%2Fapi.example.com%2Fopenapi.json%22%2C%22LOG_LEVEL%22%3A%22ERROR%22%2C%22ENABLE_PROMETHEUS%22%3A%22false%22%2C%22ENABLE_OPERATION_PROMPTS%22%3A%22true%22%2C%22UVICORN_TIMEOUT_GRACEFUL_SHUTDOWN%22%3A%225.0%22%2C%22UVICORN_GRACEFUL_SHUTDOWN%22%3A%22true%22%7D%2C%22disabled%22%3Afalse%2C%22autoApprove%22%3A%5B%5D%7D) |\n\n### 💰 Cost & Operations\n\nMonitor, optimize, and manage your AWS infrastructure and costs.\n\n| Server Name | Description | Install |\n|-------------|-------------|---------|\n| [AWS Pricing MCP Server](src\u002Faws-pricing-mcp-server) | AWS service pricing and cost estimates | [![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-pricing-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-pricing-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%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-pricing-mcp-server&config=ewogICAgImNvbW1hbmQiOiAidXZ4IGF3c2xhYnMuYXdzLXByaWNpbmctbWNwLXNlcnZlckBsYXRlc3QiLAogICAgImVudiI6IHsKICAgICAgIkZBU1RNQ1BfTE9HX0xFVkVMIjogIkVSUk9SIiwKICAgICAgIkFXU19QUk9GSUxFIjogInlvdXItYXdzLXByb2ZpbGUiLAogICAgICAiQVdTX1JFR0lPTiI6ICJ1cy1lYXN0LTEiCiAgICB9LAogICAgImRpc2FibGVkIjogZmFsc2UsCiAgICAiYXV0b0FwcHJvdmUiOiBbXQogIH0K) \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%20Pricing%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-pricing-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%2C%22AWS_REGION%22%3A%22us-east-1%22%7D%2C%22disabled%22%3Afalse%2C%22autoApprove%22%3A%5B%5D%7D) |\n| [AWS Cost Explorer MCP Server](src\u002Fcost-explorer-mcp-server) | Detailed cost analysis and reporting | [![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.cost-explorer-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.cost-explorer-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.cost-explorer-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuY29zdC1leHBsb3Jlci1tY3Atc2VydmVyQGxhdGVzdCIsImVudiI6eyJBV1NfUFJPRklMRSI6InlvdXItYXdzLXByb2ZpbGUiLCJBV1NfUkVHSU9OIjoidXMtZWFzdC0xIiwiRkFTVE1DUF9MT0dfTEVWRUwiOiJFUlJPUiJ9LCJkaXNhYmxlZCI6ZmFsc2UsImF1dG9BcHByb3ZlIjpbXX0%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=Cost%20Explorer%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.cost-explorer-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 CloudWatch MCP Server](src\u002Fcloudwatch-mcp-server) | Metrics, Alarms, and Logs analysis and operational 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.cloudwatch-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.cloudwatch-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22%5BThe%20AWS%20Profile%20Name%20to%20use%20for%20AWS%20access%5D%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.cloudwatch-mcp-server&config=ewogICAgImF1dG9BcHByb3ZlIjogW10sCiAgICAiZGlzYWJsZWQiOiBmYWxzZSwKICAgICJjb21tYW5kIjogInV2eCBhd3NsYWJzLmNsb3Vkd2F0Y2gtbWNwLXNlcnZlckBsYXRlc3QiLAogICAgImVudiI6IHsKICAgICAgIkFXU19QUk9GSUxFIjogIltUaGUgQVdTIFByb2ZpbGUgTmFtZSB0byB1c2UgZm9yIEFXUyBhY2Nlc3NdIiwKICAgICAgIkZBU1RNQ1BfTE9HX0xFVkVMIjogIkVSUk9SIgogICAgfSwKICAgICJ0cmFuc3BvcnRUeXBlIjogInN0ZGlvIgp9) \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=CloudWatch%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.cloudwatch-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22%5BThe%20AWS%20Profile%20Name%20to%20use%20for%20AWS%20access%5D%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%2C%22transportType%22%3A%22stdio%22%7D) |\n| [AWS Managed Prometheus MCP Server](src\u002Fprometheus-mcp-server) | Prometheus-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.prometheus-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.prometheus-mcp-server%40latest%22%2C%22--url%22%2C%22https%3A\u002F\u002Faps-workspaces.us-east-1.amazonaws.com\u002Fworkspaces\u002Fws-%3CWorkspace%22%2C%22ID%3E%22%2C%22--region%22%2C%22%3CYour%22%2C%22AWS%22%2C%22Region%3E%22%2C%22--profile%22%2C%22%3CYour%22%2C%22CLI%22%2C%22Profile%22%2C%22%5Bdefault%5D%22%2C%22if%22%2C%22no%22%2C%22profile%22%2C%22is%22%2C%22used%3E%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22DEBUG%22%2C%22AWS_PROFILE%22%3A%22%3CYour%20CLI%20Profile%20%5Bdefault%5D%20if%20no%20profile%20is%20used%3E%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.prometheus-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMucHJvbWV0aGV1cy1tY3Atc2VydmVyQGxhdGVzdCAtLXVybCBodHRwczovL2Fwcy13b3Jrc3BhY2VzLnVzLWVhc3QtMS5hbWF6b25hd3MuY29tL3dvcmtzcGFjZXMvd3MtPFdvcmtzcGFjZSBJRD4gLS1yZWdpb24gPFlvdXIgQVdTIFJlZ2lvbj4gLS1wcm9maWxlIDxZb3VyIENMSSBQcm9maWxlIFtkZWZhdWx0XSBpZiBubyBwcm9maWxlIGlzIHVzZWQ%2BIiwiZW52Ijp7IkZBU1RNQ1BfTE9HX0xFVkVMIjoiREVCVUciLCJBV1NfUFJPRklMRSI6IjxZb3VyIENMSSBQcm9maWxlIFtkZWZhdWx0XSBpZiBubyBwcm9maWxlIGlzIHVzZWQ%2BIn19) \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=Prometheus%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.prometheus-mcp-server%40latest%22%2C%22--url%22%2C%22https%3A%2F%2Faps-workspaces.us-east-1.amazonaws.com%2Fworkspaces%2Fws-%3CWorkspace%20ID%3E%22%2C%22--region%22%2C%22%3CYour%20AWS%20Region%3E%22%2C%22--profile%22%2C%22%3CYour%20CLI%20Profile%20%5Bdefault%5D%20if%20no%20profile%20is%20used%3E%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22DEBUG%22%2C%22AWS_PROFILE%22%3A%22%3CYour%20CLI%20Profile%20%5Bdefault%5D%20if%20no%20profile%20is%20used%3E%22%7D%7D) |\n| [AWS Billing and Cost Management MCP Server](src\u002Fbilling-cost-management-mcp-server\u002F) | Billing and cost management for chargeable and Proforma billing | [![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.billing-cost-management-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.billing-cost-management-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%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.billing-cost-management-mcp-server&config=ewogICAgImNvbW1hbmQiOiAidXZ4IGF3c2xhYnMuYmlsbGluZy1jb3N0LW1hbmFnZW1lbnQtbWNwLXNlcnZlckBsYXRlc3QiLAogICAgImVudiI6IHsKICAgICAgIkZBU1RNQ1BfTE9HX0xFVkVMIjogIkVSUk9SIiwKICAgICAgIkFXU19QUk9GSUxFIjogInlvdXItYXdzLXByb2ZpbGUiLAogICAgICAiQVdTX1JFR0lPTiI6ICJ1cy1lYXN0LTEiCiAgICB9LAogICAgImRpc2FibGVkIjogZmFsc2UsCiAgICAiYXV0b0FwcHJvdmUiOiBbXQogIH0K) \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%20Billing%20and%20Cost%20Management%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.billing-cost-management-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%2C%22AWS_REGION%22%3A%22us-east-1%22%7D%2C%22disabled%22%3Afalse%2C%22autoApprove%22%3A%5B%5D%7D) |\n\n### 🧬 Healthcare & Lifesciences\nInteract with AWS HealthAI services.\n| Server Name | Description | Install |\n|-------------|-------------|---------|\n| [AWS HealthOmics MCP Server](src\u002Faws-healthomics-mcp-server) | Generate, run, debug and optimize lifescience workflows | [![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-healthomics-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-healthomics-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_REGION%22%3A%22us-east-1%22%2C%22AWS_PROFILE%22%3A%22your-profile%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22WARNING%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-healthomics-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuYXdzLWhlYWx0aG9taWNzLW1jcC1zZXJ2ZXJAbGF0ZXN0IiwiZW52Ijp7IkFXU19SRUdJT04iOiJ1cy1lYXN0LTEiLCJBV1NfUFJPRklMRSI6InlvdXItcHJvZmlsZSIsIkZBU1RNQ1BfTE9HX0xFVkVMIjoiV0FSTklORyJ9fQ%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%20HealthOmics%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-healthomics-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_REGION%22%3A%22us-east-1%22%2C%22AWS_PROFILE%22%3A%22your-profile%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22WARNING%22%7D%7D) |\n| [AWS HealthImaging MCP Server](src\u002Fhealthimaging-mcp-server) | Comprehensive medical imaging data lifecycle management with 21 tools for DICOM operations, datastore management, and automated discovery | [![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.healthimaging-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.healthimaging-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_REGION%22%3A%22us-east-1%22%2C%22AWS_PROFILE%22%3A%22your-profile%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22WARNING%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.healthimaging-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuaGVhbHRoaW1hZ2luZy1tY3Atc2VydmVyQGxhdGVzdCIsImVudiI6eyJBV1NfUkVHSU9OIjoidXMtZWFzdC0xIiwiQVdTX1BST0ZJTEUiOiJ5b3VyLXByb2ZpbGUiLCJGQVNUTUNQX0xPR19MRVZFTCI6IldBUk5JTkcifX0%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%20HealthImaging%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.healthimaging-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_REGION%22%3A%22us-east-1%22%2C%22AWS_PROFILE%22%3A%22your-profile%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22WARNING%22%7D%7D) |\n| [AWS HealthLake MCP Server](src\u002Fhealthlake-mcp-server) | Create, manage, search, and optimize FHIR healthcare data workflows with comprehensive AWS HealthLake integration, featuring automated resource discovery, advanced search capabilities, patient record management, and seamless import\u002Fexport 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.healthlake-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.healthlake-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_REGION%22%3A%22us-east-1%22%2C%22AWS_PROFILE%22%3A%22your-profile%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22WARNING%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.healthlake-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuaGVhbHRobGFrZS1tY3Atc2VydmVyQGxhdGVzdCIsImVudiI6eyJBV1NfUkVHSU9OIjoidXMtZWFzdC0xIiwiQVdTX1BST0ZJTEUiOiJ5b3VyLXByb2ZpbGUiLCJGQVNUTUNQX0xPR19MRVZFTCI6IldBUk5JTkcifX0%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=HealthLake%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.healthlake-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_REGION%22%3A%22us-east-1%22%2C%22AWS_PROFILE%22%3A%22your-profile%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22WARNING%22%7D%7D) |\n\n---\n---\n\n### Browse by How You're Working\n\n#### 👨‍💻 Vibe Coding & Development\n\n*AI coding assistants like Kiro, Cline, Cursor, and Claude Code helping you build faster*\n\n**Workshop**: Check out the [Vibe Coding with AWS MCP Servers](https:\u002F\u002Fgithub.com\u002Faws-solutions-library-samples\u002Fguidance-for-vibe-coding-with-aws-mcp-servers) workshop for hands-on guidance and examples.\n\n##### Core Development Workflow\n\n| Server Name | Description | Install |\n|-------------|-------------|---------|\n| [AWS API MCP Server](src\u002Faws-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:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.aws-api-mcp-server&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%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-api-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuYXdzLWFwaS1tY3Atc2VydmVyQGxhdGVzdCIsImVudiI6eyJBV1NfUkVHSU9OIjoidXMtZWFzdC0xIn0sImRpc2FibGVkIjpmYWxzZSwiYXV0b0FwcHJvdmUiOltdfQ%3D%3D)\u003Cbr\u002F>[![Install 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%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) |\n| [Core MCP Server](src\u002Fcore-mcp-server) ⚠️ **DEPRECATED** | Server orchestration proxy (Use [individual MCP servers](https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fblob\u002Fmain\u002Fdocs\u002Fmigration-core.md) directly 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-core-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.core-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-core-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuY29yZS1tY3Atc2VydmVyQGxhdGVzdCIsImVudiI6eyJGQVNUTUNQX0xPR19MRVZFTCI6IkVSUk9SIn0sImF1dG9BcHByb3ZlIjpbXSwiZGlzYWJsZWQiOmZhbHNlfQ%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=Core%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.core-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%2C%22autoApprove%22%3A%5B%5D%2C%22disabled%22%3Afalse%7D) |\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| [Git Repo Research MCP Server](src\u002Fgit-repo-research-mcp-server) ⚠️ **DEPRECATED** | Semantic search through codebases and repositories (Use [Context7](https:\u002F\u002Fgithub.com\u002Fupstash\u002Fcontext7) 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.git-repo-research-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.git-repo-research-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22your-profile-name%22%2C%22AWS_REGION%22%3A%22us-west-2%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%2C%22GITHUB_TOKEN%22%3A%22your-github-token%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.git-repo-research-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuZ2l0LXJlcG8tcmVzZWFyY2gtbWNwLXNlcnZlckBsYXRlc3QiLCJlbnYiOnsiQVdTX1BST0ZJTEUiOiJ5b3VyLXByb2ZpbGUtbmFtZSIsIkFXU19SRUdJT04iOiJ1cy13ZXN0LTIiLCJGQVNUTUNQX0xPR19MRVZFTCI6IkVSUk9SIiwiR0lUSFVCX1RPS0VOIjoieW91ci1naXRodWItdG9rZW4ifSwiZGlzYWJsZWQiOmZhbHNlLCJhdXRvQXBwcm92ZSI6W119) \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=Git%20Repo%20Research%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.git-repo-research-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22your-profile-name%22%2C%22AWS_REGION%22%3A%22us-west-2%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%2C%22GITHUB_TOKEN%22%3A%22your-github-token%22%7D%2C%22disabled%22%3Afalse%2C%22autoApprove%22%3A%5B%5D%7D) |\n\n##### Infrastructure as Code\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 CDK MCP Server](src\u002Fcdk-mcp-server) ⚠️ **DEPRECATED** | CDK development with security best practices and compliance (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.cdk-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.cdk-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.cdk-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuY2RrLW1jcC1zZXJ2ZXJAbGF0ZXN0IiwiZW52Ijp7IkZBU1RNQ1BfTE9HX0xFVkVMIjoiRVJST1IifSwiZGlzYWJsZWQiOmZhbHNlLCJhdXRvQXBwcm92ZSI6W119) \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=CDK%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.cdk-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| [AWS Terraform MCP Server](src\u002Fterraform-mcp-server) ⚠️ **DEPRECATED** | Terraform with integrated security scanning and best practices (Use [HashiCorp's official Terraform MCP Server](https:\u002F\u002Fgithub.com\u002Fhashicorp\u002Fterraform-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.terraform-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.terraform-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.terraform-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMudGVycmFmb3JtLW1jcC1zZXJ2ZXJAbGF0ZXN0IiwiZW52Ijp7IkZBU1RNQ1BfTE9HX0xFVkVMIjoiRVJST1IifSwiZGlzYWJsZWQiOmZhbHNlLCJhdXRvQXBwcm92ZSI6W119) \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=Terraform%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.terraform-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| [AWS CloudFormation MCP Server](src\u002Fcfn-mcp-server) ⚠️ **DEPRECATED** | Direct AWS resource management through Cloud Control API (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.cfn-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.cfn-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22your-named-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.cfn-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuY2ZuLW1jcC1zZXJ2ZXJAbGF0ZXN0IiwiZW52Ijp7IkFXU19QUk9GSUxFIjoieW91ci1uYW1lZC1wcm9maWxlIn0sImRpc2FibGVkIjpmYWxzZSwiYXV0b0FwcHJvdmUiOltdfQ%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=CloudFormation%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.cfn-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22your-named-profile%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##### Application Development\n\n| Server Name | Description | Install |\n|-------------|-------------|---------|\n| [Frontend MCP Server](src\u002Ffrontend-mcp-server) ⚠️ **DEPRECATED** | React and modern web development patterns with AWS integration (Use project-level documentation or [Kiro](https:\u002F\u002Fkiro.dev) specs 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.frontend-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.frontend-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.frontend-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuZnJvbnRlbmQtbWNwLXNlcnZlckBsYXRlc3QiLCJlbnYiOnsiRkFTVE1DUF9MT0dfTEVWRUwiOiJFUlJPUiJ9LCJkaXNhYmxlZCI6ZmFsc2UsImF1dG9BcHByb3ZlIjpbXX0%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=Frontend%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.frontend-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| [AWS Diagram MCP Server](src\u002Faws-diagram-mcp-server) ⚠️ **DEPRECATED** | Generate architecture diagrams as you design (Use the [diagram agent skill](https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fagent-plugins\u002Ftree\u002Fmain\u002Fplugins\u002Fdeploy-on-aws) 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.aws-diagram-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-diagram-mcp-server%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-diagram-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuYXdzLWRpYWdyYW0tbWNwLXNlcnZlciIsImVudiI6eyJGQVNUTUNQX0xPR19MRVZFTCI6IkVSUk9SIn0sImF1dG9BcHByb3ZlIjpbXSwiZGlzYWJsZWQiOmZhbHNlfQ%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%20Diagram%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-diagram-mcp-server%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%2C%22autoApprove%22%3A%5B%5D%2C%22disabled%22%3Afalse%7D) |\n| [Code Documentation Generation MCP Server](src\u002Fcode-doc-gen-mcp-server) | ⚠️ **DEPRECATED** - Auto-generate docs from your codebase | [![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.code-doc-gen-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.code-doc-gen-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.code-doc-gen-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuY29kZS1kb2MtZ2VuLW1jcC1zZXJ2ZXJAbGF0ZXN0IiwiZW52Ijp7IkZBU1RNQ1BfTE9HX0xFVkVMIjoiRVJST1IifSwiZGlzYWJsZWQiOmZhbHNlLCJhdXRvQXBwcm92ZSI6W119) \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=Code%20Documentation%20Generator%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.code-doc-gen-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| [OpenAPI MCP Server](src\u002Fopenapi-mcp-server) | Dynamic API integration through OpenAPI specifications | [![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.openapi-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.openapi-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22API_NAME%22%3A%22your-api-name%22%2C%22API_BASE_URL%22%3A%22https%3A\u002F\u002Fapi.example.com%22%2C%22API_SPEC_URL%22%3A%22https%3A\u002F\u002Fapi.example.com\u002Fopenapi.json%22%2C%22LOG_LEVEL%22%3A%22ERROR%22%2C%22ENABLE_PROMETHEUS%22%3A%22false%22%2C%22ENABLE_OPERATION_PROMPTS%22%3A%22true%22%2C%22UVICORN_TIMEOUT_GRACEFUL_SHUTDOWN%22%3A%225.0%22%2C%22UVICORN_GRACEFUL_SHUTDOWN%22%3A%22true%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.openapi-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMub3BlbmFwaS1tY3Atc2VydmVyQGxhdGVzdCIsImVudiI6eyJBUElfTkFNRSI6InlvdXItYXBpLW5hbWUiLCJBUElfQkFTRV9VUkwiOiJodHRwczovL2FwaS5leGFtcGxlLmNvbSIsIkFQSV9TUEVDX1VSTCI6Imh0dHBzOi8vYXBpLmV4YW1wbGUuY29tL29wZW5hcGkuanNvbiIsIkxPR19MRVZFTCI6IkVSUk9SIiwiRU5BQkxFX1BST01FVEhFVVMiOiJmYWxzZSIsIkVOQUJMRV9PUEVSQVRJT05fUFJPTVBUUyI6InRydWUiLCJVVklDT1JOX1RJTUVPVVRfR1JBQ0VGVUxfU0hVVERPV04iOiI1LjAiLCJVVklDT1JOX0dSQUNFRlVMX1NIVVRET1dOIjoidHJ1ZSJ9LCJkaXNhYmxlZCI6ZmFsc2UsImF1dG9BcHByb3ZlIjpbXX0%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=OpenAPI%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.openapi-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22API_NAME%22%3A%22your-api-name%22%2C%22API_BASE_URL%22%3A%22https%3A%2F%2Fapi.example.com%22%2C%22API_SPEC_URL%22%3A%22https%3A%2F%2Fapi.example.com%2Fopenapi.json%22%2C%22LOG_LEVEL%22%3A%22ERROR%22%2C%22ENABLE_PROMETHEUS%22%3A%22false%22%2C%22ENABLE_OPERATION_PROMPTS%22%3A%22true%22%2C%22UVICORN_TIMEOUT_GRACEFUL_SHUTDOWN%22%3A%225.0%22%2C%22UVICORN_GRACEFUL_SHUTDOWN%22%3A%22true%22%7D%2C%22disabled%22%3Afalse%2C%22autoApprove%22%3A%5B%5D%7D) |\n\n##### Container & Serverless Development\n\n| Server Name | Description | Install |\n|-------------|-------------|---------|\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| [Amazon EKS MCP Server](src\u002Feks-mcp-server) | Kubernetes cluster management and app 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) | Containerize and deploy applications to ECS | [![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 push | [![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| [AWS Serverless MCP Server](src\u002Faws-serverless-mcp-server) | Full serverless app 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\n\n##### Testing & Data\n\n| Server Name | Description | Install |\n|-------------|-------------|---------|\n| [Synthetic Data MCP Server](src\u002Fsyntheticdata-mcp-server) ⚠️ **DEPRECATED** | Generate realistic test data for development and ML (Functionality achievable natively by AI assistants; use [S3 MCP Server](src\u002Fs3-mcp-server) for uploads) | [![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.syntheticdata-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.syntheticdata-mcp-server%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%2C%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.syntheticdata-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuc3ludGhldGljZGF0YS1tY3Atc2VydmVyIiwiZW52Ijp7IkZBU1RNQ1BfTE9HX0xFVkVMIjoiRVJST1IiLCJBV1NfUFJPRklMRSI6InlvdXItYXdzLXByb2ZpbGUiLCJBV1NfUkVHSU9OIjoidXMtZWFzdC0xIn0sImF1dG9BcHByb3ZlIjpbXSwiZGlzYWJsZWQiOmZhbHNlfQ%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=Synthetic%20Data%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.syntheticdata-mcp-server%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%2C%22AWS_PROFILE%22%3A%22your-aws-profile%22%2C%22AWS_REGION%22%3A%22us-east-1%22%7D%2C%22autoApprove%22%3A%5B%5D%2C%22disabled%22%3Afalse%7D) |\n\n##### Lifesciences Workflow Development\n\n| Server Name | Description | Install |\n|-------------|-------------|---------|\n| [AWS HealthOmics MCP Server](src\u002Faws-healthomics-mcp-server) | Generate, run, debug and optimize lifescience workflows | [![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-healthomics-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-healthomics-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_REGION%22%3A%22us-east-1%22%2C%22AWS_PROFILE%22%3A%22your-profile%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22WARNING%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-healthomics-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuYXdzLWhlYWx0aG9taWNzLW1jcC1zZXJ2ZXJAbGF0ZXN0IiwiZW52Ijp7IkFXU19SRUdJT04iOiJ1cy1lYXN0LTEiLCJBV1NfUFJPRklMRSI6InlvdXItcHJvZmlsZSIsIkZBU1RNQ1BfTE9HX0xFVkVMIjoiV0FSTklORyJ9fQ%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%20HealthOmics%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-healthomics-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_REGION%22%3A%22us-east-1%22%2C%22AWS_PROFILE%22%3A%22your-profile%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22WARNING%22%7D%7D) |\n\n##### Healthcare Data Management\n\n| Server Name | Description | Install |\n|-------------|-------------|---------|\n| [AWS HealthLake MCP Server](src\u002Fhealthlake-mcp-server) | Create, manage, search, and optimize FHIR healthcare data workflows with comprehensive AWS HealthLake integration, featuring automated resource discovery, advanced search capabilities, patient record management, and seamless import\u002Fexport 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.healthlake-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.healthlake-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_REGION%22%3A%22us-east-1%22%2C%22AWS_PROFILE%22%3A%22your-profile%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22WARNING%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.healthlake-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuaGVhbHRobGFrZS1tY3Atc2VydmVyQGxhdGVzdCIsImVudiI6eyJBV1NfUkVHSU9OIjoidXMtZWFzdC0xIiwiQVdTX1BST0ZJTEUiOiJ5b3VyLXByb2ZpbGUiLCJGQVNUTUNQX0xPR19MRVZFTCI6IldBUk5JTkcifX0%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=HealthLake%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.healthlake-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_REGION%22%3A%22us-east-1%22%2C%22AWS_PROFILE%22%3A%22your-profile%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22WARNING%22%7D%7D) |\n\n\n#### 💬 Conversational Assistants\n\n*Customer-facing chatbots, business agents, and interactive Q&A systems*\n\n##### Knowledge & Search\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 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##### Content Processing & Generation\n\n| Server Name | Description | Install |\n|-------------|-------------|---------|\n| [Document Loader MCP Server](src\u002Fdocument-loader-mcp-server) | Parse and extract content from PDF, DOCX, XLSX, PPTX, and image files | [![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.document-loader-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.document-loader-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.document-loader-mcp-server&config=eyJjb21tYW5kIjoidXZ4IiwiYXJncyI6WyJhd3NsYWJzLmRvY3VtZW50LWxvYWRlci1tY3Atc2VydmVyQGxhdGVzdCJdLCJlbnYiOnsiRkFTVE1DUF9MT0dfTEVWRUwiOiJFUlJPUiJ9LCJkaXNhYmxlZCI6ZmFsc2UsImF1dG9BcHByb3ZlIjpbXX0%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=Document%20Loader%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.document-loader-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 Nova Canvas MCP Server](src\u002Fnova-canvas-mcp-server) ⚠️ **DEPRECATED** | Generate images from text descriptions and color palettes (Use [bedrock-image-mcp-server](https:\u002F\u002Fgithub.com\u002Fkalleeh\u002Fbedrock-image-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.nova-canvas-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.nova-canvas-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.nova-canvas-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMubm92YS1jYW52YXMtbWNwLXNlcnZlckBsYXRlc3QiLCJlbnYiOnsiQVdTX1BST0ZJTEUiOiJ5b3VyLWF3cy1wcm9maWxlIiwiQVdTX1JFR0lPTiI6InVzLWVhc3QtMSIsIkZBU1RNQ1BfTE9HX0xFVkVMIjoiRVJST1IifSwiZGlzYWJsZWQiOmZhbHNlLCJhdXRvQXBwcm92ZSI6W119) \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=Nova%20Canvas%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.nova-canvas-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 Bedrock Data Automation MCP Server](src\u002Faws-bedrock-data-automation-mcp-server) ⚠️ **DEPRECATED** | Analyze uploaded documents, images, and media (Use [boto3 API](https:\u002F\u002Fdocs.aws.amazon.com\u002Fbedrock\u002Flatest\u002Fuserguide\u002Fdata-automation.html) or [aws-api-mcp-server](src\u002Faws-api-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=bedrock-data-automation-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-bedrock-data-automation-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%22AWS_BUCKET_NAME%22%3A%22your-s3-bucket-name%22%2C%22BASE_DIR%22%3A%22\u002Fpath\u002Fto\u002Fbase\u002Fdirectory%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=bedrock-data-automation-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuYXdzLWJlZHJvY2stZGF0YS1hdXRvbWF0aW9uLW1jcC1zZXJ2ZXJAbGF0ZXN0IiwiZW52Ijp7IkFXU19QUk9GSUxFIjoieW91ci1hd3MtcHJvZmlsZSIsIkFXU19SRUdJT04iOiJ1cy1lYXN0LTEiLCJBV1NfQlVDS0VUX05BTUUiOiJ5b3VyLXMzLWJ1Y2tldC1uYW1lIiwiQkFTRV9ESVIiOiIvcGF0aC90by9iYXNlL2RpcmVjdG9yeSIsIkZBU1RNQ1BfTE9HX0xFVkVMIjoiRVJST1IifSwiZGlzYWJsZWQiOmZhbHNlLCJhdXRvQXBwcm92ZSI6W119) \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%20Data%20Automation%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-bedrock-data-automation-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%22AWS_BUCKET_NAME%22%3A%22your-s3-bucket-name%22%2C%22BASE_DIR%22%3A%22%2Fpath%2Fto%2Fbase%2Fdirectory%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%2C%22disabled%22%3Afalse%2C%22autoApprove%22%3A%5B%5D%7D) |\n\n##### Business Services\n\n| Server Name | Description | Install |\n|-------------|-------------|---------|\n| [Amazon Location Service MCP Server](src\u002Faws-location-mcp-server) | Location search, geocoding, and business hours | [![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-location-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-location-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-location-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuYXdzLWxvY2F0aW9uLW1jcC1zZXJ2ZXJAbGF0ZXN0IiwiZW52Ijp7IkFXU19QUk9GSUxFIjoieW91ci1hd3MtcHJvZmlsZSIsIkFXU19SRUdJT04iOiJ1cy1lYXN0LTEiLCJGQVNUTUNQX0xPR19MRVZFTCI6IkVSUk9SIn0sImRpc2FibGVkIjpmYWxzZSwiYXV0b0FwcHJvdmUiOltdfQ%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%20Location%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-location-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 Pricing MCP Server](src\u002Faws-pricing-mcp-server) | AWS service pricing and cost estimates | [![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-pricing-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-pricing-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%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-pricing-mcp-server&config=ewogICAgImNvbW1hbmQiOiAidXZ4IGF3c2xhYnMuYXdzLXByaWNpbmctbWNwLXNlcnZlckBsYXRlc3QiLAogICAgImVudiI6IHsKICAgICAgIkZBU1RNQ1BfTE9HX0xFVkVMIjogIkVSUk9SIiwKICAgICAgIkFXU19QUk9GSUxFIjogInlvdXItYXdzLXByb2ZpbGUiLAogICAgICAiQVdTX1JFR0lPTiI6ICJ1cy1lYXN0LTEiCiAgICB9LAogICAgImRpc2FibGVkIjogZmFsc2UsCiAgICAiYXV0b0FwcHJvdmUiOiBbXQogIH0K) \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%20Pricing%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-pricing-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%2C%22AWS_REGION%22%3A%22us-east-1%22%7D%2C%22disabled%22%3Afalse%2C%22autoApprove%22%3A%5B%5D%7D) |\n| [AWS Cost Explorer MCP Server](src\u002Fcost-explorer-mcp-server) ⚠️ **DEPRECATED** | Detailed cost analysis and spend reports (Use [Billing & Cost Management MCP Server](src\u002Fbilling-cost-management-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.cost-explorer-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.cost-explorer-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.cost-explorer-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuY29zdC1leHBsb3Jlci1tY3Atc2VydmVyQGxhdGVzdCIsImVudiI6eyJBV1NfUFJPRklMRSI6InlvdXItYXdzLXByb2ZpbGUiLCJBV1NfUkVHSU9OIjoidXMtZWFzdC0xIiwiRkFTVE1DUF9MT0dfTEVWRUwiOiJFUlJPUiJ9LCJkaXNhYmxlZCI6ZmFsc2UsImF1dG9BcHByb3ZlIjpbXX0%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=Cost%20Explorer%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.cost-explorer-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#### 🤖 Autonomous Background Agents\n\n*Headless automation, ETL pipelines, and operational systems*\n\n##### Data Operations & ETL\n\n| Server Name | Description | Install |\n|-------------|-------------|---------|\n| [AWS Data Processing MCP Server](src\u002Faws-dataprocessing-mcp-server) | Comprehensive data processing tools and real-time pipeline visibility across AWS Glue and Amazon EMR-EC2 | [![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-dataprocessing-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-dataprocessing-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-dataprocessing-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuYXdzLWRhdGFwcm9jZXNzaW5nLW1jcC1zZXJ2ZXJAbGF0ZXN0IiwiZW52Ijp7IkFXU19QUk9GSUxFIjoieW91ci1hd3MtcHJvZmlsZSIsIkFXU19SRUdJT04iOiJ1cy1lYXN0LTEiLCJGQVNUTUNQX0xPR19MRVZFTCI6IkVSUk9SIn0sImRpc2FibGVkIjpmYWxzZSwiYXV0b0FwcHJvdmUiOltdfQ%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%20Data%20Processing%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-dataprocessing-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 DynamoDB MCP Server](src\u002Fdynamodb-mcp-server) | Complete DynamoDB operations and table management | [![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| [Amazon MSK MCP Server](src\u002Faws-msk-mcp-server) ⚠️ **DEPRECATED** | Managed Kafka cluster operations and streaming (Use [aws-api-mcp-server](src\u002Faws-api-mcp-server) or MSK boto3 APIs directly 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.aws-msk-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-msk-mcp-server%40latest%22%2C%22--allow-writes%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-msk-mcp-server&config=JTdCJTIyY29tbWFuZCUyMiUzQSUyMnV2eCUyMGF3c2xhYnMuYXdzLW1zay1tY3Atc2VydmVyJTQwbGF0ZXN0JTIwLS1hbGxvdy13cml0ZXMlMjIlMkMlMjJlbnYlMjIlM0ElN0IlMjJGQVNUTUNQX0xPR19MRVZFTCUyMiUzQSUyMkVSUk9SJTIyJTdEJTJDJTIyZGlzYWJsZWQlMjIlM0FmYWxzZSUyQyUyMmF1dG9BcHByb3ZlJTIyJTNBJTVCJTVEJTdE) \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%20MSK%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-msk-mcp-server%40latest%22%2C%22--allow-writes%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##### Caching & Performance\n\n| Server Name | Description | Install |\n|-------------|-------------|---------|\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=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMudmFsa2V5LW1jcC1zZXJ2ZXJAbGF0ZXN0IiwiZW52Ijp7IlZBTEtFWV9IT1NUIjoiMTI3LjAuMC4xIiwiVkFMS0VZX1BPUlQiOiI2Mzc5IiwiRkFTVE1DUF9MT0dfTEVWRUwiOiJFUlJPUiJ9LCJhdXRvQXBwcm92ZSI6W10sImRpc2FibGVkIjpmYWxzZX0%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=Valkey%20MCP%20Server&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%2C%22autoApprove%22%3A%5B%5D%2C%22disabled%22%3Afalse%7D) |\n| [Amazon ElastiCache for Memcached MCP Server ](src\u002Fmemcached-mcp-server) | High-speed caching with Memcached protocol | [![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.memcached-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.memcached-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%2C%22MEMCACHED_HOST%22%3A%22your-memcached-host%22%2C%22MEMCACHED_PORT%22%3A%2211211%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.memcached-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMubWVtY2FjaGVkLW1jcC1zZXJ2ZXJAbGF0ZXN0IiwiZW52Ijp7IkZBU1RNQ1BfTE9HX0xFVkVMIjoiRVJST1IiLCJNRU1DQUNIRURfSE9TVCI6InlvdXItbWVtY2FjaGVkLWhvc3QiLCJNRU1DQUNIRURfUE9SVCI6IjExMjExIn0sImRpc2FibGVkIjpmYWxzZSwiYXV0b0FwcHJvdmUiOltdfQ%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=Memcached%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.memcached-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%2C%22MEMCACHED_HOST%22%3A%22your-memcached-host%22%2C%22MEMCACHED_PORT%22%3A%2211211%22%7D%2C%22disabled%22%3Afalse%2C%22autoApprove%22%3A%5B%5D%7D) |\n\n##### Workflow & Integration\n\n| Server Name | Description | Install |\n|-------------|-------------|---------|\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| [AWS Step Functions Tool MCP Server](src\u002Fstepfunctions-tool-mcp-server) | Execute complex workflows and business processes | [![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.stepfunctions-tool-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.stepfunctions-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%22STATE_MACHINE_PREFIX%22%3A%22your-state-machine-prefix%22%2C%22STATE_MACHINE_LIST%22%3A%22your-first-state-machine%2C%20your-second-state-machine%22%2C%22STATE_MACHINE_TAG_KEY%22%3A%22your-tag-key%22%2C%22STATE_MACHINE_TAG_VALUE%22%3A%22your-tag-value%22%2C%22STATE_MACHINE_INPUT_SCHEMA_ARN_TAG_KEY%22%3A%22your-state-machine-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.stepfunctions-tool-mcp-server&config=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%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=Step%20Functions%20Tool%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.stepfunctions-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%22STATE_MACHINE_PREFIX%22%3A%22your-state-machine-prefix%22%2C%22STATE_MACHINE_LIST%22%3A%22your-first-state-machine%2C%20your-second-state-machine%22%2C%22STATE_MACHINE_TAG_KEY%22%3A%22your-tag-key%22%2C%22STATE_MACHINE_TAG_VALUE%22%3A%22your-tag-value%22%2C%22STATE_MACHINE_INPUT_SCHEMA_ARN_TAG_KEY%22%3A%22your-state-machine-tag-for-input-schema%22%7D%2C%22disabled%22%3Afalse%2C%22autoApprove%22%3A%5B%5D%7D) |\n| [Amazon SNS\u002FSQS MCP Server](src\u002Famazon-sns-sqs-mcp-server) | Event-driven messaging and queue management | [![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-sns-sqs-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.amazon-sns-sqs-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.amazon-sns-sqs-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuYW1hem9uLXNucy1zcXMtbWNwLXNlcnZlckBsYXRlc3QiLCJlbnYiOnsiQVdTX1BST0ZJTEUiOiJ5b3VyLWF3cy1wcm9maWxlIiwiQVdTX1JFR0lPTiI6InVzLWVhc3QtMSJ9fQ%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%20SNS%2FSQS%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.amazon-sns-sqs-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 MQ MCP Server](src\u002Famazon-mq-mcp-server) | Message broker management for RabbitMQ and ActiveMQ | [![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-mq-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.amazon-mq-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-mq-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuYW1hem9uLW1xLW1jcC1zZXJ2ZXJAbGF0ZXN0IiwiZW52Ijp7IkFXU19QUk9GSUxFIjoieW91ci1hd3MtcHJvZmlsZSIsIkFXU19SRUdJT04iOiJ1cy1lYXN0LTEiLCJGQVNUTUNQX0xPR19MRVZFTCI6IkVSUk9SIn0sImRpc2FibGVkIjpmYWxzZSwiYXV0b0FwcHJvdmUiOltdfQ%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%20MQ%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.amazon-mq-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 MSK MCP Server](src\u002Faws-msk-mcp-server) | Managed Kafka cluster operations and streaming | [![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-msk-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-msk-mcp-server%40latest%22%2C%22--allow-writes%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-msk-mcp-server&config=JTdCJTIyY29tbWFuZCUyMiUzQSUyMnV2eCUyMGF3c2xhYnMuYXdzLW1zay1tY3Atc2VydmVyJTQwbGF0ZXN0JTIwLS1hbGxvdy13cml0ZXMlMjIlMkMlMjJlbnYlMjIlM0ElN0IlMjJGQVNUTUNQX0xPR19MRVZFTCUyMiUzQSUyMkVSUk9SJTIyJTdEJTJDJTIyZGlzYWJsZWQlMjIlM0FmYWxzZSUyQyUyMmF1dG9BcHByb3ZlJTIyJTNBJTVCJTVEJTdE) \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%20MSK%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-msk-mcp-server%40latest%22%2C%22--allow-writes%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##### Operations & Monitoring\n\n| Server Name | Description | Install |\n|-------------|-------------|---------|\n| [Amazon CloudWatch MCP Server](src\u002Fcloudwatch-mcp-server) | Metrics, Alarms, and Logs analysis and operational 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.cloudwatch-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.cloudwatch-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22%5BThe%20AWS%20Profile%20Name%20to%20use%20for%20AWS%20access%5D%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.cloudwatch-mcp-server&config=ewogICAgImF1dG9BcHByb3ZlIjogW10sCiAgICAiZGlzYWJsZWQiOiBmYWxzZSwKICAgICJjb21tYW5kIjogInV2eCBhd3NsYWJzLmNsb3Vkd2F0Y2gtbWNwLXNlcnZlckBsYXRlc3QiLAogICAgImVudiI6IHsKICAgICAgIkFXU19QUk9GSUxFIjogIltUaGUgQVdTIFByb2ZpbGUgTmFtZSB0byB1c2UgZm9yIEFXUyBhY2Nlc3NdIiwKICAgICAgIkZBU1RNQ1BfTE9HX0xFVkVMIjogIkVSUk9SIgogICAgfSwKICAgICJ0cmFuc3BvcnRUeXBlIjogInN0ZGlvIgp9) \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=CloudWatch%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.cloudwatch-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22%5BThe%20AWS%20Profile%20Name%20to%20use%20for%20AWS%20access%5D%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%2C%22transportType%22%3A%22stdio%22%7D) |\n| [Amazon CloudWatch Application Signals MCP Server](src\u002Fcloudwatch-applicationsignals-mcp-server) | Application monitoring and performance insights | [![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=applicationsignals&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.cloudwatch-applicationsignals-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22%5BThe%20AWS%20Profile%20Name%20to%20use%20for%20AWS%20access%5D%22%2C%22AWS_REGION%22%3A%22%5BThe%20AWS%20region%20to%20run%20in%5D%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=applicationsignals&config=eyJhdXRvQXBwcm92ZSI6W10sImRpc2FibGVkIjpmYWxzZSwidGltZW91dCI6NjAsImNvbW1hbmQiOiJ1dnggYXdzbGFicy5jbG91ZHdhdGNoLWFwcGxpY2F0aW9uc2lnbmFscy1tY3Atc2VydmVyQGxhdGVzdCIsImVudiI6eyJBV1NfUFJPRklMRSI6IltUaGUgQVdTIFByb2ZpbGUgTmFtZSB0byB1c2UgZm9yIEFXUyBhY2Nlc3NdIiwiQVdTX1JFR0lPTiI6IltUaGUgQVdTIHJlZ2lvbiB0byBydW4gaW5dIiwiRkFTVE1DUF9MT0dfTEVWRUwiOiJFUlJPUiJ9LCJ0cmFuc3BvcnRUeXBlIjoic3RkaW8ifQ) \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=applicationsignals&config=%7B%22autoApprove%22%3A%5B%5D%2C%22disabled%22%3Afalse%2C%22timeout%22%3A60%2C%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.cloudwatch-applicationsignals-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22%5BThe%20AWS%20Profile%20Name%20to%20use%20for%20AWS%20access%5D%22%2C%22AWS_REGION%22%3A%22%5BThe%20AWS%20region%20to%20run%20in%5D%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%2C%22transportType%22%3A%22stdio%22%7D) |\n| [Amazon CloudWatch AppSignals MCP Server](src\u002Fcloudwatch-appsignals-mcp-server) ⚠️ **DEPRECATED** | Application monitoring (Use [CloudWatch Application Signals MCP Server](src\u002Fcloudwatch-applicationsignals-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.cloudwatch-appsignals-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.cloudwatch-appsignals-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22%5BThe%20AWS%20Profile%20Name%20to%20use%20for%20AWS%20access%5D%22%2C%22AWS_REGION%22%3A%22%5BThe%20AWS%20region%20to%20run%20in%5D%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.cloudwatch-appsignals-mcp-server&config=eyJhdXRvQXBwcm92ZSI6W10sImRpc2FibGVkIjpmYWxzZSwidGltZW91dCI6NjAsImNvbW1hbmQiOiJ1dnggYXdzbGFicy5jbG91ZHdhdGNoLWFwcHNpZ25hbHMtbWNwLXNlcnZlckBsYXRlc3QiLCJlbnYiOnsiQVdTX1BST0ZJTEUiOiJbVGhlIEFXUyBQcm9maWxlIE5hbWUgdG8gdXNlIGZvciBBV1MgYWNjZXNzXSIsIkFXU19SRUdJT04iOiJbVGhlIEFXUyByZWdpb24gdG8gcnVuIGluXSIsIkZBU1RNQ1BfTE9HX0xFVkVMIjoiRVJST1IifSwidHJhbnNwb3J0VHlwZSI6InN0ZGlvIn0) \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=CloudWatch%20AppSignals%20MCP%20Server&config=%7B%22autoApprove%22%3A%5B%5D%2C%22disabled%22%3Afalse%2C%22timeout%22%3A60%2C%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.cloudwatch-appsignals-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22%5BThe%20AWS%20Profile%20Name%20to%20use%20for%20AWS%20access%5D%22%2C%22AWS_REGION%22%3A%22%5BThe%20AWS%20region%20to%20run%20in%5D%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%2C%22transportType%22%3A%22stdio%22%7D) |\n| [AWS Cost Explorer MCP Server](src\u002Fcost-explorer-mcp-server) | Detailed cost analysis and reporting | [![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.cost-explorer-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.cost-explorer-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.cost-explorer-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuY29zdC1leHBsb3Jlci1tY3Atc2VydmVyQGxhdGVzdCIsImVudiI6eyJBV1NfUFJPRklMRSI6InlvdXItYXdzLXByb2ZpbGUiLCJBV1NfUkVHSU9OIjoidXMtZWFzdC0xIiwiRkFTVE1DUF9MT0dfTEVWRUwiOiJFUlJPUiJ9LCJkaXNhYmxlZCI6ZmFsc2UsImF1dG9BcHByb3ZlIjpbXX0%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=Cost%20Explorer%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.cost-explorer-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 Managed Prometheus MCP Server](src\u002Fprometheus-mcp-server) | Prometheus-compatible operations and monitoring | [![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.prometheus-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.prometheus-mcp-server%40latest%22%2C%22--url%22%2C%22https%3A\u002F\u002Faps-workspaces.us-east-1.amazonaws.com\u002Fworkspaces\u002Fws-%3CWorkspace%22%2C%22ID%3E%22%2C%22--region%22%2C%22%3CYour%22%2C%22AWS%22%2C%22Region%3E%22%2C%22--profile%22%2C%22%3CYour%22%2C%22CLI%22%2C%22Profile%22%2C%22%5Bdefault%5D%22%2C%22if%22%2C%22no%22%2C%22profile%22%2C%22is%22%2C%22used%3E%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22DEBUG%22%2C%22AWS_PROFILE%22%3A%22%3CYour%20CLI%20Profile%20%5Bdefault%5D%20if%20no%20profile%20is%20used%3E%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.prometheus-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMucHJvbWV0aGV1cy1tY3Atc2VydmVyQGxhdGVzdCAtLXVybCBodHRwczovL2Fwcy13b3Jrc3BhY2VzLnVzLWVhc3QtMS5hbWF6b25hd3MuY29tL3dvcmtzcGFjZXMvd3MtPFdvcmtzcGFjZSBJRD4gLS1yZWdpb24gPFlvdXIgQVdTIFJlZ2lvbj4gLS1wcm9maWxlIDxZb3VyIENMSSBQcm9maWxlIFtkZWZhdWx0XSBpZiBubyBwcm9maWxlIGlzIHVzZWQ%2BIiwiZW52Ijp7IkZBU1RNQ1BfTE9HX0xFVkVMIjoiREVCVUciLCJBV1NfUFJPRklMRSI6IjxZb3VyIENMSSBQcm9maWxlIFtkZWZhdWx0XSBpZiBubyBwcm9maWxlIGlzIHVzZWQ%2BIn19) \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=Prometheus%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.prometheus-mcp-server%40latest%22%2C%22--url%22%2C%22https%3A%2F%2Faps-workspaces.us-east-1.amazonaws.com%2Fworkspaces%2Fws-%3CWorkspace%20ID%3E%22%2C%22--region%22%2C%22%3CYour%20AWS%20Region%3E%22%2C%22--profile%22%2C%22%3CYour%20CLI%20Profile%20%5Bdefault%5D%20if%20no%20profile%20is%20used%3E%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22DEBUG%22%2C%22AWS_PROFILE%22%3A%22%3CYour%20CLI%20Profile%20%5Bdefault%5D%20if%20no%20profile%20is%20used%3E%22%7D%7D) |\n| [AWS Well-Architected Security Assessment Tool MCP Server](src\u002Fwell-architected-security-mcp-server) | Assess AWS environments against the Well-Architected Framework Security Pillar | [![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.well-architected-security-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.well-architected-security-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.well-architected-security-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMud2VsbC1hcmNoaXRlY3RlZC1zZWN1cml0eS1tY3Atc2VydmVyQGxhdGVzdCIsImVudiI6eyJBV1NfUFJPRklMRSI6InlvdXItYXdzLXByb2ZpbGUiLCJBV1NfUkVHSU9OIjoidXMtZWFzdC0xIiwiRkFTVE1DUF9MT0dfTEVWRUwiOiJFUlJPUiJ9LCJkaXNhYmxlZCI6ZmFsc2UsImF1dG9BcHByb3ZlIjpbXX0K) \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%20Well-Architected%20Security%20Assessment%20Tool%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.well-architected-security-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 CloudTrail MCP Server](src\u002Fcloudtrail-mcp-server\u002F) | CloudTrail events querying and analysis | [![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.cloudtrail-mcp-server&config=%7B%22command%22%3A%22docker%22%2C%22args%22%3A%5B%22run%22%2C%22--rm%22%2C%22--interactive%22%2C%22-e%20AWS_PROFILE%3D%5BThe%20AWS%20Profile%20Name%5D%22%2C%22awslabs\u002Fcloudtrail-mcp-server%3Alatest%22%5D%2C%22env%22%3A%7B%7D%7D) \u003Cbr\u002F>[![Install](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fwww.cursor.com\u002Finstall-mcp?name=awslabs.cloudtrail-mcp-server&config=ewogICAgICAgICJjb21tYW5kIjogImRvY2tlciIsCiAgICAgICAgImFyZ3MiOiBbCiAgICAgICAgICAicnVuIiwKICAgICAgICAgICItLXJtIiwKICAgICAgICAgICItLWludGVyYWN0aXZlIiwKICAgICAgICAgICItZSBBV1NfUFJPRklMRT1bVGhlIEFXUyBQcm9maWxlIE5hbWVdIiwKICAgICAgICAgICJhd3NsYWJzL2Nsb3VkdHJhaWwtbWNwLXNlcnZlcjpsYXRlc3QiCiAgICAgICAgXSwKICAgICAgICAiZW52Ijoge30sCiAgICAgICAgImRpc2FibGVkIjogZmFsc2UsCiAgICAgICAgImF1dG9BcHByb3ZlIjogW10KfQ==) \u003Cbr\u002F>[![Install on VS Code](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall_on-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=CloudTrail%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.cloudtrail-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22%5BThe%20AWS%20Profile%20Name%20to%20use%20for%20AWS%20access%5D%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%2C%22transportType%22%3A%22stdio%22%7D) |\n\n## MCP AWS Lambda Handler Module\n\nA Python library for creating serverless HTTP handlers for the Model Context Protocol (MCP) using AWS Lambda. This module provides a flexible framework for building MCP HTTP endpoints with pluggable session management, including built-in DynamoDB support.\n\n**Features:**\n\n- Easy serverless MCP HTTP handler creation using AWS Lambda\n- Pluggable session management system\n- Built-in DynamoDB session backend support\n- Customizable authentication and authorization\n- Example implementations and tests\n\nSee [`src\u002Fmcp-lambda-handler\u002FREADME.md`](src\u002Fmcp-lambda-handler\u002FREADME.md) for full usage, installation, and development instructions.\n\n## When to use Local vs Remote MCP Servers?\n\nMCP servers can be run either locally on your development machine or remotely on the cloud. Here's when to use each approach:\n\n### Local MCP Servers\n- **Development & Testing**: Perfect for local development, testing, and debugging\n- **Offline Work**: Continue working when internet connectivity is limited\n- **Data Privacy**: Keep sensitive data and credentials on your local machine\n- **Low Latency**: Minimal network overhead for faster response times\n- **Resource Control**: Direct control over server resources and configuration\n\n### Remote MCP Servers\n- **Team Collaboration**: Share consistent server configurations across your team\n- **Resource Intensive Tasks**: Offload heavy processing to dedicated cloud resources\n- **Always Available**: Access your MCP servers from anywhere, any device\n- **Automatic Updates**: Get the latest features and security patches automatically\n- **Scalability**: Easily handle varying workloads without local resource constraints\n- **Security**: Centralized security controls with IAM-based permissions and zero credential exposure\n- **Governance**: Comprehensive audit logging and compliance monitoring for enterprise-grade governance\n\n> **Note**: Some MCP servers, like the [official AWS MCP server](https:\u002F\u002Fdocs.aws.amazon.com\u002Faws-mcp\u002Flatest\u002Fuserguide\u002Fwhat-is-mcp-server.html) (in preview) and AWS Knowledge MCP, are provided as fully managed services by AWS. These AWS-managed remote servers require no setup or infrastructure management on your part - just connect and start using them.\n\n## Use Cases for the Servers\n\nFor example, you can use the **AWS Documentation MCP Server** to help your AI assistant research and generate up-to-date code for any AWS service, like Amazon Bedrock Inline agents. Alternatively, you could use the **CDK MCP Server** or the **Terraform MCP Server** to have your AI assistant create infrastructure-as-code implementations that use the latest APIs and follow AWS best practices. With the **AWS Pricing MCP Server**, you could ask \"What would be the estimated monthly cost for this CDK project before I deploy it?\" or \"Can you help me understand the potential AWS service expenses for this infrastructure design?\" and receive detailed cost estimations and budget planning insights. The **Valkey MCP Server** enables natural language interaction with Valkey data stores, allowing AI assistants to efficiently manage data operations through a simple conversational interface.\n\n## Installation and Setup\n\nEach server has specific installation instructions with one-click installs for Kiro, Cursor, and VSCode. Generally, you can:\n\n1. Install `uv` from [Astral](https:\u002F\u002Fdocs.astral.sh\u002Fuv\u002Fgetting-started\u002Finstallation\u002F)\n2. Install Python using `uv python install 3.10`\n3. Configure AWS credentials with access to required services\n4. Add the server to your MCP client configuration\n\nExample configuration for Kiro MCP settings (`~\u002F.kiro\u002Fsettings\u002Fmcp.json`):\n\n### For macOS\u002FLinux\n\n```json\n{\n  \"mcpServers\": {\n    \"awslabs-core-mcp-server\": {\n      \"command\": \"uvx\",\n      \"args\": [\n        \"awslabs.core-mcp-server@latest\"\n      ],\n      \"env\": {\n        \"FASTMCP_LOG_LEVEL\": \"ERROR\"\n      }\n    }\n  }\n}\n```\n\nSee individual server READMEs for specific requirements and configuration options.\n\n### For Windows\n\nWhen configuring MCP servers on Windows, you'll need to use a slightly different configuration format:\n\n```json\n{\n  \"mcpServers\": {\n    \"awslabs-core-mcp-server\": {\n      \"disabled\": false,\n      \"timeout\": 60,\n      \"type\": \"stdio\",\n      \"command\": \"uv\",\n      \"args\": [\n        \"tool\",\n        \"run\",\n        \"--from\",\n        \"awslabs.core-mcp-server@latest\",\n        \"awslabs.core-mcp-server.exe\"\n      ],\n      \"env\": {\n        \"FASTMCP_LOG_LEVEL\": \"ERROR\"\n      }\n    }\n  }\n}\n```\n\nIf you have problems with MCP configuration or want to check if the appropriate parameters are in place, you can try the following:\n\n```shell\n# Run MCP server manually with timeout 15s\n$ timeout 15s uv tool run \u003CMCP Name> \u003Cargs> 2>&1 || echo \"Command completed or timed out\"\n\n# Example (Aurora MySQL MCP Server)\n$ timeout 15s uv tool run awslabs.mysql-mcp-server --resource_arn \u003CYour Resource ARN> --secret_arn \u003CYour Secret ARN> ... 2>&1 || echo \"Command completed or timed out\"\n\n# If the arguments are not set appropriately, you may see the following message:\nusage: awslabs.mysql-mcp-server [-h] --resource_arn RESOURCE_ARN --secret_arn SECRET_ARN --database DATABASE\n                                --region REGION --readonly READONLY\nawslabs.mysql-mcp-server: error: the following arguments are required: --resource_arn, --secret_arn, --database, --region, --readonly\n```\n\n**Note about performance when using `uvx` *\"@latest\"* suffix:**\n\nUsing the *\"@latest\"* suffix checks and downloads the latest MCP server package from pypi every time you start your MCP clients, but it comes with a cost of increased initial load times. If you want to minimize the initial load time, remove *\"@latest\"* and manage your uv cache yourself using one of these approaches:\n\n- `uv cache clean \u003Ctool>`: where {tool} is the mcp server you want to delete from cache and install again (e.g.: \"awslabs.lambda-tool-mcp-server\") (remember to remove the '\u003C>').\n- `uvx \u003Ctool>@latest`: this will refresh the tool with the latest version and add it to the uv cache.\n\n### Running MCP servers in containers\n\nDocker images for each MCP server are published to the [public AWS ECR registry](https:\u002F\u002Fgallery.ecr.aws\u002Fawslabs-mcp).\n\n*This example uses docker with the \"awslabs.nova-canvas-mcp-server and can be repeated for each MCP server*\n\n- Optionally save sensitive environmental variables in a file:\n\n  ```.env\n  # contents of a .env file with fictitious AWS temporary credentials\n  AWS_ACCESS_KEY_ID=ASIAIOSFODNN7EXAMPLE\n  AWS_SECRET_ACCESS_KEY=wJalrXUtnFEMI\u002FK7MDENG\u002FbPxRfiCYEXAMPLEKEY\n  AWS_SESSION_TOKEN=AQoEXAMPLEH4aoAH0gNCAPy...truncated...zrkuWJOgQs8IZZaIv2BXIa2R4Olgk\n  ```\n\n- Use the docker options: `--env`, `--env-file`, and `--volume` as needed because the `\"env\": {}` are not available within the container.\n\n  ```json\n  {\n    \"mcpServers\": {\n      \"awslabs.nova-canvas-mcp-server\": {\n        \"command\": \"docker\",\n        \"args\": [\n          \"run\",\n          \"--rm\",\n          \"--interactive\",\n          \"--env\",\n          \"FASTMCP_LOG_LEVEL=ERROR\",\n          \"--env\",\n          \"AWS_REGION=us-east-1\",\n          \"--env-file\",\n          \"\u002Ffull\u002Fpath\u002Fto\u002F.env\",\n          \"--volume\",\n          \"\u002Ffull\u002Fpath\u002Fto\u002F.aws:\u002Fapp\u002F.aws\",\n          \"public.ecr.aws\u002Fawslabs-mcp\u002Fawslabs\u002Fnova-canvas-mcp-server:latest\"\n        ],\n        \"env\": {}\n      }\n    }\n  }\n  ```\n\n- For testing local changes you can build and tag the image. You have to update the MCP configuration to use this tag instead of the ECR image.\n\n  ```base\n  cd src\u002Fnova-canvas-mcp-server\n  docker build -t awslabs\u002Fnova-canvas-mcp-server .\n  ```\n\n### Getting Started with Kiro\n\n\u003Cdetails>\n\u003Csummary>Install in Kiro\u003C\u002Fsummary>\n\nSee the [Kiro IDE documentation](https:\u002F\u002Fkiro.dev\u002Fdocs\u002Fmcp\u002Fconfiguration\u002F) or the [Kiro CLI documentation](https:\u002F\u002Fkiro.dev\u002Fdocs\u002Fcli\u002Fmcp\u002Fconfiguration\u002F) for details.\n\nIn the Kiro IDE:\n\n1. Navigate `Kiro` > `MCP Servers`\n2. Add a new MCP server by clicking the `+ Add` button.\n3. Paste the configuration given below.\n\nFor global configuration, edit `~\u002F.kiro\u002Fsettings\u002Fmcp.json`. For project-specific configuration, edit `.kiro\u002Fsettings\u002Fmcp.json` in your project directory.\n\n#### `~\u002F.kiro\u002Fsettings\u002Fmcp.json`\n\nFor macOS\u002FLinux:\n\n```json\n{\n  \"mcpServers\": {\n    \"awslabs-core-mcp-server\": {\n      \"command\": \"uvx\",\n      \"args\": [\"awslabs.core-mcp-server@latest\"],\n      \"env\": {\n        \"FASTMCP_LOG_LEVEL\": \"ERROR\"\n      }\n    }\n  }\n}\n```\n\nFor Windows:\n\n```json\n{\n  \"mcpServers\": {\n    \"awslabs-core-mcp-server\": {\n      \"disabled\": false,\n      \"timeout\": 60,\n      \"type\": \"stdio\",\n      \"command\": \"uv\",\n      \"args\": [\n        \"tool\",\n        \"run\",\n        \"--from\",\n        \"awslabs.core-mcp-server@latest\",\n        \"awslabs.core-mcp-server.exe\"\n      ],\n      \"env\": {\n        \"FASTMCP_LOG_LEVEL\": \"ERROR\"\n      }\n    }\n  }\n}\n```\n\n\u003C\u002Fdetails>\n\n### Getting Started with Cline and Amazon Bedrock\n\n\u003Cdetails>\n\u003Csummary>Getting Started with Cline and Amazon Bedrock\u003C\u002Fsummary>\n\n**IMPORTANT:** Following these instructions may incur costs and are subject to the [Amazon Bedrock Pricing](https:\u002F\u002Faws.amazon.com\u002Fbedrock\u002Fpricing\u002F). You are responsible for any associated costs. In addition to selecting the desired model in the Cline settings, ensure you have your selected model (e.g. `anthropic.claude-3-7-sonnet`) also enabled in Amazon Bedrock. For more information on this, see [these AWS docs](https:\u002F\u002Fdocs.aws.amazon.com\u002Fbedrock\u002Flatest\u002Fuserguide\u002Fmodel-access-modify.html) on enabling model access to Amazon Bedrock Foundation Models (FMs).\n\n1. Follow the steps above in the **Installation and Setup** section to install `uv` from [Astral](https:\u002F\u002Fdocs.astral.sh\u002Fuv\u002Fgetting-started\u002Finstallation\u002F), install Python, and configure AWS credentials with the required services.\n\n2. If using Visual Studio Code, install the [Cline VS Code Extension](https:\u002F\u002Fmarketplace.visualstudio.com\u002Fitems?itemName=saoudrizwan.claude-dev) (or equivalent extension for your preferred IDE). Once installed, click the extension to open it. When prompted, select the tier that you wish. In this case, we will be using Amazon Bedrock, so the free tier of Cline is fine as we will be sending requests using the Amazon Bedrock API instead of the Cline API.\n\n\u003Cp align=\"center\">\n  \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fawslabs_mcp_readme_a628a1e9f011.png\" width=\"800\" height=\"400\"  \u002F>\n\u003Cp>\n\n3. Select the **MCP Servers** button.\n\n\u003Cp align=\"center\">\n  \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fawslabs_mcp_readme_b04199add459.png\" width=\"500\" height=\"800\"  \u002F>\n\u003Cp>\n\n4. Select the **Installed** tab, then click **Configure MCP Servers** to open the `cline_mcp_settings.json` file.\n\n \u003Cp align=\"center\">\n   \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fawslabs_mcp_readme_58d4a0496c32.png\" width=\"500\" height=\"800\"  \u002F>\n \u003Cp>\n\n 5. In the `cline_mcp_settings.json` file, add your desired MCP servers in the `mcpServers` object. See the following example that will use some of the current MCP servers that are available in this repository. Ensure you save the file to install the MCP servers.\n\n#### `cline_mcp_settings.json`\n\nFor macOS\u002FLinux:\n\n ```json\n {\n   \"mcpServers\": {\n     \"awslabs-core-mcp-server\": {\n       \"command\": \"uvx\",\n       \"args\": [\"awslabs.core-mcp-server@latest\"],\n       \"env\": {\n         \"FASTMCP_LOG_LEVEL\": \"ERROR\",\n         \"MCP_SETTINGS_PATH\": \"path to your mcp settings file\"\n       }\n     }\n    }\n  }\n ```\n\nFor Windows:\n\n```json\n{\n  \"mcpServers\": {\n    \"awslabs-core-mcp-server\": {\n      \"disabled\": false,\n      \"timeout\": 60,\n      \"type\": \"stdio\",\n      \"command\": \"uv\",\n      \"args\": [\n        \"tool\",\n        \"run\",\n        \"--from\",\n        \"awslabs.core-mcp-server@latest\",\n        \"awslabs.core-mcp-server.exe\"\n      ],\n      \"env\": {\n        \"FASTMCP_LOG_LEVEL\": \"ERROR\",\n        \"MCP_SETTINGS_PATH\": \"path to your mcp settings file\"\n      }\n    }\n  }\n}\n```\n\n6. Once installed, you should see a list of your MCP Servers under the MCP Server Installed tab, and they should have a green slider to show that they are enabled. See the following for an example with two of the possible MCP servers for AWS. Click **Done** when finished. You should now see the Cline chat interface.\n\n\u003Cp align=\"center\">\n  \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fawslabs_mcp_readme_3a36216e81b5.png\" width=\"500\" height=\"800\"  \u002F>\n\u003Cp>\n\n\u003Cp align=\"center\">\n  \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fawslabs_mcp_readme_59fbd850147a.png\" width=\"500\" height=\"800\"  \u002F>\n\u003Cp>\n\n7. By default, Cline will be set as the API provider, which has limits for the free tier. Next, let's update the API provider to be AWS Bedrock, so we can use the LLMs through Bedrock, which would have billing go through your connected AWS account.\n\n8. Click the settings gear to open up the Cline settings. Then under **API Provider**, switch this from `Cline` to `AWS Bedrock` and select `AWS Profile` for the authentication type. As a note, the `AWS Credentials` option works as well, however it uses a static credentials (Access Key ID and Secret Access Key) instead of temporary credentials that are automatically redistributed when the token expires, so the temporary credentials with an AWS Profile is the more secure and recommended method.\n\n\u003Cp align=\"center\">\n  \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fawslabs_mcp_readme_8b6fa203e27f.png\" width=\"500\" height=\"800\"  \u002F>\n\u003Cp>\n\n9. Fill out the configuration based on the existing AWS Profile you wish to use, select the desired AWS Region, and enable cross-region inference.\n\n\u003Cp align=\"center\">\n  \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fawslabs_mcp_readme_2eeccc0f79fb.png\" width=\"500\" height=\"800\"  \u002F>\n\u003Cp>\n\n\u003Cp align=\"center\">\n  \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fawslabs_mcp_readme_34e7ddff033a.png\" width=\"500\" height=\"800\"  \u002F>\n\u003Cp>\n\n10. Next, scroll down on the settings page until you reach the text box that says Custom Instructions. Paste in the following snippet to ensure the `mcp-core` server is used as the starting point for every prompt:\n\n```\nFor every new project, always look at your MCP servers and use mcp-core as the starting point every time. Also after a task completion include the list of MCP servers used in the operation.\n```\n\n\u003Cp align=\"center\">\n  \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fawslabs_mcp_readme_977a13e24b56.png\" width=\"500\" height=\"800\"  \u002F>\n\u003Cp>\n\n11. Once the custom prompt is pasted in, click **Done** to return to the chat interface.\n\n12. Now you can begin asking questions and testing out the functionality of your installed MCP servers. The default option in the chat interface is is `Plan` which will provide the output for you to take manual action on (e.g. providing you a sample configuration that you copy and paste into a file). However, you can optionally toggle this to `Act` which will allow Cline to act on your behalf (e.g. searching for content using a web browser, cloning a repository, executing code, etc). You can optionally toggle on the \"Auto-approve\" section to avoid having to click to approve the suggestions, however we recommend leaving this off during testing, especially if you have the Act toggle selected.\n\n**Note:** For the best results, please prompt Cline to use the desired MCP server you wish to use. For example, `Using the Terraform MCP Server, do...`\n\u003C\u002Fdetails>\n\n### Getting Started with Cursor\n\n\u003Cdetails>\n\u003Csummary>Getting Started with Cursor\u003C\u002Fsummary>\n\n1. Follow the steps above in the **Installation and Setup** section to install `uv` from [Astral](https:\u002F\u002Fdocs.astral.sh\u002Fuv\u002Fgetting-started\u002Finstallation\u002F), install Python, and configure AWS credentials with the required services.\n\n2. You can place MCP configuration in two locations, depending on your use case:\n\n  A. **Project Configuration**\n    - For tools specific to a project, create a `.cursor\u002Fmcp.json` file in your project directory.\n    - This allows you to define MCP servers that are only available within that specific project.\n\n  B. **Global Configuration**\n    - For tools that you want to use across all projects, create a `~\u002F.cursor\u002Fmcp.json` file in your home directory.\n    - This makes MCP servers available in all your Cursor workspaces.\n\n#### `.cursor\u002Fmcp.json`\n\nFor macOS\u002FLinux:\n\n```json\n {\n  \"mcpServers\": {\n    \"awslabs-core-mcp-server\": {\n      \"command\": \"uvx\",\n      \"args\": [\"awslabs.core-mcp-server@latest\"],\n      \"env\": {\n        \"FASTMCP_LOG_LEVEL\": \"ERROR\"\n      }\n    }\n  }\n}\n```\n\nFor Windows:\n\n```json\n{\n  \"mcpServers\": {\n    \"awslabs-core-mcp-server\": {\n      \"disabled\": false,\n      \"timeout\": 60,\n      \"type\": \"stdio\",\n      \"command\": \"uv\",\n      \"args\": [\n        \"tool\",\n        \"run\",\n        \"--from\",\n        \"awslabs.core-mcp-server@latest\",\n        \"awslabs.core-mcp-server.exe\"\n      ],\n      \"env\": {\n        \"FASTMCP_LOG_LEVEL\": \"ERROR\"\n      }\n    }\n  }\n}\n```\n\n3. **Using MCP in Chat** The Composer Agent will automatically use any MCP tools that are listed under Available Tools on the MCP settings page if it determines them to be relevant. To prompt tool usage intentionally, please prompt Cursor to use the desired MCP server you wish to use. For example, `Using the Terraform MCP Server, do...`\n\n4. **Tool Approval** By default, when Agent wants to use an MCP tool, it will display a message asking for your approval. You can use the arrow next to the tool name to expand the message and see what arguments the Agent is calling the tool with.\n\n\u003C\u002Fdetails>\n\n### Getting Started with Windsurf\n\n\u003Cdetails>\n\u003Csummary>Getting Started with Windsurf\u003C\u002Fsummary>\n\n1. Follow the steps above in the **Installation and Setup** section to install `uv` from [Astral](https:\u002F\u002Fdocs.astral.sh\u002Fuv\u002Fgetting-started\u002Finstallation\u002F), install Python, and configure AWS credentials with the required services.\n\n2. **Access MCP Settings**\n   - Navigate to Windsurf - Settings > Advanced Settings or use the Command Palette > Open Windsurf Settings Page\n   - Look for the \"Model Context Protocol (MCP) Servers\" section\n\n3. **Add MCP Servers**\n   - Click \"Add Server\" to add a new MCP server\n   - You can choose from available templates like GitHub, Puppeteer, PostgreSQL, etc.\n   - Alternatively, click \"Add custom server\" to configure your own server\n\n4. **Manual Configuration**\n   - You can also manually edit the MCP configuration file located at `~\u002F.codeium\u002Fwindsurf\u002Fmcp_config.json`\n\n#### `~\u002F.codeium\u002Fwindsurf\u002Fmcp_config.json`\n\nFor macOS\u002FLinux:\n\n ```json\n {\n   \"mcpServers\": {\n     \"awslabs-core-mcp-server\": {\n       \"command\": \"uvx\",\n       \"args\": [\"awslabs.core-mcp-server@latest\"],\n       \"env\": {\n         \"FASTMCP_LOG_LEVEL\": \"ERROR\",\n         \"MCP_SETTINGS_PATH\": \"path to your mcp settings file\"\n       }\n     }\n    }\n  }\n ```\n\nFor Windows:\n\n```json\n{\n  \"mcpServers\": {\n    \"awslabs-core-mcp-server\": {\n      \"disabled\": false,\n      \"timeout\": 60,\n      \"type\": \"stdio\",\n      \"command\": \"uv\",\n      \"args\": [\n        \"tool\",\n        \"run\",\n        \"--from\",\n        \"awslabs.core-mcp-server@latest\",\n        \"awslabs.core-mcp-server.exe\"\n      ],\n      \"env\": {\n        \"FASTMCP_LOG_LEVEL\": \"ERROR\",\n        \"MCP_SETTINGS_PATH\": \"path to your mcp settings file\"\n      }\n    }\n  }\n}\n```\n\n\u003C\u002Fdetails>\n\n### Getting Started with VS Code\n\n\u003Cdetails>\n\u003Csummary>Install in VS Code\u003C\u002Fsummary>\n\nConfigure MCP servers in VS Code settings or in `.vscode\u002Fmcp.json` (see [VS Code MCP docs](https:\u002F\u002Fcode.visualstudio.com\u002Fdocs\u002Fcopilot\u002Fchat\u002Fmcp-servers) for more info.):\n\n#### `.vscode\u002Fmcp.json`\n\nFor macOS\u002FLinux:\n\n```json\n{\n  \"mcpServers\": {\n    \"awslabs-core-mcp-server\": {\n      \"command\": \"uvx\",\n      \"args\": [\"awslabs.core-mcp-server@latest\"],\n      \"env\": {\n        \"FASTMCP_LOG_LEVEL\": \"ERROR\"\n      }\n    }\n  }\n}\n```\n\nFor Windows:\n\n```json\n{\n  \"mcpServers\": {\n    \"awslabs-core-mcp-server\": {\n      \"disabled\": false,\n      \"timeout\": 60,\n      \"type\": \"stdio\",\n      \"command\": \"uv\",\n      \"args\": [\n        \"tool\",\n        \"run\",\n        \"--from\",\n        \"awslabs.core-mcp-server@latest\",\n        \"awslabs.core-mcp-server.exe\"\n      ],\n      \"env\": {\n        \"FASTMCP_LOG_LEVEL\": \"ERROR\"\n      }\n    }\n  }\n}\n```\n\u003C\u002Fdetails>\n\n### Getting Started with Claude Code\n\n\u003Cdetails>\n\u003Csummary>Install in Claude Code\u003C\u002Fsummary>\n\nConfigure MCP servers in Claude Code through the CLI or in `.mcp.json`\n\n1. Follow the steps above in the **Installation and Setup** section to install `uv` from [Astral](https:\u002F\u002Fdocs.astral.sh\u002Fuv\u002Fgetting-started\u002Finstallation\u002F), install Python, and configure AWS credentials with the required services.\n\n2. **Using Claude Code CLI Commands**\n\n   Claude Code CLI commands to add MCP servers:\n\n   ```bash\n   # Add core AWS services\n   claude mcp add aws-api uvx awslabs.aws-api-mcp-server@latest\n   claude mcp add aws-cdk uvx awslabs.cdk-mcp-server@latest\n   claude mcp add aws-docs uvx awslabs.aws-documentation-mcp-server@latest\n   claude mcp add aws-support uvx awslabs.aws-support-mcp-server@latest\n   claude mcp add aws-pricing uvx awslabs.aws-pricing-mcp-server@latest\n\n   # Add AI\u002FML and Bedrock services\n   claude mcp add bedrock-kb uvx awslabs.bedrock-kb-retrieval-mcp-server@latest\n   claude mcp add nova-canvas uvx awslabs.nova-canvas-mcp-server@latest\n   claude mcp add synthetic-data uvx awslabs.syntheticdata-mcp-server@latest\n\n   # Add data and analytics services\n   claude mcp add aws-dataprocessing uvx awslabs.aws-dataprocessing-mcp-server@latest\n   claude mcp add aurora-dsql uvx awslabs.aurora-dsql-mcp-server@latest\n   claude mcp add valkey uvx awslabs.valkey-mcp-server@latest\n\n   # List installed servers\n   claude mcp list\n   ```\n\n3. **Manual Configuration (Alternative)**\n\n   You can also manually configure MCP servers by creating a `.mcp.json` file in your project root:\n\n#### `.mcp.json`\n\nFor macOS\u002FLinux:\n\n```json\n{\n  \"mcpServers\": {\n    \"awslabs.cdk-mcp-server\": {\n      \"command\": \"uvx\",\n      \"args\": [\"awslabs.cdk-mcp-server@latest\"],\n      \"env\": {\n        \"FASTMCP_LOG_LEVEL\": \"ERROR\"\n      }\n    },\n    \"awslabs.aws-documentation-mcp-server\": {\n      \"command\": \"uvx\",\n      \"args\": [\"awslabs.aws-documentation-mcp-server@latest\"],\n      \"env\": {\n        \"FASTMCP_LOG_LEVEL\": \"ERROR\",\n        \"AWS_DOCUMENTATION_PARTITION\": \"aws\"\n      }\n    }\n  }\n}\n```\n\u003C\u002Fdetails>\n\n## Samples\n\nReady-to-use examples of open source MCP servers for AWS in action are available in the [samples](samples\u002F) directory. These samples provide working code and step-by-step guides to help you get started with each MCP server.\n\n## Vibe coding\n\nYou can use these MCP servers with your AI coding assistant to [vibe code](https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FVibe_coding). For tips and tricks on how to improve your vibe coding experience, please refer to our [guide](.\u002FVIBE_CODING_TIPS_TRICKS.md).\n\n## Additional Resources\n\n- [Introducing AWS MCP Servers for code assistants](https:\u002F\u002Faws.amazon.com\u002Fblogs\u002Fmachine-learning\u002Fintroducing-aws-mcp-servers-for-code-assistants-part-1\u002F)\n- [Vibe coding with AWS MCP Servers | AWS Show & Tell](https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=qXGQQRMrcz0)\n- [Supercharging AWS database development with AWS MCP servers](https:\u002F\u002Faws.amazon.com\u002Fblogs\u002Fdatabase\u002Fsupercharging-aws-database-development-with-aws-mcp-servers\u002F)\n- [AWS costs estimation using Amazon Q CLI and AWS Pricing MCP Server](https:\u002F\u002Faws.amazon.com\u002Fblogs\u002Fmachine-learning\u002Faws-costs-estimation-using-amazon-q-cli-and-aws-cost-analysis-mcp\u002F)\n- [Introducing AWS Serverless MCP Server: AI-powered development for modern applications](https:\u002F\u002Faws.amazon.com\u002Fblogs\u002Fcompute\u002Fintroducing-aws-serverless-mcp-server-ai-powered-development-for-modern-applications\u002F)\n- [Announcing new Model Context Protocol (MCP) Servers for AWS Serverless and Containers](https:\u002F\u002Faws.amazon.com\u002Fabout-aws\u002Fwhats-new\u002F2025\u002F05\u002Fnew-model-context-protocol-servers-aws-serverless-containers\u002F)\n- [Accelerating application development with the Amazon EKS MCP server](https:\u002F\u002Faws.amazon.com\u002Fblogs\u002Fcontainers\u002Faccelerating-application-development-with-the-amazon-eks-model-context-protocol-server\u002F)\n- [Amazon Neptune announces MCP (Model Context Protocol) Server](https:\u002F\u002Faws.amazon.com\u002Fabout-aws\u002Fwhats-new\u002F2025\u002F05\u002Famazon-neptune-mcp-server\u002F)\n- [Terraform MCP Server Vibe Coding](https:\u002F\u002Fyoutu.be\u002Fi2nBD65md0Y)\n- [How to Generate AWS Architecture Diagrams Using Amazon Q CLI and MCP](https:\u002F\u002Fcommunity.aws\u002Fcontent\u002F2vPiiPiBSdRalaEax2rVDtshpf3\u002Fhow-to-generate-aws-architecture-diagrams-using-amazon-q-cli-and-mcp)\n- [Harness the power of MCP servers with Amazon Bedrock Agents](https:\u002F\u002Faws.amazon.com\u002Fblogs\u002Fmachine-learning\u002Fharness-the-power-of-mcp-servers-with-amazon-bedrock-agents\u002F)\n- [Unlocking the power of Model Context Protocol (MCP) on AWS](https:\u002F\u002Faws.amazon.com\u002Fblogs\u002Fmachine-learning\u002Funlocking-the-power-of-model-context-protocol-mcp-on-aws\u002F)\n- [AWS Price List Gets a Natural Language Upgrade: Introducing the AWS Pricing MCP Server](https:\u002F\u002Faws.amazon.com\u002Fblogs\u002Faws-cloud-financial-management\u002Faws-price-list-gets-a-natural-language-upgrade-introducing-the-aws-pricing-mcp-server\u002F)\n- [AWS SheBuilds: AWS Team's Journey from Internal Tools to Open Source AI Infrastructure](https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=DZFgufNCvAo)\n- [Guidance for Vibe Coding with AWS MCP servers](https:\u002F\u002Faws.amazon.com\u002Fsolutions\u002Fguidance\u002Fvibe-coding-with-aws-mcp-servers\u002F)\n- [Vibe coding with AWS MCP Servers | Hands-on Workshop](https:\u002F\u002Fgithub.com\u002Faws-solutions-library-samples\u002Fguidance-for-vibe-coding-with-aws-mcp-servers)\n\n## Security\n\nSee [CONTRIBUTING](CONTRIBUTING.md#security-issue-notifications) for more information.\n\n## Contributing\n\nBig shout out to our awesome contributors! Thank you for making this project better!\n\n[![contributors](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fawslabs_mcp_readme_992da5d32262.png)](https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fgraphs\u002Fcontributors)\n\nContributions of all kinds are welcome! Check out our [contributor guide](CONTRIBUTING.md) for more information.\n\n## Developer guide\n\nIf you want to add a new MCP Server to the library, check out our [development guide](DEVELOPER_GUIDE.md) and be sure to follow our [design guidelines](DESIGN_GUIDELINES.md).\n\n## License\n\nThis project is licensed under the Apache-2.0 License.\n\n## Disclaimer\n\nBefore using an MCP Server, you should consider conducting your own independent assessment to ensure that your use would comply with your own specific security and quality control practices and standards, as well as the laws, rules, and regulations that govern you and your content.\n","# 适用于 AWS 的开源 MCP 服务器\n\n一套专门的 MCP 服务器，可帮助您在任何使用 MCP 的场景下充分利用 AWS。\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## 目录\n\n- [适用于 AWS 的开源 MCP 服务器](#open-source-mcp-servers-for-aws)\n  - [目录](#table-of-contents)\n  - [什么是模型上下文协议 (MCP)，它如何与 AWS 的 MCP 服务器协同工作？](#what-is-the-model-context-protocol-mcp-and-how-does-it-work-with-mcp-servers-for-aws)\n  - [适用于 AWS 的开源 MCP 服务器传输机制](#open-source-mcp-servers-for-aws-transport-mechanisms)\n    - [支持的传输机制](#supported-transport-mechanisms)\n    - [移除服务器发送事件支持](#server-sent-events-support-removal)\n  - [为什么选择 AWS 的 MCP 服务器？](#why-mcp-servers-for-aws)\n  - [可用的 MCP 服务器：快速安装](#available-mcp-servers-quick-installation)\n    - [🚀开始使用 AWS](#-getting-started-with-aws)\n    - [按您正在构建的内容浏览](#browse-by-what-youre-building)\n      - [📚 实时访问官方 AWS 文档](#-real-time-access-to-official-aws-documentation)\n      - [🏗️ 基础设施与部署](#️-infrastructure--deployment)\n        - [基础设施即代码](#infrastructure-as-code)\n        - [容器平台](#container-platforms)\n        - [无服务器与函数](#serverless--functions)\n        - [支持](#support)\n      - [🤖 AI与机器学习](#-ai--machine-learning)\n      - [📊 数据与分析](#-data--analytics)\n        - [SQL与NoSQL数据库](#sql--nosql-databases)\n        - [搜索与分析](#search--analytics)\n        - [缓存与性能](#caching--performance)\n      - [🛠️ 开发工具与支持](#️-developer-tools--support)\n      - [📡 集成与消息传递](#-integration--messaging)\n      - [💰 成本与运营](#-cost--operations)\n      - [🧬 医疗保健与生命科学](#-healthcare--lifesciences)\n    - [按您的工作方式浏览](#browse-by-how-youre-working)\n      - [👨‍💻 编码与开发氛围](#-vibe-coding--development)\n        - [核心开发流程](#core-development-workflow)\n        - [基础设施即代码](#infrastructure-as-code-1)\n        - [应用程序开发](#application-development)\n        - [容器与无服务器开发](#container--serverless-development)\n        - [测试与数据](#testing--data)\n        - [生命科学工作流开发](#lifesciences-workflow-development)\n      - [💬 对话式助手](#-conversational-assistants)\n        - [知识与搜索](#knowledge--search)\n        - [内容处理与生成](#content-processing--generation)\n        - [商业服务](#business-services)\n      - [🤖 自主后台代理](#-autonomous-background-agents)\n        - [数据操作与ETL](#data-operations--etl)\n        - [缓存与性能](#caching--performance-1)\n        - [工作流与集成](#workflow--integration)\n        - [运营与监控](#operations--monitoring)\n  - [MCP AWS Lambda 处理器模块](#mcp-aws-lambda-handler-module)\n  - [何时使用本地 vs 远程 MCP 服务器？](#when-to-use-local-vs-remote-mcp-servers)\n    - [本地 MCP 服务器](#local-mcp-servers)\n    - [远程 MCP 服务器](#remote-mcp-servers)\n  - [服务器的用例](#use-cases-for-the-servers)\n  - [安装与设置](#installation-and-setup)\n    - [在容器中运行 MCP 服务器](#running-mcp-servers-in-containers)\n    - [开始使用 Kiro](#getting-started-with-kiro)\n      - [`~\u002F.kiro\u002Fsettings\u002Fmcp.json`](#kirosettingsmcpjson)\n    - [开始使用 Cline 和 Amazon Bedrock](#getting-started-with-cline-and-amazon-bedrock)\n      - [`cline_mcp_settings.json`](#cline_mcp_settingsjson)\n    - [开始使用 Cursor](#getting-started-with-cursor)\n      - [`.cursor\u002Fmcp.json`](#cursormcpjson)\n    - [开始使用 Windsurf](#getting-started-with-windsurf)\n      - [`~\u002F.codeium\u002Fwindsurf\u002Fmcp_config.json`](#codeiumwindsurfmcp_configjson)\n    - [开始使用 VS Code](#getting-started-with-vs-code)\n      - [`.vscode\u002Fmcp.json`](#vscodemcpjson)\n    - [开始使用 Claude Code](#getting-started-with-claude-code)\n      - [`.mcp.json`](#mcpjson)\n  - [示例](#samples)\n  - [编码氛围](#vibe-coding)\n  - [其他资源](#additional-resources)\n  - [安全性](#security)\n  - [贡献](#contributing)\n  - [开发者指南](#developer-guide)\n  - [许可证](#license)\n  - [免责声明](#disclaimer)\n\n## 什么是模型上下文协议 (MCP)，它如何与 AWS 的 MCP 服务器协同工作？\n\n> 模型上下文协议 (MCP) 是一种开放协议，可在 LLM 应用程序与外部数据源和工具之间实现无缝集成。无论您是在构建 AI 驱动的 IDE、增强聊天界面，还是一些自定义的 AI 工作流，MCP 都提供了一种标准化的方式来连接 LLM 与它们所需的上下文。\n>\n> — [模型上下文协议 README](https:\u002F\u002Fgithub.com\u002Fmodelcontextprotocol#:~:text=The%20Model%20Context,context%20they%20need.)\n\nMCP 服务器是一个轻量级程序，通过标准化的模型上下文协议公开特定功能。宿主应用程序（如聊天机器人、IDE 和其他 AI 工具）拥有 MCP 客户端，这些客户端与 MCP 服务器保持一对一的连接。常见的 MCP 客户端包括智能 AI 编码助手（如 Kiro、Cline、Cursor、Windsurf），以及 Claude Desktop 等聊天应用，未来还将有更多客户端加入。MCP 服务器可以访问本地数据源和远程服务，以提供额外的上下文信息，从而提升模型生成结果的质量。\n\nAWS 的 MCP 服务器利用这一协议，为 AI 应用程序提供对 AWS 文档、上下文指导和最佳实践的访问权限。通过标准化的 MCP 客户端-服务器架构，AWS 功能成为您开发环境或 AI 应用程序的智能扩展。\n\nAWS 的 MCP 服务器能够增强云原生开发、基础设施管理和开发工作流，使 AI 辅助的云计算更加便捷高效。\n\n模型上下文协议是由 Anthropic, PBC 运营的开源项目，并向整个社区开放贡献。有关 MCP 的更多信息，请参阅此处的文档 [这里](https:\u002F\u002Fmodelcontextprotocol.io\u002Fintroduction)\n\n## 适用于 AWS 的开源 MCP 服务器传输机制\n\n### 支持的传输机制\n\nMCP 协议目前定义了两种用于客户端-服务器通信的标准传输机制：\n- stdio，通过标准输入和标准输出进行通信\n- 可流式 HTTP\n\n本仓库中的 MCP 服务器仅支持 stdio。\n\n您有责任确保对这些服务器的使用符合其管理条款，以及适用于您的任何法律、规则、法规、政策或标准。\n\n### 移除 Server Sent Events 支持\n\n**重要通知：** 2025年5月26日，所有 MCP 服务器在其最新主要版本中移除了对 Server Sent Events (SSE) 的支持。这一变更符合 Model Context Protocol 规范中的[向后兼容性指南](https:\u002F\u002Fmodelcontextprotocol.io\u002Fspecification\u002F2025-03-26\u002Fbasic\u002Ftransports#backwards-compatibility)。\n\n我们正积极致力于支持[可流式 HTTP](https:\u002F\u002Fmodelcontextprotocol.io\u002Fspecification\u002Fdraft\u002Fbasic\u002Ftransports#streamable-http)，这将为未来版本提供更强大的传输能力。\n\n对于仍需要 SSE 支持的应用程序，请继续使用相应 MCP 服务器的上一主要版本，直到您可以迁移到替代传输方法为止。\n\n### 为何选择 AWS 的 MCP 服务器？\n\nMCP 服务器在多个关键方面增强了基础模型（FM）的能力：\n\n- **提升输出质量**：通过直接在模型上下文中提供相关信息，MCP 服务器显著改善了模型在 AWS 服务等专业领域中的响应质量。这种方法减少了幻觉现象，提供了更准确的技术细节，实现了更精确的代码生成，并确保建议与当前的 AWS 最佳实践和服务能力保持一致。\n\n- **访问最新文档**：基础模型可能不具备对最新发布内容、API 或 SDK 的了解。MCP 服务器通过引入最新的文档来弥补这一差距，确保您的 AI 助手始终基于 AWS 的最新功能进行工作。\n\n- **工作流自动化**：MCP 服务器将常见工作流转换为基础模型可以直接使用的工具。无论是 CDK、Terraform 还是其他 AWS 特定工作流，这些工具都能使 AI 助手以更高的准确性和效率完成复杂任务。\n\n- **专业领域知识**：MCP 服务器提供了关于 AWS 服务的深入上下文知识，而这些知识可能并未完全体现在基础模型的训练数据中，从而能够为云开发任务提供更准确、更有帮助的响应。\n\n## 可用的 MCP 服务器：快速安装\n\n通过一键安装按钮，您可以快速开始使用流行的 MCP 客户端。点击下方按钮，即可在 Cursor 或 VS Code 中直接安装服务器：\n\n### 🚀 开始使用 AWS\n\n对于 AWS 相关操作，我们建议从以下服务器入手：\n\n| 服务器名称                                                                                                 | 描述 | 安装 |\n|-------------------------------------------------------------------------------------------------------------|-------------|---------|\n| [AWS MCP 服务器（预览版）](https:\u002F\u002Fdocs.aws.amazon.com\u002Faws-mcp\u002Flatest\u002Fuserguide\u002Fwhat-is-mcp-server.html) | 从此处开始，实现安全且可审计的 AWS 交互！该远程托管的 MCP 服务器由 AWS 托管，结合了全面的 AWS API 支持、最新 AWS 文档、API 参考、新功能公告及入门信息。内置遵循 AWS 最佳实践的 Agent SOP，帮助代理可靠地完成复杂的多步骤 AWS 任务。设计时充分考虑了安全性和可控性：语法验证的 API 调用、基于 IAM 的权限控制且零凭证暴露，以及完整的 CloudTrail 审计日志记录。您可以访问所有 AWS 服务，以透明和可追溯的方式管理基础设施、探索资源并执行 AWS 操作。[了解更多](https:\u002F\u002Fdocs.aws.amazon.com\u002Faws-mcp\u002Flatest\u002Fuserguide\u002Fwhat-is-mcp-server.html) | [![安装](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@latest%22%2C%22https%3A\u002F\u002Faws-mcp.us-east-1.api.aws\u002Fmcp%22%5D%7D) \u003Cbr\u002F>[![安装](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>[![在 VS Code 上安装](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@latest%22%2C%22https%3A%2F%2Faws-mcp.us-east-1.api.aws%2Fmcp%22%5D%7D>) |\n\n### 按照您正在构建的内容浏览\n\n#### 📚 实时访问 AWS 官方文档\n\n| 服务器名称 | 描述 | 安装 |\n|-------------|-------------|---------|\n| [AWS Knowledge MCP 服务器](src\u002Faws-knowledge-mcp-server) | 由 AWS 托管的远程、完全托管的 MCP 服务器，提供对最新 AWS 文档、API 参考、新功能发布文章、入门信息、构建者中心、博客文章、架构参考以及良好架构指南的访问。 | [![安装](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>[![安装](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>[![在 VS Code 上安装](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 文档 MCP 服务器](src\u002Faws-documentation-mcp-server) | 获取最新的 AWS 文档和 API 参考 | [![安装](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@latest%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>[![安装](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>[![在 VS Code 上安装](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@latest%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### 🏗️ 基础设施与部署\n\n使用基础设施即代码的最佳实践来构建、部署和管理云基础设施。\n\n| 服务器名称 | 描述 | 安装 |\n|-------------|-------------|---------|\n| [AWS IaC MCP 服务器](src\u002Faws-iac-mcp-server) | 全面的基础设施即代码工具套件，提供 CloudFormation 文档访问、CDK 最佳实践指南、组件示例、安全验证和部署故障排除功能 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-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@latest%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>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.aws-iac-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuYXdzLWliaS1tY3Atc2VydmVyQGxhdGVzdCIsImVudiI6eyJBV1NfUFJPRklMRSI6InlvdXItYXdzLXByb2ZpbGUiLCJGQVNUTUNQX0xPR19MRVZFTCI6IkVSUl9MRVZFTCIifSwiZGlzYWJsZWQiOmZhbHNlLCJhdXRvQXBwcm92ZSI6W119) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-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@latest%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 服务器](src\u002Fccapi-mcp-server) ⚠️ **已弃用** | 直接管理 AWS 资源，附带安全扫描和最佳实践（请改用 [AWS IaC MCP 服务器](src\u002Faws-iac-mcp-server)） | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-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@latest%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>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.ccapi-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuY2NhcGktbWNwLXNlcnZlckBsYXRlc3QiLCJlbnYiOnsiQVdTX1BST0ZJTEUiOiJ5b3VyLWF3cy1wcm9maWxlIiwiQVdTX1JFRUdPT0lJUyI6InVzLWVhc3QtMSIsIkZBU1RNQ1BfTE9HX0xFVkVMIjoiRVJST1JFIn0sImRpc2FibGVkIjpmYWxzZSwiYXV0b0FwcHJvdmUiOltdfQ==) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-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@latest%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 CDK MCP 服务器](src\u002Fcdk-mcp-server) ⚠️ **已弃用** | AWS CDK 开发，支持安全合规和最佳实践（请改用 [AWS IaC MCP 服务器](src\u002Faws-iac-mcp-server)） | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.cdk-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.cdk-mcp-server@latest%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%7D) \u003Cbr\u002F>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.cdk-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuY2RrLW1jcC1zZXJ2ZXJAbGF0ZXN0IiwiZW52Ijp7IkZBU1RNQ1BfTE9HX0xFVkVMIjoiRVJST1JFIn0sImRpc2FibGVkIjpmYWxzZSwiYXV0b0FwcHJvdmUiOltdfQ==) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=CDK%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.cdk-mcp-server@latest%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| [AWS Terraform MCP 服务器](src\u002Fterraform-mcp-server) ⚠️ **已弃用** | 集成安全扫描的 Terraform 工作流（请改用 [HashiCorp 官方 Terraform MCP 服务器](https:\u002F\u002Fgithub.com\u002Fhashicorp\u002Fterraform-mcp-server)） | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.terraform-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.terraform-mcp-server@latest%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%7D) \u003Cbr\u002F>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.terraform-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMudGVycmFmb3JtLW1jcC1zZXJ2ZXJAbGF0ZXN0IiwiZW52Ijp7IkZBU1RNQ1BfTE9HX0xFVkVMIjoiRVJST1JFIn0sImRpc2FibGVkIjpmYWxzZSwiYXV0b0FwcHJvdmUiOltdfQ==) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=Terraform%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.terraform-mcp-server@latest%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| [AWS CloudFormation MCP 服务器](src\u002Fcfn-mcp-server) | 通过 Cloud Control API 直接管理 CloudFormation 资源 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.cfn-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.cfn-mcp-server@latest%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22your-named-profile%22%7D%7D) \u003Cbr\u002F>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.cfn-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuY2ZuLW1jcC1zZXJ2ZXJAbGF0ZXN0IiwiZW52Ijp7IkFXU19QUk9GSUxFIjoieW91ci1uYW1lZC1wcm9maWxlIn0sImRpc2FibGVkIjpmYWxzZSwiYXV0b0FwcHJvdmUiOltdfQ==) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=CloudFormation%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.cfn-mcp-server@latest%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22your-named-profile%22%7D%2C%22disabled%22%3Afalse%2C%22autoApprove%22%3A%5B%5D%7D) |\n\n#### 容器平台\n\n| 服务器名称 | 描述 | 安装 |\n|-------------|-------------|---------|\n| [Amazon EKS MCP 服务器](src\u002Feks-mcp-server) | Kubernetes 集群管理和应用部署 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-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@latest%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>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.eks-mcp-server&config=eyJhdXRvQXBwcm92ZSI6W10sImRpc2FibGVkIjpmYWxzZSwiY29tbWFuZCI6InV2eCBhd3NsYWJzLmVrcy1tY3Atc2VydmVyQGxhdGVzdCAtLWFsbG93LXdyaXRlIC0tYWxsb3ctc2Vuc2l0aXZlLWRhdGEtYWNjZXNzIiwiZW52Ijp7IkZBU1RNQ1BfTE9HX0xFVkVMIjoiRVJST1IifSwidHJhbnNwb3J0VHlwZSI6InN0ZGlvIn0%3D) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-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@latest%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 服务器](src\u002Fecs-mcp-server) | 容器编排和 ECS 应用部署 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-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>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.ecs-mcp-server&config=eyJjb21tYW5kIjoidXZ4IC0tZnJvbSBhd3NsYWJzLWVjcy1tY3Atc2VydmVyIGVjcy1tY3Atc2VydmVyIiwiZW52Ijp7IkFXU19QUk9GSUxFIjoieW91ci1hd3MtcHJvZmllIiwgIkFXU19SRUdJT04iOiJ5b3VyLWF3cy1yZWdpb24iLCJGQVNUTUNQX0xPR19MRVZFTCI6IkVSUk9SIiwiRkFTVE1DUF9MT0dfRklMRSI6Ii9wYXRoL3RvL2Vjcy1tY3Atc2VydmVyLmxvZyIsIkFMTE9XX1dSSVRFIjoiZmFsc2UiLCJBTExPV1fU1RFRUlTJVZLVkVfREFUQSI6ImZhbHNlIn19) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-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\u002Fpath\u002Fto\u002Fecs-mcp-server.log%22%2C%22ALLOW_WRITE%22%3A%22false%22%2C%22ALLOW_SENSITIVE_DATA%22%3A%22false%22%7D%7D) |\n| [Finch MCP 服务器](src\u002Ffinch-mcp-server) | 带有 ECR 集成的本地容器构建 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-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@latest%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>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.finch-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuZmluY2gtbWNwLXNlcnZlckBsYXRlc3QiLCJlbnYiOnsiQVdTX1BST0ZJTEUiOiJkZWZhdWx0IiwiQVdTX1JFR0lPTiI6InVzLXdlc3QtMiIsIkZBU1RNQ1BfTE9HX0xFVkVMIjoiSU5GTyJ9LCJ0cmFuc3BvcnRUeXBlIjoic3RkaW8iLCJkaXNhYmxlZCI6ZmFsc2UsImF1dG9BcHByb3ZlIjpbXX0%3D) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-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@latest%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#### 无服务器与函数\n\n| 服务器名称 | 描述 | 安装 |\n|-------------|-------------|---------|\n| [AWS 无服务器 MCP 服务器](src\u002Faws-serverless-mcp-server) | 使用 SAM CLI 实现完整的无服务器应用生命周期 | [![安装](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>[![安装](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=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuYXdzLXNlcnZlcmxlc3MtbWNwLXNlcnZlckBsYXRlc3QiLCJlbnYiOnsiQVdTX1BST0ZJTEUiOiJ5b3VyLWF3cy1wcm9maWxlIiwiQVdTX1JFR0lPTiI6InVzLWVhc3QtMSIsIkZVTkNUSU9OX1BSRUZJWCI6InlvdXItZnVuY3Rpb24tcHJlZml4IiwiRlVOQ1RJT05fTElTVCI6InlvdXItZmlyc3QtZnVuY3Rpb24sIHlvdXItc2Vjb25kLWZ1bmN0aW9uIiwiRlVOQ1RJT05fVEFHX0tFWSI6InlvdXItdGFnLWtleSIsIkZVTkNUSU9OX1RBR19WQUxVRSI6InlvdXItdGFnLXZhbHVlIiwiRlVOQ1RJT05fSU5QVVRfU0NIRU1BX0FSTn9TQUdfS0VZIjoieW91ci1mdW5jdGlvbi10YWctZm9yLWlucHV0LXNjaGVtYSJ9fQ%3D%3D) \u003Cbr\u002F>[![在 VS Code 上安装](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 工具 MCP 服务器](src\u002Flambda-tool-mcp-server) | 将 Lambda 函数作为 AI 工具执行，以访问私有资源 | [![安装](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>[![安装](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=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMubGFtYmRhLXRvb2wtbWNwLXNlcnZlckBsYXRlc3QiLCJlbnYiOnsiQVdTX1BST0ZJTEUiOiJ5b3VyLWF3cy1wcm9maWxlIiwiQVdTX1JFR0lPTiI6InVzLWVhc3QtMSIsIkZVTkNUSU9OX1BSRUZJICI6InlvdXItZnVuY3Rpb24tcHJlZml4IiwiRlVOQ1RJT05fTElTVCI6InlvdXItZmlyc3QtZnVuY3Rpb24sIHlvdXItc2Vjb25kLWZ1bmN0aW9uIiwiRlVOQ1RJT05fVEFHX0tFWSI6InlvdXItdGFnLWtleSIsIkZVTkNUSU9OX1RBR19WQUxVRSI6InlvdXItdGFnLXZhbHVlIiwiRlVOQ1RJT05fSU5QVVRfU0NIRU1BX0FSTn9TQUdfS0VZIjoieW91ci1mdW5jdGlvbi10YWctZm9yLWlucHV0LXNjaGVtYSJ9fQ%3D%3D) \u003Cbr\u002F>[![在 VS Code 上安装](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#### 支持\n\n| 服务器名称 | 描述 | 安装 |\n|-------------|-------------|---------|\n| [AWS 支持 MCP 服务器](src\u002Faws-support-mcp-server) | 帮助用户创建和管理 AWS 支持案例 | [![安装](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>[![安装](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=eyJjb21tYW5kIjoidXZ4IC1tIGF3c2xhYnMuYXdzLXN1cHBvcnQtbWNpLXNlcnZlckBsYXRlc3QiLCJlbnYiOnsiQVdTX1BST0ZJTEUiOiJ5b3VyLWF3cy1wcm9maWxlIiwiQVdTX1JFR0lPTiI6InVzLWVhc3QtMSIsIkZVTkNUSU9OX1BSRUZJICI6InlvdXItZnVuY3Rpb24tcHJlZml4IiwiRlVOQ1RJT05fTElTVCI6InlvdXItZmlyc3QtZnVuY3Rpb24sIHlvdXItc2Vjb25kLWZ1bmN0aW9uIiwiRlVOQ1RJT05fVEFHX0tFWSI6InlvdXItdGFnLWtleSIsIkZVTkNUSU9OX1RBR19WQUxVRSI6InlvdXItdGFnLXZhbHVlIiwiRlVOQ1RJT05fSU5QVVRfU0NIRU1BX0FSTn9TQUdfS0VZIjoieW91ci1mdW5jdGlvbi10YWctZm9yLWlucHV0LXNjaGVtYSJ9fQ%3D%3D) \u003Cbr\u002F>[![在 VS Code 上安装](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\n\n### 🤖 AI与机器学习\n通过知识检索、内容生成和机器学习能力增强 AI 应用\n\n| 服务器名称 | 描述 | 安装 |\n|-------------|-------------|---------|\n| [Amazon Bedrock 知识库检索 MCP 服务器](src\u002Fbedrock-kb-retrieval-mcp-server) | 支持引用的企业知识库查询 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-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@latest%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>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.bedrock-kb-retrieval-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuYmVkcm9jay1rYi1yZXRyaWV2YWwtbWNwLXNlcnZlckBsYXRlc3QiLCJlbnYiOnsiQVdTX1BST0ZJTEUiOiJ5b3VyLXByb2ZpbGUtbmFtZSIsIkFXU19SRUdJT04iOiJ1cy1lYXN0LTEiLCJGQVNUTUNQX0xPR1fMRVZFTCI6IkVSUk9SIn0sImRpc2FibGVkIjpmYWxzZSwiYXV0b0FwcHJvdmUiOltdfQ%3D%3D) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=Bedrock KB Retrieval MCP Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.bedrock-kb-retrieval-mcp-server@latest%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 索引 MCP 服务器](src\u002Famazon-kendra-index-mcp-server) | 企业搜索与 RAG 增强 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-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@latest%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>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.amazon-kendra-index-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuYW1hem9uLWtlZW5leC1tY3Atc2VydmVyQGxhdGVzdCIsImVudiOnsiQVdTX1BST0ZJTEUiOiJ5b3VyLWFzLXByb2ZpbGUtbmFtZSIsIkFXU19SRUdJT04iOiJ1cy1lYXN0LTEiLCJBV1NfUkVHSU9OIjoidXMtZWFzdC0xIiLCJGQVNUTUNQX0xPR1fMRVZFTCI6IkVSUk9SIn0sImRpc2FibGVkIjpmYWxzZSwiYXV0b0FwcHJvdmUiOltdfQ%3D%3D) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=Amazon Kendra Index MCP Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.amazon-kendra-index-mcp-server@latest%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 服务器](src\u002Famazon-qbusiness-anonymous-mcp-server) | 基于您导入内容的 AI 助手，支持匿名访问 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-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@latest%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>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.amazon-qbusiness-anonymous-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuYW1hem9uLXFidXEtY3Atc2VydmVyQGxhdGVzdCIsImVudiOnsiQVdTX1BST0ZJTEUiOiJ5b3VyLWFzLXByb2ZpbGUtbmFtZSIsIkFXU19SRUdJT04iOiJ1cy1lYXN0LTEiLCJBV1NfUkVHSU9OIjoidXMtZWFzdC0xIiLCJGQVNUTUNQX0xPR1fMRVZFTCI6IkVSUk9SIn0sImRpc2FibGVkIjpmYWxzZSwiYXV0b0FwcHJvdmUiOltdfQ%3D%3D) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=Amazon Q Business Anonymous MCP Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.amazon-qbusiness-anonymous-mcp-server@latest%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 索引 MCP 服务器](src\u002Famazon-qindex-mcp-server) | 用于搜索企业 Q 索引的数据访问工具 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-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@latest%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>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.amazon-qindex-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuYW1hem9uLXFpbmRleC1tY3Atc2VydmVyQGxhdGVzdCIsImVudiOnsiQVdTX1BST0ZJTEUiOiJ5b3VyLWFzLXByb2ZpbGUtbmFtZSIsIkFXU19SRUdJT04iOiJ1cy1lYXN0LTEiLCJBV1NfUkVHSU9OIjoidXMtZWFzdC0xIiLCJGQVNUTUNQX0xPR1fMRVZFTCI6IkVSUk9SIn0sImRpc2FibGVkIjpmYWxzZSwiYXV0b0FwcHJvdmUiOltdfQ%3D%3D) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=Amazon Q Index MCP Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.amazon-qindex-mcp-server@latest%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| [Nova Canvas MCP 服务器](src\u002Fnova-canvas-mcp-server) ⚠️ **已弃用** | 使用 Amazon Nova Canvas 进行 AI 图像生成（请改用 [bedrock-image-mcp-server](https:\u002F\u002Fgithub.com\u002Fkalleeh\u002Fbedrock-image-mcp-server)） | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.nova-canvas-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.nova-canvas-mcp-server@latest%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>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.nova-canvas-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMubm92YS1jYWdlbmNjYW5leC1tY3Atc2VydmVyQGxhdGVzdCIsImVudiOnsiQVdTX1BST0ZJTEUiOiJ5b3VyLWFzLXByb2ZpbGUtbmFtZSIsIkFXU19SRUdJT04iOiJ1cy1lYXN0LTEiLCJBV1NfUkVHSU9OIjoidXMtZWFzdC0xIiLCJGQVNUTUNQX0xPR1fMRVZFTCI6IkVSUk9SIn0sImRpc2FibGVkIjpmYWxzZSwiYXV0b0FwcHJvdmUiOltdfQ%3D%3D) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=Nova Canvas MCP Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.nova-canvas-mcp-server@latest%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 Bedrock 数据自动化 MCP 服务器](src\u002Faws-bedrock-data-automation-mcp-server) ⚠️ **已弃用** | 分析文档、图像、视频和音频文件（请改用 [boto3 API](https:\u002F\u002Fdocs.aws.amazon.com\u002Fbedrock\u002Flatest\u002Fuserguide\u002Fdata-automation.html) 或 [aws-api-mcp-server](src\u002Faws-api-mcp-server)） | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=bedrock-data-automation-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-bedrock-data-automation-mcp-server@latest%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%22AWS_BUCKET_NAME%22%3A%22your-s3-bucket-name%22%2C%22BASE_DIR%22%3A%22\u002Fpath\u002Fto\u002Fbase\u002Fdirectory%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%7D) \u003Cbr\u002F>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=bedrock-data-automation-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuYXdzLWJlZHJvY2stZGF0YS1tY3Atc2VydmVyQGxhdGVzdCIsImVudiOnsiQVdTX1BST0ZJTEUiOiJ5b3VyLWFzLXByb2ZpbGUtbmFtZSIsIkFXU19SRUdJT04iOiJ1cy1lYXN0LTEiLCJBV1NfUkVHSU9OIjoidXMtZWFzdC0xIiLCJGQVNUTUNQX0xPR1fMRVZFTCI6IkVSUk9SIn0sImRpc2FibGVkIjpmYWxzZSwiYXV0b0FwcHJvdmUiOltdfQ%3D%3D) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=Bedrock Data Automation MCP Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-bedrock-data-automation-mcp-server@latest%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%22AWS_BUCKET_NAME%22%3A%22your-s3-bucket-name%22%2C%22BASE_DIR%22%3A%22\u002Fpath\u002Fto\u002Fbase\u002Fdirectory%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%2C%22disabled%22%3Afalse%2C%22autoApprove%22%3A%5B%5D%7D) |\n| [AWS Bedrock 自定义模型导入 MCP 服务器](src\u002Faws-bedrock-custom-model-import-mcp-server) | 在 Bedrock 中管理自定义模型以进行按需推理 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-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@latest%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>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=aws-bedrock-custom-model-import-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuYXdzLWJlZHJvY2stY3VtLW1tbW5kZW5leC1tY3Atc2VydmVyQGxhdGVzdCIsImVudiOnsiQVdTX1BST0ZJTEUiOiJ5b3VyLWFzLXByb2ZpbGUtbmFtZSIsIkFXU19SRUdJT04iOiJ1cy1lYXN0LTEiLCJBV1NfUkVHSU9OIjoidXMtZWFzdC0xIiLCJGQVNUTUNQX0xPR1fMRVZFTCI6IkVSUk9SIn0sImRpc2FibGVkIjpmYWxzZSwiYXV0b0FwcHJvdmUiOltdfQ%3D%3D) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?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@latest%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 服务器](src\u002Famazon-bedrock-agentcore-mcp-server) | 提供关于 AgentCore 平台服务、API 和最佳实践的全面文档访问 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-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@latest%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%7D) \u003Cbr\u002F>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.amazon-bedrock-agentcore-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuYW1hem9uLWJlZHJvY2stYWdlbmNjYW5leC1tY3Atc2VydmVyQGxhdGVzdCIsImVudiOnsiQVdTX1BST0ZJTEUiOiJ5b3VyLWFzLXByb2ZpbGUtbmFtZSIsIkFXU19SRUdJT04iOiJ1cy1lYXN0LTEiLCJBV1NfUkVHSU9OIjoidXMtZWFzdC0xIiLCJGQVNUTUNQX0xPR1fMRVZFTCI6IkVSUk9SIn0sImRpc2FibGVkIjpmYWxzZSwiYXV0b0FwcHJvdmUiOltdfQ%3D%3D) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=AWS Bedrock AgentCore MCP Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.amazon-bedrock-agentcore-mcp-server@latest%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 SageMaker AI MCP 服务器](src\u002Fsagemaker-ai-mcp-server) | SageMaker AI 资源管理和模型开发 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-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@latest%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>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.sagemaker-ai-mcp-server&config=eyJhdXRvQXBwcm92ZSI6W10sImRpc2FibGVkIjpmYWxzZSwiY29tbWFuZCI6InV2eCBhd3NsYWJzLnNhZ21lbW5kZW5leC1tY3Atc2VydmVyQGxhdGVzdCAtLWFsbG93LXdyaXRlIC0tYWxsb3ctc2Vuc3l0aXZlLWRhdGEtYWNjZXNzIiwiZW52Ijp7IkZBU1RNQ1BfTE9HX0xFVkVMIjoiRVJST1IifSwidHJhbnNwb3J0VHlwZSI6InN0ZGlvIn0%3D) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=SageMaker AI MCP Server&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@latest%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### 📊 数据与分析\n\n使用数据库、缓存系统和数据处理工作流。\n\n#### SQL 与 NoSQL 数据库\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| [Amazon MSK MCP Server](src\u002Faws-msk-mcp-server) ⚠️ **DEPRECATED** | Managed Kafka cluster operations and streaming (Use [aws-api-mcp-server](src\u002Faws-api-mcp-server) or MSK boto3 APIs directly 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.aws-msk-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-msk-mcp-server%40latest%22%2C%22--allow-writes%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-msk-mcp-server&config=JTdCJTIyY29tbWFuZCUyMiUzQSUyMnV2eCUyMGF3c2xhYnMuYXdzLW1zay1tY3Atc2VydmVyJTQwbGF0ZXN0JTIwLS1hbGxvdy13cml0ZXMlMjIlMkMlMjJlbnYlMjIlM0ElN0IlMjJGQVNUTUNQX0xPR19MRVZFTCUyMiUzQSUyMkVSUk9SJTIyJTdEJTJDJTIyZGlzYWJsZWQlMjIlM0FmYWxzZSUyQyUyMmF1dG9BcHByb3ZlJTIyJTNBJTVCJTVEJTdE) \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%20MSK%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-msk-mcp-server%40latest%22%2C%22--allow-writes%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| [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##### 搜索与分析\n\n- **[Amazon OpenSearch MCP 服务器](https:\u002F\u002Fgithub.com\u002Fopensearch-project\u002Fopensearch-mcp-server-py)** - 基于 OpenSearch 的搜索、分析和可观测性\n\n#### 后端 API 提供者\n| 服务器名称 | 描述 | 安装 |\n|-------------|-------------|---------|\n| [AWS AppSync MCP 服务器](src\u002Faws-appsync-mcp-server) | 管理并交互由 AWS AppSync 驱动的应用程序后端 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-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@latest%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>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.aws-appsync-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuYXdzLWFwcHN5bmMtbWNwLXNlcnZlckBsYXRlc3QiLCJlbnYiOnsiQVdTX1BST0ZJTEUiOiJkZWZhdWx0IiwiQVdTX1JFR0lPTiI6InVzLXdlc3QtMSIsIkZBU1RNQ1BfTE9HX0xFVkVMIjoiRVJST1IifSwiZGlzYWJsZWQiOmZhbHNlLCJhdXRvQXBwcm92ZSI6W119) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-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@latest%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#### 缓存与性能\n| 服务器名称 | 描述 | 安装 |\n|-------------|-------------|---------|\n| [Amazon ElastiCache MCP 服务器](src\u002Felasticache-mcp-server) | 完整的 ElastiCache 控制平面操作 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-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@latest%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>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.elasticache-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuZWxhc3RpY2FjaGUtbWNwLXNlcnZlckBsYXRlc3QiLCJlbnYiOnsiQVdTX1BST0ZJTEUiOiJkZWZhdWx0IiwiQVdTX1JFR0lPTiI6InVzLXdlc3QtMiIsIkZBU1RNQ1BfTE9HX0xFVkVMIjoiRVJST1IifSwiZGlzYWJsZWQiOmZhbHNlLCJhdXRvQXBwcm92ZSI6W119) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-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@latest%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 服务器](src\u002Fvalkey-mcp-server) | 使用 Valkey 实现高级数据结构和缓存 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-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@latest%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>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.valkey-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMudmFsa2V5LW1jcC1zZXJ2ZXJAbGF0ZXN0IiwiZW52Ijp7IlZBTEtFWV9IT1NUIjoiMTI3LjAuMC4xIiwiVkFMS0VZX1BPUlRIjoiNjM3OSIsIkZBU1RNQ1BfTE9HX0xFVkVMIjoiRVJST1IifSwiYXV0b0FwcHJvdmUiOltdLCJkdXNhYmxlZCI6ZmFsc2V9) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=Valkey%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.valkey-mcp-server@latest%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%2C%22autoApprove%22%3A%5B%5D%2C%22disabled%22%3Afalse%7D) |\n| [Amazon ElastiCache for Memcached MCP 服务器](src\u002Fmemcached-mcp-server) | 使用 Memcached 协议实现高速缓存 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.memcached-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.memcached-mcp-server@latest%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%2C%22MEMCACHED_HOST%22%3A%22your-memcached-host%22%2C%22MEMCACHED_PORT%22%3A%2211211%22%7D%7D) \u003Cbr\u002F>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.memcached-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMubWVtY2FjaGVkLW1jcC1zZXJ2ZXJAbGF0ZXN0IiwiZW52Ijp7IkZBU1RNQ1BfTE9HX0xFVkVMIjoiRVJST1IifCJNRU1DQUNIRURfSE9TICI6InlvdXItbWVtY2FjaGVkLWhvc3QiLCJNRU1DQUNIRURfUE9TICI6IjExMjExIn0sImRpc2FibGVkIjpmYWxzZSwiYXV0b0FwcHJvdmUiOltdLCJkdXNhYmxlZCI6ZmFsc2V9) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=Memcached%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.memcached-mcp-server@latest%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%2C%22MEMCACHED_HOST%22%3A%22your-memcached-host%22%2C%22MEMCACHED_PORT%22%3A%2211211%22%7D%2C%22disabled%22%3Afalse%2C%22autoApprove%22%3A%5B%5D%7D) |\n\n\n\n\n### 🛠️ 开发工具与支持\n通过代码分析、文档和测试工具加速开发。\n\n| 服务器名称 | 描述 | 安装 |\n|-------------|-------------|---------|\n| [AWS IAM MCP 服务器](src\u002Fiam-mcp-server) | 基于安全最佳实践的全面 IAM 用户、角色、组和策略管理 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.iam-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.iam-mcp-server@latest%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>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.iam-mcp-server&config=eyJjb21tYW5kIjoidXZ4IiwiYXJncyI6WyJhd3NsYWJzLmlhbS1tY3Atc2VydmVyQGxhdGVzdCJdLCJlbnYiOnsiQVdTX1BST0ZJTEUiOiJ5b3VyLWF3cy1wcm9maWxlIiwiQVdTX1JFR0lPTiI6InVzLWVhc3QtMSIsIkZBU1RNQ1BfTE9HX0xFVkVMIjoiRVJST1IifX0%3D) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=AWS%20IAM%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.iam-mcp-server@latest%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) |\n| [Git 仓库研究 MCP 服务器](src\u002Fgit-repo-research-mcp-server) ⚠️ **已弃用** | 语义代码搜索和仓库分析（请改用 [Context7](https:\u002F\u002Fgithub.com\u002Fupstash\u002Fcontext7)） | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.git-repo-research-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.git-repo-research-mcp-server@latest%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22your-profile-name%22%2C%22AWS_REGION%22%3A%22us-west-2%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%2C%22GITHUB_TOKEN%22%3A%22your-github-token%22%7D%7D) \u003Cbr\u002F>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.git-repo-research-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuZ2l0LXJlcG8tcmVzZWFyY2gtbWNwLXNlcnZlckBsYXRlc3QiLCJlbnYiOnsiQVdTX1BST0ZJTEUiOiJ5b3VyLXByb2ZpbGUtbmFtZSIsIkFXU19SRUdJT04iOiJ1cy13ZXN0LTIiLCJGQVNUTUNQX0xPR19MRVZFTCI6IkVSUk9SIiwiR0lUSFVCX1RPS0VOIjoieW91ci1naXRodWItdG9rZW4ifSwiZGlzYWJsZWQiOmZhbHNlfQ%3D%3D) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=Git%20Repo%20Research%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.git-repo-research-mcp-server@latest%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22your-profile-name%22%2C%22AWS_REGION%22%3A%22us-west-2%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%2C%22GITHUB_TOKEN%22%3A%22your-github-token%22%7D%2C%22disabled%22%3Afalse%2C%22autoApprove%22%3A%5B%5D%7D) |\n| [代码文档生成器 MCP 服务器](src\u002Fcode-doc-gen-mcp-server) | ⚠️ **已弃用** - 通过代码分析自动生成文档 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.code-doc-gen-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.code-doc-gen-mcp-server@latest%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%7D) \u003Cbr\u002F>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.code-doc-gen-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuY29kZS1kb2MtZ2VuLW1jcC1zZXJ2ZXJAbGF0ZXN0IiwiZW52Ijp7IkZBU1RNQ1BfTE9HX0xFVkVMIjoiRVJST1IifSwiZGlzYWJsZWQiOmZhbHNlfQ%3D%3D) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=Code%20Documentation%20Generator%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.code-doc-gen-mcp-server@latest%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| [AWS 架构图 MCP 服务器](src\u002Faws-diagram-mcp-server) ⚠️ **已弃用** | 生成架构图和技术插图（请改用 [diagram agent skill](https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fagent-plugins\u002Ftree\u002Fmain\u002Fplugins\u002Fdeploy-on-aws)） | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.aws-diagram-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-diagram-mcp-server%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%7D) \u003Cbr\u002F>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.aws-diagram-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuYXdzLWRpYWdyYW0tbWNwLXNlcnZlckJsYXRlc3QiLCJlbnYiOnsiRkFTVE1NQ1BfTE9HX0xFVkVMIjoiRVJST1IifX0sImF1dG9BcHByb3ZlIjpbXX0%3D%3D) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=AWS%20Diagram%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-diagram-mcp-server%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%2C%22autoApprove%22%3A%5B%5D%2C%22disabled%22%3Afalse%7D) |\n| [前端 MCP 服务器](src\u002Ffrontend-mcp-server) ⚠️ **已弃用** | React 和现代 Web 开发指导（请改用项目级文档或 [Kiro](https:\u002F\u002Fkiro.dev) 规范） | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.frontend-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.frontend-mcp-server@latest%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%7D) \u003Cbr\u002F>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.frontend-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuZnJvbnRlbmQtbWNwLXNlcnZlckJsYXRlc3QiLCJlbnYiOnsiRkFTVE1NQ1BfTE9HX0xFVkVMIjoiRVJST1IifX0sImF1dG9BcHByb3ZlIjpbXX0%3D%3D) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=Frontend%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.frontend-mcp-server@latest%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| [合成数据 MCP 服务器](src\u002Fsyntheticdata-mcp-server) ⚠️ **已弃用** | 为开发和机器学习生成逼真的测试数据（此功能可通过 AI 助手原生实现；上传请使用 [S3 MCP 服务器](src\u002Fs3-mcp-server)） | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.syntheticdata-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.syntheticdata-mcp-server%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%2C%22AWS_PROFILE%22%3A%22your-aws-profile%22%2C%22AWS_REGION%22%3A%22us-east-1%22%7D%7D) \u003Cbr\u002F>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.syntheticdata-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuc3ludGhldGljZGF0YS1tY3Atc2VydmVyIiwiZW52Ijp7IkZBU1RNQ1BfTE9HX0xFVkVMIjoiRVJST1IifSwiQVdTX1BST0ZJTEUiOiJ5b3VyLWF3cy1wcm9maWxlLCJBV1NfUkVHSU9OIjoidXMtZWFzdC0xIn0sImF1dG9BcHByb3ZlIjpbXX0%3D%3D) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=Synthetic%20Data%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.syntheticdata-mcp-server%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%2C%22AWS_PROFILE%22%3A%22your-aws-profile%22%2C%22AWS_REGION%22%3A%22us-east-1%22%7D%2C%22autoApprove%22%3A%5B%5D%2C%22disabled%22%3Afalse%7D) |\n| [OpenAPI MCP 服务器](src\u002Fopenapi-mcp-server) | 通过 OpenAPI 规范实现动态 API 集成 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.openapi-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.openapi-mcp-server@latest%22%5D%2C%22env%22%3A%7B%22API_NAME%22%3A%22your-api-name%22%2C%22API_BASE_URL%22%3A%22https:\u002F\u002Fapi.example.com%22%2C%22API_SPEC_URL%22%3A%22https:\u002F\u002Fapi.example.com\u002Fopenapi.json%22%2C%22LOG_LEVEL%22%3A%22ERROR%22%2C%22ENABLE_PROMETHEUS%22%3A%22false%22%2C%22ENABLE_OPERATION_PROMPTS%22%3A%22true%22%2C%22UVICORN_TIMEOUT_GRACEFUL_SHUTDOWN%22%3A%225.0%22%2C%22UVICORN_GRACEFUL_SHUTDOWN%22%3A%22true%22%7D%7D) \u003Cbr\u002F>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.openapi-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMub3BlbmFpaW1jcC1zZXJ2ZXJAbGF0ZXN0IiwiZW52Ijp7IkFQSV9OQU1FIjoiYnV0eW91ci1hcGktbmFtZSIsIkFQSV9CQUJTRV9VUlEiOiJodHRwczovL2FwaS5leGFtcGxlLmNvbSIsIkFQSV9TUEVDX1VURSI6Imh0dHBzOi8vYXBpLmV4YW1wbGUuY29tL29wZW5hcGkuanNvbiIsIkxPR19MRVZFTCI6IkVSUk9SIiwiRU5BQkxFX1BST01FVEhFVVMiOiJmYWxzZSIsIkVOQUJLRV9PUEVSQVRJT05fUFJPTVBUUyI6InRydWUiLCJVVklDT1JOX1RJTUVPVVRfR1JBQ0dFRlVMX1NIVVRET0dOIjoidHJ1ZSJ9LCJkaXNhYmxlZCI6ZmFsc2UsImF1dG9BcHByb3ZlIjpbXX0%3D%3D) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=OpenAPI%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.openapi-mcp-server@latest%22%5D%2C%22env%22%3A%7B%22API_NAME%22%3A%22your-api-name%22%2C%22API_BASE_URL%22%3A%22https:\u002F\u002Fapi.example.com%22%2C%22API_SPEC_URL%22%3A%22https:\u002F\u002Fapi.example.com\u002Fopenapi.json%22%2C%22LOG_LEVEL%22%3A%22ERROR%22%2C%22ENABLE_PROMETHEUS%22%3A%22false%22%2C%22ENABLE_OPERATION_PROMPTS%22%3A%22true%22%2C%22UVICORN_TIMEOUT_GRACEFUL_SHUTDOWN%22%3A%225.0%22%2C%22UVICORN_GRACEFUL_SHUTDOWN%22%3A%22true%22%7D%2C%22disabled%22%3Afalse%2C%22autoApprove%22%3A%5B%5D%7D) |\n\n### 📡 集成与消息传递\n\n通过消息传递、工作流和位置服务连接各个系统。\n\n| 服务器名称 | 描述 | 安装 |\n|-------------|-------------|---------|\n| [Amazon SNS \u002F SQS MCP 服务器](src\u002Famazon-sns-sqs-mcp-server) | 事件驱动的消息传递和队列管理 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.amazon-sns-sqs-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.amazon-sns-sqs-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>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.amazon-sns-sqs-mcp-server&config=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%3D%3D) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=Amazon%20SNS%2FSQS%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.amazon-sns-sqs-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 MQ MCP 服务器](src\u002Famazon-mq-mcp-server) | RabbitMQ 和 ActiveMQ 的消息代理管理 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.amazon-mq-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.amazon-mq-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>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.amazon-mq-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuYW1hem9uLW1xLW1jcC1zZXJ2ZXJAbGF0ZXN0IiwiZW52Ijp7IkFXU19QUk9GSUxFIjoieW91ci1hd3MtcHJvZmlsZSIsIkFXU19SRUdJT05JInoiInVzLWVhc3QtMSIsIkZBTVNDUF9MTVZFTCI6IkVSUk9SIiwiRGlzYWJsZWQiOmZhbHNlLCJhdXRvQXBwcm92ZSI6W119fQ%3D%3D) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=Amazon%20MQ%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.amazon-mq-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 MSK MCP 服务器](src\u002Faws-msk-mcp-server) | 托管 Kafka 集群操作和流处理 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.aws-msk-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-msk-mcp-server%40latest%22%2C%22--allow-writes%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%7D) \u003Cbr\u002F>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.aws-msk-mcp-server&config=JTdCJTIyY29tbWFuZCUyMiUzQSUyMnV2eCUyMGF3c2xhYnMuYXdzLW1zay1tY3Atc2VydmVyJTQwbGF0ZXN0JTIwLS1hbGxvdy13cml0ZXMlMjIlMkMlMjJlbnYlMjIlM0ElN0IlMjJGQVNUTUNQX0xPR19MRVZFTCUyMiUzQSUyMkVSUk9SJTIyJTdEJTJDJTIyZGlzYWJsZWQiMjIlM0FmYWxzZSUyQyUyMmF1dG9BcHByb3ZlJTIyJTNBJTVCJTVEJTdE) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=AWS%20MSK%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-msk-mcp-server%40latest%22%2C%22--allow-writes%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| [AWS Step Functions 工具 MCP 服务器](src\u002Fstepfunctions-tool-mcp-server) | 执行复杂的工作流和业务流程 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.stepfunctions-tool-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.stepfunctions-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%22STATE_MACHINE_PREFIX%22%3A%22your-state-machine-prefix%22%2C%22STATE_MACHINE_LIST%22%3A%22your-first-state-machine%2C%20your-second-state-machine%22%2C%22STATE_MACHINE_TAG_KEY%22%3A%22your-tag-key%22%2C%22STATE_MACHINE_TAG_VALUE%22%3A%22your-tag-value%22%2C%22STATE_MACHINE_INPUT_SCHEMA_ARN_TAG_KEY%22%3A%22your-state-machine-tag-for-input-schema%22%7D%7D) \u003Cbr\u002F>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.stepfunctions-tool-mcp-server&config=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......| 服务器名称 | 描述 | 安装 |\n|-------------|-------------|---------|\n| [Amazon SNS \u002F SQS MCP 服务器](src\u002Famazon-sns-sqs-mcp-server) | 事件驱动的消息传递和队列管理 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.amazon-sns-sqs-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.amazon-sns-sqs-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>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.amazon-sns-sqs-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuYW1hem9uLXNucy1zcXMtbWNwLXNlcnZlckBsYXRlc3QiLCJlbnYiOnsiQVdTX1BST0ZJTEUiOiJ5b3VyLWF3cy1wcm9maWxlIiwiQVdTX1JFRUdJT05JInoiInVzLWVhc3QtMSJ9fQ%3D%3D) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=Amazon%20SNS%2FSQS%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.amazon-sns-sqs-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 MQ MCP 服务器](src\u002Famazon-mq-mcp-server) | RabbitMQ 和 ActiveMQ 的消息代理管理 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.amazon-mq-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.amazon-mq-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>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.amazon-mq-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuYW1hem9uLW1xLW1jcC1zZXJ2ZXJAbGF0ZXN0IiwiZW52Ijp7IkFXU19QUk9GSUxFIjoieW91ci1hd3MtcHJvZmlsZSIsIkFXU19SRUdJT04iOiJ1cy1lYXN0LTEiLCJGQVNUTUNQX0xPR19MRVZFTCI6IkVSUk9SIn0sImRpc2FibGVkIjpmYWxzZSwiYXV0b0FwcHJvdmUiOltdfQ%3D%3D) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=Amazon%20MQ%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.amazon-mq-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 MSK MCP 服务器](src\u002Faws-msk-mcp-server) | 托管 Kafka 集群操作和流处理 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.aws-msk-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-msk-mcp-server%40latest%22%2C%22--allow-writes%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%7D) \u003Cbr\u002F>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.aws-msk-mcp-server&config=JTdCJTIyY29tbWFuZCUyMiUzQSUyMnV2eCUyMGF3c2xhYnMuYXdzLW1zay1tY3Atc2VydmVyJTQwbGF0ZXN0JTIwLS1hbGxvdy13cml0ZXMlMjIlMkMlMjJlbnYlMjIlM0ElN0IlMjJGQVNUTUNQX0xPR19MRVZFTCUyMiUzQSUyMkVSUk9SJTIyJTdEJTJDJTIyZGlzYWJsZWQuMjIlM0FmYWxzZSUyQyUyMmF1dG9BcHByb3ZlJTIyJTNBJTVCJTVEJTdE) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=AWS%20MSK%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-msk-mcp-server%40latest%22%2C%22--allow-writes%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| [AWS Step Functions 工具 MCP 服务器](src\u002Fstepfunctions-tool-mcp-server) | 执行复杂的工作流和业务流程 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.stepfunctions-tool-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.stepfunctions-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%22STATE_MACHINE_PREFIX%22%3A%22your-state-machine-prefix%22%2C%22STATE_MACHINE_LIST%22%3A%22your-first-state-machine%2C%20your-second-state-machine%22%2C%22STATE_MACHINE_TAG_KEY%22%3A%22your-tag-key%22%2C%22STATE_MACHINE_TAG_VALUE%22%3A%22your-tag-value%22%2C%22STATE_MACHINE_INPUT_SCHEMA_ARN_TAG_KEY%22%3A%22your-state-machine-tag-for-input-schema%22%7D%7D) \u003Cbr\u002F>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.stepfunctions-tool-mcp-server&config=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......\n\n### 💰 成本与运营\n\n监控、优化并管理您的 AWS 基础设施和成本。\n\n| 服务器名称 | 描述 | 安装 |\n|-------------|-------------|---------|\n| [AWS定价MCP服务器](src\u002Faws-pricing-mcp-server) | AWS服务定价与成本估算 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.aws-pricing-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-pricing-mcp-server@latest%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%2C%22AWS_PROFILE%22%3A%22your-aws-profile%22%2C%22AWS_REGION%22%3A%22us-east-1%22%7D%7D) \u003Cbr\u002F>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.aws-pricing-mcp-server&config=ewogICAgImNvbW1hbmQiOiAidXZ4IGF3c2xhYnMuYXdzLXByaWNpbmctbWNwLXNlcnZlckBsYXRlc3QiLAogICAgImVudiI6IHsKICAgICAgIkZBU1RNQ1BfTE9HX0xFVkVMIjogIkVSUk9SIiwKICAgICAgIkFXU19QUk9GSUxFIjogInlvdXItYXdzLXByb2ZpbGUiLAogICAgICAiQVdTX1JFR0lPTiI6ICJ1cy1lYXN0LTEiCiAgICB9LAogICAgImRpc2FibGVkIjogZmFsc2UsCiAgICAiYXV0b0FwcHJvdmUiOiBbXQogIH0K) \u003Cbr\u002F>[![在VS Code上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=AWS%20定价%20MCP%20服务器&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-pricing-mcp-server@latest%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%2C%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成本探索MCP服务器](src\u002Fcost-explorer-mcp-server) | 详细的成本分析与报告 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.cost-explorer-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.cost-explorer-mcp-server@latest%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>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.cost-explorer-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuY29zdC1leHBsb3Jlci1tY3Atc2VydmVyQGxhdGVzdCIsImVudiI6eyJBV1NfUFJPRklMRSI6InlvdXItYXdzLXByb2ZpbGUiLCJBV1NfUkVHSU9PTiI6InVzLWdhcm8tMSIsIkZBU1RNQ1BfTE9HX0xFVkVMIjogIkVSUk9SIgogfX0sImRpc2FibGVkIjogZmFsc2UsImF1dG9BcHByb3ZlIjpbXX0%3D) \u003Cbr\u002F>[![在VS Code上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=成本探索MCP服务器&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.cost-explorer-mcp-server@latest%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 CloudWatch MCP服务器](src\u002Fcloudwatch-mcp-server) | 指标、告警和日志分析及运维故障排除 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.cloudwatch-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.cloudwatch-mcp-server@latest%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22[用于AWS访问的AWS配置文件名称]“，”FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%7D) \u003Cbr\u002F>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.cloudwatch-mcp-server&config=ewogICAgImF1dG9BcHByb3ZlIjogW10sCiAgICAiZGlzYWJsZWQiOiBmYWxzZSwKICAgICJjb21tYW5kIjogInV2eCBhd3NsYWJzLmNsb3Vkd2F0Y2gtbWNwLXNlcnZlckBsYXRlc3QiLAogICAgImVudiI6IHsKICAgICAgIkFXU19QUk9GSUxFIjogIltUaGUgQVdTIFByb2ZpbGUgTmFtZSB0byB1c2UgZm9yIEFXUyBhY2Nlc3NdIiwKICAgICAgIkZBU1RNQ1BfTE9HX0xFVkVMIjogIkVSUk9SIgogfX0sImRpc2FibGVkIjogZmFsc2UsImR0cmFuc3BvcnRUeXBlIjogInN0ZGlvIgp9) \u003Cbr\u002F>[![在VS Code上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=CloudWatch%20MCP%20服务器&config=%7B%22autoApprove%22%3A%5B%5D%2C%22disabled%22%3Afalse%2C%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.cloudwatch-mcp-server@latest%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22[用于AWS访问的AWS配置文件名称]“，”FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%2C%22transportType%22%3A%22stdio%22%7D) |\n| [AWS托管PrometheusMCP服务器](src\u002Fprometheus-mcp-server) | 兼容Prometheus的运维操作 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.prometheus-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.prometheus-mcp-server@latest%22，“--url”，“https:\u002F\u002Faps-workspaces.us-east-1.amazonaws.com\u002Fworkspaces\u002Fws-\u003CWorkspace ID>”，“--region”，“\u003C您的AWS区域>”，“--profile”，“\u003C您的CLI配置文件，如果未使用配置文件则为[默认]>”，“if no profile is used”%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22DEBUG%22%2C%22AWS_PROFILE%22%3A%22\u003C您的CLI配置文件，如果未使用配置文件则为[默认]>%22%7D%7D) \u003Cbr\u002F>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.prometheus-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMucHJvbWV0aHVzLW1jYXBzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZXJzZX......| 服务器名称 | 描述 | 安装 |\n|-------------|-------------|---------|\n| [AWS定价MCP服务器](src\u002Faws-pricing-mcp-server) | AWS服务定价与成本估算 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.aws-pricing-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-pricing-mcp-server@latest%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%2C%22AWS_PROFILE%22%3A%22your-aws-profile%22%2C%22AWS_REGION%22%3A%22us-east-1%22%7D%7D) \u003Cbr\u002F>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.aws-pricing-mcp-server&config=ewogICAgImNvbW1hbmQiOiAidXZ4IGF3c2xhYnMuYXdzLXByaWNpbmctbWNwLXNlcnZlckBsYXRlc3QiLAogICAgImVudiI6IHsKICAgICAgIkZBU1RNQ1BfTE9HX0xFVkVMIjogIkVSUk9SIiwKICAgICAgIkFXU19QUk9GSUxFIjogInlvdXItYXdzLXByb2ZpbGUiLAogICAgICAiQVdTX1JFR0lPTiI6ICJ1cy1lYXN0LTEiCiAgICB9LAogICAgImRpc2FibGVkIjogZmFsc2UsCiAgICAiYXV0b0FwcHJvdmUiOiBbXQogIH0K) \u003Cbr\u002F>[![在VS Code上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=AWS%20定价%20MCP%20服务器&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-pricing-mcp-server@latest%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%2C%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成本探索MCP服务器](src\u002Fcost-explorer-mcp-server) | 详细的成本分析与报告 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.cost-explorer-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.cost-explorer-mcp-server@latest%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>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.cost-explorer-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuY29zdC1leHBsb3Jlci1tY3Atc2VydmVyQGxhdGVzdCIsImVudiI6eyJBV1NfUFJPRklMRSI6InlvdXItYXdzLXByb2ZpbGUiLCJBV1NfUk9GSUxFIjogInlvdXItYXdzLXByb2ZpbGUiLCJBV1NfUk9GSUxFIjogInlvdXItYXdzLXByb2ZpbGUiLCJBV1NfUk9GSUxFIjogInlvdXItYXdzLXByb2ZpbGUiLCJBV1NfUk9GSUxFIjogInlvdXItYXdzLXByb2ZpbGUiLCJBV1NfUk9GSUxFIjogInlvdXItYXdzLXByb2ZpbGUiLCJBV1NfUk9GSUxFIjogInlvdXItYXdzLXByb2ZpbGUiLCJBV1NfUk9GSUxFIjogInlvdXItYXdzLXByb2ZpbGUiLCJBV1NfUk9GSUxFIjogInlvdXItYXdzLXByb2ZpbGUiLCJBV1NfUk9GSU......\n\n### 🧬 医疗健康与生命科学\n与 AWS HealthAI 服务互动。\n| 服务器名称 | 描述 | 安装 |\n|-------------|-------------|---------|\n| [AWS HealthOmics MCP 服务器](src\u002Faws-healthomics-mcp-server) | 生成、运行、调试和优化生命科学工作流 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.aws-healthomics-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-healthomics-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_REGION%22%3A%22us-east-1%22%2C%22AWS_PROFILE%22%3A%22your-profile%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22WARNING%22%7D%7D) \u003Cbr\u002F>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.aws-healthomics-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuYXdzLWhlYWx0aG9taWNzLW1jcC1zZXJ2ZXJAbGF0ZXN0IiwiZW52Ijp7IkFXU19SRUdJT04iOiJ1cy1lYXN0LTEiLCJBV1NfUFJPRklMRSI6InlvdXItcHJvZmllIiwgIkZBU1RNQ1BfTE9HX0xFVkVMIjoiV0FSTklORyJ9fQ%3D%3D) \u003Cbr\u002F>[![在 VS Code 上安装](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%20HealthOmics%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-healthomics-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_REGION%22%3A%22us-east-1%22%2C%22AWS_PROFILE%22%3A%22your-profile%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22WARNING%22%7D%7D) |\n| [AWS HealthImaging MCP 服务器](src\u002Fhealthimaging-mcp-server) | 全面的医学影像数据生命周期管理，包含 21 种用于 DICOM 操作、数据存储管理和自动化发现的工具 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.healthimaging-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.healthimaging-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_REGION%22%3A%22us-east-1%22%2C%22AWS_PROFILE%22%3A%22your-profile%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22WARNING%22%7D%7D) \u003Cbr\u002F>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.healthimaging-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuaGVhbHRoaW1hZ2luZy1tY3Atc2VydmVyQGxhdGVzdCIsImVudiI6eyJBV1NfUkVHSU9OIjoidXMtZWFzdC0xIiwiQVdTX1BST0ZJTEUiOiJ5b3VyLXByb2ZpbGUiLCJGQVNUTUNQX0xPR19MRVZFTCI6IldBUk5JTkcifX0%3D) \u003Cbr\u002F>[![在 VS Code 上安装](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%20HealthImaging%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.healthimaging-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_REGION%22%3A%22us-east-1%22%2C%22AWS_PROFILE%22%3A%22your-profile%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22WARNING%22%7D%7D) |\n| [AWS HealthLake MCP 服务器](src\u002Fhealthlake-mcp-server) | 使用全面的 AWS HealthLake 集成创建、管理、搜索和优化 FHIR 医疗健康数据工作流，具备自动化资源发现、高级搜索功能、患者记录管理和无缝导入导出操作。 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.healthlake-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.healthlake-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_REGION%22%3A%22us-east-1%22%2C%22AWS_PROFILE%22%3A%22your-profile%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22WARNING%22%7D%7D) \u003Cbr\u002F>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.healthlake-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuaGVhbHRobGFrZS1tY3Atc2VydmVyQGxhdGVzdCIsImVudiI6eyJBV1NfUkVHSU9OIjoidXMtZWFzdC0xIiwiQVdTX1BST0ZJTEUiOiJ5b3VyLXByb2ZpbGUiLCJGQVNUTUNQX0xPR19MRVZFTCI6IldBUk5JTkcifX0%3D) \u003Cbr\u002F>[![在 VS Code 上安装](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=HealthLake%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.healthlake-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_REGION%22%3A%22us-east-1%22%2C%22AWS_PROFILE%22%3A%22your-profile%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22WARNING%22%7D%7D) |\n\n---\n---\n\n### 按工作方式浏览\n\n#### 👨‍💻 轻松编码与开发\n\n*像 Kiro、Cline、Cursor 和 Claude Code 这样的 AI 编码助手帮助您更快地构建*\n\n**研讨会**: 查看 [使用 AWS MCP 服务器进行轻松编码](https:\u002F\u002Fgithub.com\u002Faws-solutions-library-samples\u002Fguidance-for-vibe-coding-with-aws-mcp-servers) 研讨会，获取实践指导和示例。\n\n##### 核心开发工作流\n\n| 服务器名称 | 描述 | 安装 |\n|-------------|-------------|---------|\n| [AWS API MCP 服务器](src\u002Faws-api-mcp-server) | 从这里开始进行通用的 AWS 操作！提供全面的 AWS API 支持，包括命令验证、安全控制以及对所有 AWS 服务的访问权限。非常适合通过自然语言管理基础设施、探索资源和执行 AWS 操作。 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.aws-api-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-api-mcp-server@latest%22%5D%2C%22env%22%3A%7B%22AWS_REGION%22%3A%22us-east-1%22%7D%7D) \u003Cbr\u002F>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.aws-api-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuYXdzLWFwaS1tY3Atc2VydmVyQGxhdGVzdCIsImVudiI6eyJBV1NfUkVHSU9OIjoidXMtZWFzdC0xIn0sImRpc2FibGVkIjpmYWxzZSwiYXV0b0FwcHJvdmUiOltdfQ==)\u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=AWS%20API%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-api-mcp-server@latest%22%5D%2C%22env%22%3A%7B%22AWS_REGION%22%3A%22us-east-1%22%7D%2C%22type%22%3A%22stdio%22%7D) |\n| [核心 MCP 服务器](src\u002Fcore-mcp-server) ⚠️ **已弃用** | 服务器编排代理（请直接使用[单独的 MCP 服务器](https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fblob\u002Fmain\u002Fdocs\u002Fmigration-core.md)） | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs-core-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.core-mcp-server@latest%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%7D) \u003Cbr\u002F>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs-core-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuY29yZS1tY3Atc2VydmVyQGxhdGVzdCIsImVudiI6eyJGQVNUTUNQX0xPRF9MRVZFTCI6IkVSUk9SIn0sImF1dG9BcHByb3ZlIjpbXSwiZGlzYWJsZWQiOmZhbHNlLCJkaXNhYmxlZCI6ZmFsc2V9fQ==) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=Core%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.core-mcp-server@latest%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%2C%22autoApprove%22%3A%5B%5D%2C%22disabled%22%3Afalse%7D) |\n| [AWS 知识 MCP 服务器](src\u002Faws-knowledge-mcp-server) | 由 AWS 托管的远程、完全托管的 MCP 服务器，提供对最新 AWS 文档、API 参考、新功能发布、入门信息、构建者中心、博客文章、架构参考以及良好架构指南的访问权限。 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=aws-knowledge-mcp&config=%7B%22url%22%3A%22https:\u002F\u002Fknowledge-mcp.global.api.aws%22%7D) \u003Cbr\u002F>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=aws-knowledge-mcp&config=eyJ1cmwiOiJodHRwczovL2tub3dsZWRnZS1tY3AuZ2xvYmFsLmFwaS5hd3MifQ==) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-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:\u002F\u002Fknowledge-mcp.global.api.aws%22%7D) |\n| [AWS 文档 MCP 服务器](src\u002Faws-documentation-mcp-server) | 获取最新的 AWS 文档和 API 参考 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-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@latest%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>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.aws-documentation-mcp-server&config=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......| 服务器名称 | 描述 | 安装 |\n|-------------|-------------|---------|\n| [AWS API MCP 服务器](src\u002Faws-api-mcp-server) | 从这里开始进行通用的 AWS 操作！提供全面的 AWS API 支持，包括命令验证、安全控制以及对所有 AWS 服务的访问权限。非常适合通过自然语言管理基础设施、探索资源和执行 AWS 操作。 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.aws-api-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-api-mcp-server@latest%22%5D%2C%22env%22%3A%7B%22AWS_REGION%22%3A%22us-east-1%22%7D%7D) \u003Cbr\u002F>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.aws-api-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuYXdzLWFwaS1tY3Atc2VydmVyQGxhdGVzdCIsImVudiI6eyJBV1NfUkVHSU9OIjoidXMtZWFzdC0xIn0sImRpc2FibGVkIjpmYWxzZSwiYXV0b0FwcHJvdmUiOltdfQ==)\u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=AWS%20API%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-api-mcp-server@latest%22%5D%2C%22env%22%3A%7B%22AWS_REGION%22%3A%22us-east-1%22%7D%2C%22type%22%3A%22stdio%22%7D) |\n| [核心 MCP 服务器](src\u002Fcore-mcp-server) ⚠️ **已弃用** | 服务器编排代理（请改用[单独的 MCP 服务器](https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fblob\u002Fmain\u002Fdocs\u002Fmigration-core.md)） | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs-core-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.core-mcp-server@latest%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%7D) \u003Cbr\u002F>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs-core-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuY29yZS1tY3Atc2VydmVyQGxhdGVzdCIsImVudiI6eyJGQVNUTUNQX0xPRF9MRVZFTCI6IkVSUk9SIiIsImF1dG9BcHByb3ZlIjpbXX0sImRpc2FibGVkIjpmYWxzZSwiYXV0b0FwcHJvdmUiOmZhbHNlfQ==) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=Core%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.core-mcp-server@latest%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%2C%22autoApprove%22%3A%5B%5D%2C%22disabled%22%3Afalse%7D) |\n| [AWS 知识 MCP 服务器](src\u002Faws-knowledge-mcp-server) | 由 AWS 托管的远程、完全托管的 MCP 服务器，提供对最新 AWS 文档、API 参考、新功能公告、入门信息、构建者中心、博客文章、架构参考以及良好架构指南的访问权限。 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=aws-knowledge-mcp&config=%7B%22url%22%3A%22https:\u002F\u002Fknowledge-mcp.global.api.aws%22%7D) \u003Cbr\u002F>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=aws-knowledge-mcp&config=eyJ1cmwiOiJodHRwczovL2tub3dsZWRnZS1tY3AuZ2xvYmFsLmFwaS5hd3MifQ==) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-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:\u002F\u002Fknowledge-mcp.global.api.aws%22%7D) |\n| [AWS 文档 MCP 服务器](src\u002Faws-documentation-mcp-server) | 获取最新的 AWS 文档和 API 参考 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-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@latest%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>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.aws-documentation-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuYXdzLWRvY3VtZW50aXRpb24tbWNwLXNlcnZlckBsYXRlc3QiLCJlbnYiOnsiRkFTVE1MQV9MTVdfTEVFTCI6IkVSUk9SIiIsIkFXU19ET0NVTUVOVEFUSU9OX1BBUlRJQW50IjoiYXdlIiwiaW5kaXNoZWQiOmZhbHNlfSwiYXV0b0FwcHJvdmUiOmZhbHNlfQ==) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-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@latest%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| [Git 仓库研究 MCP 服务器](src\u002Fgit-repo-research-mcp-server) ⚠️ **已弃用** | 通过代码库和仓库进行语义搜索（请改用[Context7](https:\u002F\u002Fgithub.com\u002Fupstash\u002Fcontext7)） | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.git-repo-research-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.git-repo-research-mcp-server@latest%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22your-profile-name%22%2C%22AWS_REGION%22%3A%22us-west-2%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%2C%22GITHUB_TOKEN%22%3A%22your-github-token%22%7D%7D) \u003Cbr\u002F>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.git-repo-research-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuZ2l0LXJlcG8tcmVzZWFyY2gtbWNwLXNlcnZlckBsYXRlc3QiLCJlbnYiOnsiQVdTX1BST0ZJTEUiOiJ5b3VyLXByb2ZpbGUtbmFtZSIsIkFXU19PRVdJT05FRU5TQVJPT05FRU5TQVJPT05FRU5TQVJPT05FRU5TQVJPT05FRU5TQVJPT05FRU5TQVJPT05FRU5TQVJPT05FRU5TQVJPT05FRU5TQVJPT05FRU5TQVJPT05FRU5TQVJPT05FRU5TQVJPT05FRU5TQVJPT05FRU5TQVJPT05FRU5TQVJPT05FRU5TQVJPT05FRU5TQVJPT05FRU5TQVJPT05FRU5TQVJPT05FRU5TQVJPT05FRU5TQVJPT05FRU5TQVJPT05FRU5TQVJPT05FRU......\n\n| 服务器名称 | 描述 | 安装 |\n|-------------|-------------|---------|\n| [AWS IaC MCP 服务器](src\u002Faws-iac-mcp-server) | 全面的基础设施即代码工具套件，提供 CloudFormation 文档访问、CDK 最佳实践指南、构造示例、安全验证和部署故障排除功能 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-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@latest%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>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.aws-iac-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuYXdzLWliaS1tY3Atc2VydmVyQGxhdGVzdCIsImVudiI6eyJBV1NfUFJPRklMRSI6InlvdXItYXdzLXByb2ZpbGUiLCJGQVNUTUNQX0xPR19MRVJMIjoiRVJST1IifSwiZGlzYWJsZWQiOmZhbHNlLCJhdXRvQXBwcm92ZSI6W119) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-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@latest%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 CDK MCP 服务器](src\u002Fcdk-mcp-server) ⚠️ **已弃用** | 基于 CDK 的开发，包含安全最佳实践和合规性检查（请改用 [AWS IaC MCP 服务器](src\u002Faws-iac-mcp-server)） | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.cdk-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.cdk-mcp-server@latest%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%7D) \u003Cbr\u002F>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.cdk-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuY2RrLW1jcC1zZXJ2ZXJAbGF0ZXN0IiwiZW52Ijp7IkZBU1RNQ1BfTE9HX0xFVkVMIjoiRVJST1IifSwiZGlzYWJsZWQiOmZhbHNlLCJhdXRvQXBwcm92ZSI6W119) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=CDK%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.cdk-mcp-server@latest%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| [AWS Terraform MCP 服务器](src\u002Fterraform-mcp-server) ⚠️ **已弃用** | 集成安全扫描和最佳实践的 Terraform（请改用 [HashiCorp 官方 Terraform MCP 服务器](https:\u002F\u002Fgithub.com\u002Fhashicorp\u002Fterraform-mcp-server)） | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.terraform-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.terraform-mcp-server@latest%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%7D) \u003Cbr\u002F>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.terraform-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMudGVycmFmb3JtLW1jcC1zZXJ2ZXJAbGF0ZXN0IiwiZW52Ijp7IkZBU1RNQ1BfTE9HX0xFVkVMIjoiRVJST1IifSwiZGlzYWJsZWQiOmZhbHNlLCJhdXRvQXBwcm92ZSI6W119) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=Terraform%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.terraform-mcp-server@latest%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| [AWS CloudFormation MCP 服务器](src\u002Fcfn-mcp-server) ⚠️ **已弃用** | 通过 Cloud Control API 直接管理 AWS 资源（请改用 [AWS IaC MCP 服务器](src\u002Faws-iac-mcp-server)） | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.cfn-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.cfn-mcp-server@latest%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22your-named-profile%22%7D%7D) \u003Cbr\u002F>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.cfn-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuY2ZuLW1jcC1zZXJ2ZXJAbGF0ZXN0IiwiZW52Ijp7IkFXU19QUk9GSUxFIjoieW91ci1uYW1lZC1wcm9maWxlIn0sImRpc2FibGVkIjpmYWxzZSwiYXV0b0FwcHJvdmUiOltdfQ%3D%3D) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=CloudFormation%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.cfn-mcp-server@latest%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22your-named-profile%22%7D%2C%22disabled%22%3Afalse%2C%22autoApprove%22%3A%5B%5D%7D) |\n| [AWS Cloud Control API MCP 服务器](src\u002Fccapi-mcp-server) ⚠️ **已弃用** | 提供安全扫描和最佳实践的直接 AWS 资源管理（请改用 [AWS IaC MCP 服务器](src\u002Faws-iac-mcp-server)） | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-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@latest%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>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.ccapi-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuY2NhcGktbWNwLXNlcnZlZXJAbGF0ZXN0IiwiZW52Ijp7IkFXU19QUk9GSUxFIjoieW91ci1hYXdzLXByb2ZpbGUin0sIkFXU19JREFHRU9OSVRJTkEiOiJ1cy1lYWNzdC1JIn0sIkZBU1RNQ1BfTE9HX0xFVkVMIjoiRVJST1IifSwiZGlzYWJsZWQiOmZhbHNlLCJhdXRvQXBwcm92ZSI6W119) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-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@latest%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##### 应用开发\n\n| 服务器名称 | 描述 | 安装 |\n|-------------|-------------|---------|\n| [前端 MCP 服务器](src\u002Ffrontend-mcp-server) ⚠️ **已弃用** | 使用 React 和现代 Web 开发模式，并集成 AWS（请改用项目级文档或 [Kiro](https:\u002F\u002Fkiro.dev) 规范） | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.frontend-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.frontend-mcp-server@latest%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%7D) \u003Cbr\u002F>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.frontend-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuZnJvbnRlbmQtbWNwLXNlcnZlckBsYXRlc3QiLCJlbnYiOnsiRkFTVE1DUF9MT0dfTEVWRUwiOiJFUkxPUiJ9LCJkaXNhYmxlZCI6ZmFsc2UsImF1dG9BcHByb3ZlIjpbXX0%3D) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=Frontend%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.frontend-mcp-server@latest%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| [AWS 图表 MCP 服务器](src\u002Faws-diagram-mcp-server) ⚠️ **已弃用** | 在设计时生成架构图（请改用 [图表代理技能](https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fagent-plugins\u002Ftree\u002Fmain\u002Fplugins\u002Fdeploy-on-aws)） | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.aws-diagram-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-diagram-mcp-server%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%7D) \u003Cbr\u002F>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.aws-diagram-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuYXdzLWRpYWdyYW0tbWNwLXNlcnZlciIsImVudiI6eyJGQVNUTUNQX0xPR19MRVZFTCI6IkVSUk9SIn0sImF1dG9BcHByb3ZlIjpbXSwiZGlzYWJsZWQiOmZhbHNlfQ%3D%3D) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=AWS%20Diagram%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-diagram-mcp-server%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%2C%22autoApprove%22%3A%5B%5D%2C%22disabled%22%3Afalse%7D) |\n| [代码文档生成 MCP 服务器](src\u002Fcode-doc-gen-mcp-server) | ⚠️ **已弃用** - 自动从代码库生成文档 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.code-doc-gen-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.code-doc-gen-mcp-server@latest%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%7D) \u003Cbr\u002F>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.code-doc-gen-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuY29kZS1kb2MtZ2VuLW1jcC1zZXJ2ZXJAbGF0ZXN0IiwiZW52Ijp7IkZBU1RNQ1BfTE9HX0xFVkVMIjoiRVJST1IifSwiZGlzYWJsZWQiOmZhbHNlLCJhdXRvQXBwcm92ZSI6W119) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=Code%20Documentation%20Generator%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.code-doc-gen-mcp-server@latest%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| [OpenAPI MCP 服务器](src\u002Fopenapi-mcp-server) | 通过 OpenAPI 规范实现动态 API 集成 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.openapi-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.openapi-mcp-server@latest%22%5D%2C%22env%22%3A%7B%22API_NAME%22%3A%22your-api-name%22%2C%22API_BASE_URL%22%3A%22https%3A\u002F\u002Fapi.example.com%22%2C%22API_SPEC_URL%22%3A%22https%3A\u002F\u002Fapi.example.com\u002Fopenapi.json%22%2C%22LOG_LEVEL%22%3A%22ERROR%22%2C%22ENABLE_PROMETHEUS%22%3A%22false%22%2C%22ENABLE_OPERATION_PROMPTS%22%3A%22true%22%2C%22UVICORN_TIMEOUT_GRACEFUL_SHUTDOWN%22%3A%225.0%22%2C%22UVICORN_GRACEFUL_SHUTDOWN%22%3A%22true%22%7D%7D) \u003Cbr\u002F>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.openapi-mcp-server&config=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......##### 应用开发\n\n| 服务器名称 | 描述 | 安装 |\n|-------------|-------------|---------|\n| [前端 MCP 服务器](src\u002Ffrontend-mcp-server) ⚠️ **已弃用** | 使用 React 和现代 Web 开发模式，并集成 AWS（请改用项目级文档或 [Kiro](https:\u002F\u002Fkiro.dev) 规范） | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.frontend-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.frontend-mcp-server@latest%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%7D) \u003Cbr\u002F>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.frontend-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuZnJvbnRlbmQtbWNwLXNlcnZlckBsYXRlc3QiLCJlbnYiOnsiRkFTVE1DUF9MT0dfTEVWRUwiOiJFUkxPUiJ9LCJkaXNhYmxlZCI6ZmFsc2UsImF1dG9BcHByb3ZlIjpbXX0%3D) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=Frontend%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.frontend-mcp-server@latest%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| [AWS 图表 MCP 服务器](src\u002Faws-diagram-mcp-server) ⚠️ **已弃用** | 在设计时生成架构图（请改用 [图表代理技能](https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fagent-plugins\u002Ftree\u002Fmain\u002Fplugins\u002Fdeploy-on-aws)） | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.aws-diagram-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-diagram-mcp-server%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%7D) \u003Cbr\u002F>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.aws-diagram-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuYXdzLWRpYWdyYW0tbWNwLXNlcnZlciIsImVudiI6eyJGQVNUTUNQX0xPR19MRVZFTCI6IkVSUk9SIn0sImF1dG9BcHByb3ZlIjpbXSwiZGlzYWJsZWQiOmZhbHNlfQ%3D%3D) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=AWS%20Diagram%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-diagram-mcp-server%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%2C%22autoApprove%22%3A%5B%5D%2C%22disabled%22%3Afalse%7D) |\n| [代码文档生成 MCP 服务器](src\u002Fcode-doc-gen-mcp-server) | ⚠️ **已弃用** - 自动从代码库生成文档 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.code-doc-gen-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.code-doc-gen-mcp-server@latest%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%7D) \u003Cbr\u002F>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.code-doc-gen-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuY29kZS1kb2MtZ2VuLW1jcC1zZXJ2ZXJAbGF0ZXN0IiwiZW52Ijp7IkZBU1RNQ1BfTE9HX0xFVkVMIjoiRVJST1IifSwiZGlzYWJsZWQiOmZhbHNlLCJhdXRvQXBwcm92ZSI6W119) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=Code%20Documentation%20Generator%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.code-doc-gen-mcp-server@latest%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| [OpenAPI MCP 服务器](src\u002Fopenapi-mcp-server) | 通过 OpenAPI 规范实现动态 API 集成 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.openapi-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.openapi-mcp-server@latest%22%5D%2C%22env%22%3A%7B%22API_NAME%22%3A%22your-api-name%22%2C%22API_BASE_URL%22%3A%22https%3A\u002F\u002Fapi.example.com%22%2C%22API_SPEC_URL%22%3A%22https%3A\u002F\u002Fapi.example.com\u002Fopenapi.json%22%2C%22LOG_LEVEL%22%3A%22ERROR%22%2C%22ENABLE_PROMETHEUS%22%3A%22false%22%2C%22ENABLE_OPERATION_PROMPTS%22%3A%22true%22%2C%22UVICORN_TIMEOUT_GRACEFUL_SHUTDOWN%22%3A%225.0%22%2C%22UVICORN_GRACEFUL_SHUTDOWN%22%3A%22true%22%7D%7D) \u003Cbr\u002F>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.openapi-mcp-server&config=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......\n\n| 服务器名称 | 描述 | 安装 |\n|-------------|-------------|---------|\n| [Amazon SageMaker AI MCP 服务器](src\u002Fsagemaker-ai-mcp-server) | SageMaker AI 资源管理和模型开发 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-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@latest%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>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-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>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-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@latest%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 EKS MCP 服务器](src\u002Feks-mcp-server) | Kubernetes 集群管理和应用部署 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-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@latest%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>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.eks-mcp-server&config=eyJhdXRvQXBwcm92ZSI6W10sImRpc2FibGVkIjpmYWxzZSwiY29tbWFuZCI6InV2eCBhd3NsYWJzLmVrcy1tY3Atc2VydmVyQGxhdGVzdCAtLWFsbG93LXdyaXRlIC0tYWxsb3ctc2Vuc2l0aXZlLWRhdGEtYWNjZXNzIiwiZW52Ijp7IkZBU1RNQ1BfTE9HX0xFVkVMIjoiRVJST1IifSwidHJhbnNwb3J0VHlwZSI6InN0ZGlvIn0%3D) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-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@latest%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 服务器](src\u002Fecs-mcp-server) | 将应用程序容器化并部署到 ECS | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-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>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.ecs-mcp-server&config=eyJjb21tYW5kIjoidXZ4IC0tZnJvbSBhd3NsYWJzLWVjcy1tY3Atc2VydmVyIGVjcy1tY3Atc2VydmVyIiwiZW52Ijp7IkFXU19QUk9GSUxFIjoieW91ci1hd3MtcHJvZmllLCJBU19SRUdJT04IjoieW91ci1hd3MtcmVnaW9uLCJGQVNUTUNQX0xPR19LFZFTCI6IkVSUk9SIiwiRkFTVE1DUF9MT0dfRklMIjoiaW5vdG8vcGF0aC90by9lc3MtY21wLXNlcnZlci5sb2csIkFMTE9XX1dSSVRFIjoiZmFsc2UsIkFMTExPV1fU2VudXNpdGl2ZURhdGEiOiJmYWxzZSIsfX0%3D) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-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 服务器](src\u002Ffinch-mcp-server) | 在本地构建容器并推送到 ECR | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-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@latest%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>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.finch-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuZmluY2gtbWNwLXNlcnZlckBsYXRlc3QiLCJlbnYiOnsiQVdTX1BST0ZJTFUiOiJkZWZhdWx0IiwiQVdTX1JFR0lPT04IjoieW91ci1hd3MtdXNhbW1lbiIsIkZBU1RNQ1BfTE9HX0xFVkVMIjoiSU5GTyJ9LCJ0cmFuc3BvcnRUeXBlIjoic3RkaW8iLCJkaXNhYmxlZCI6ZmFsc2UsImF1dG9BcHByb3ZlIjpbXX0%3D) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-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@latest%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| [AWS Serverless MCP 服务器](src\u002Faws-serverless-mcp-server) | 使用 SAM CLI 实现完整的无服务器应用生命周期 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-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@latest%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>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.aws-serverless-mcp-server&config=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......| 服务器名称 | 描述 | 安装 |\n|-------------|-------------|---------|\n| [Amazon SageMaker AI MCP 服务器](src\u002Fsagemaker-ai-mcp-server) | SageMaker AI 资源管理和模型开发 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-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@latest%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>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-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>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-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@latest%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 EKS MCP 服务器](src\u002Feks-mcp-server) | Kubernetes 集群管理和应用部署 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-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@latest%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>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.eks-mcp-server&config=eyJhdXRvQXBwcm92ZSI6W10sImRpc2FibGVkIjpmYWxzZSwiY29tbWFuZCI6InV2eCBhd3NsYWJzLmVrcy1tY3Atc2VydmVyQGxhdGVzdCAtLWFsbG93LXdyaXRlIC0tYWxsb3ctc2Vuc2l0aXZlLWRhdGEtYWNjZXNzIiwiZW52Ijp7IkZBU1RNQ1BfTE9HX0xFVkVMIjoiRVJST1IifSwidHJhbnNwb3J0VHlwZSI6InN0ZGlvIn0%3D) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-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@latest%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 服务器](src\u002Fecs-mcp-server) | 将应用程序容器化并部署到 ECS | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-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>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.ecs-mcp-server&config=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......\n\n##### 测试与数据\n\n| 服务器名称 | 描述 | 安装 |\n|-------------|-------------|---------|\n| [合成数据 MCP 服务器](src\u002Fsyntheticdata-mcp-server) ⚠️ **已弃用** | 为开发和机器学习生成逼真的测试数据（此功能现可由 AI 助手原生实现；上传请使用 [S3 MCP 服务器](src\u002Fs3-mcp-server)） | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.syntheticdata-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.syntheticdata-mcp-server%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%2C%22AWS_PROFILE%22%3A%22your-aws-profile%22%2C%22AWS_REGION%22%3A%22us-east-1%22%7D%7D) \u003Cbr\u002F>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.syntheticdata-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuc3ludGhldGljZGF0YS1tY3Atc2VydmVyIiwiZW52Ijp7IkZBU1RNQ1BfTE9HX0xFVkVMIjoiRVJST1IiLCJBV1NfUFJPRklMRSI6InlvdXItYXdzLXByb2ZpbGUiLCJBV1NfUkVHSU9OIjoidXMtZWFzdC0xIn0sImF1dG9BcHByb3ZlIjpbXSwiZGlzYWJsZWQiOmZhbHNlfQ%3D%3D) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=Synthetic%20Data%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.syntheticdata-mcp-server%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%2C%22AWS_PROFILE%22%3A%22your-aws-profile%22%2C%22AWS_REGION%22%3A%22us-east-1%22%7D%2C%22autoApprove%22%3A%5B%5D%2C%22disabled%22%3Afalse%7D) |\n\n##### 生命科学工作流开发\n\n| 服务器名称 | 描述 | 安装 |\n|-------------|-------------|---------|\n| [AWS HealthOmics MCP 服务器](src\u002Faws-healthomics-mcp-server) | 生成、运行、调试和优化生命科学工作流 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.aws-healthomics-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-healthomics-mcp-server@latest%22%5D%2C%22env%22%3A%7B%22AWS_REGION%22%3A%22us-east-1%22%2C%22AWS_PROFILE%22%3A%22your-profile%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22WARNING%22%7D%7D) \u003Cbr\u002F>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.aws-healthomics-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuYXdzLWhlYWx0aG9taWNzLW1jcC1zZXJ2ZXJAbGF0ZXN0IiwiZW52Ijp7IkFXU19SRUdJT04iOiJ1cy1lYXN0LTEiLCJBV1NfUFJPRklMRSI6InlvdXItcHJvZmlsZSIsIkZBU1RNQ1BfTE9HX0xFVkVMIjoiV0FSTklORyJ9fQ%3D%3D) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=AWS%20HealthOmics%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-healthomics-mcp-server@latest%22%5D%2C%22env%22%3A%7B%22AWS_REGION%22%3A%22us-east-1%22%2C%22AWS_PROFILE%22%3A%22your-profile%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22WARNING%22%7D%7D) |\n\n##### 医疗保健数据管理\n\n| 服务器名称 | 描述 | 安装 |\n|-------------|-------------|---------|\n| [AWS HealthLake MCP 服务器](src\u002Fhealthlake-mcp-server) | 创建、管理、搜索和优化 FHIR 医疗保健数据工作流，全面集成 AWS HealthLake，具备自动化资源发现、高级搜索功能、患者记录管理以及无缝的导入导出操作。 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.healthlake-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.healthlake-mcp-server@latest%22%5D%2C%22env%22%3A%7B%22AWS_REGION%22%3A%22us-east-1%22%2C%22AWS_PROFILE%22%3A%22your-profile%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22WARNING%22%7D%7D) \u003Cbr\u002F>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.healthlake-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuaGVhbHRobGFrZS1tY3Atc2VydmVyQGxhdGVzdCIsImVudiI6eyJBV1NfUkVHSU9OIjoidXMtZWFzdC0xIiwiQVdTX1BST0ZJTEUiOiJ5b3VyLXByb2ZpbGUiLCJGQVNUTUNQX0xPR19MRVFTCI6IldBUk5JTkcifX0%3D) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=HealthLake%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.healthlake-mcp-server@latest%22%5D%2C%22env%22%3A%7B%22AWS_REGION%22%3A%22us-east-1%22%2C%22AWS_PROFILE%22%3A%22your-profile%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22WARNING%22%7D%7D) |\n\n\n#### 💬 对话式助手\n\n*面向客户的聊天机器人、业务代理和交互式问答系统*\n\n##### 知识与搜索\n\n| 服务器名称 | 描述 | 安装 |\n|-------------|-------------|---------|\n| [Amazon Bedrock 知识库检索 MCP 服务器](src\u002Fbedrock-kb-retrieval-mcp-server) | 支持引用的企业知识库查询 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-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>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.bedrock-kb-retrieval-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuYmVkcm9jay1rYi1yZXRyaWV2YWwtbWNwLXNlcnZlckBsYXRlc3QiLCJlbnYiOnsiRkFTVE1DUF9MT0dfTEVWRUwiOiJFUlJPUiIsIkFXU19ET0NVTUVOVEFUSU9OX1BBUlRJVElPTiI6ImF3cyJ9LCJkaXNhYmxlZCI6ZmFsc2UsImF1dG9BcHByb3ZlIjpbXX0%3D) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-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 索引 MCP 服务器](src\u002Famazon-kendra-index-mcp-server) | 企业搜索与 RAG 增强 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-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>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.amazon-kendra-index-mcp-server&config=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......| 服务器名称 | 描述 | 安装 |\n|-------------|-------------|---------|\n| [Amazon Bedrock 知识库检索 MCP 服务器](src\u002Fbedrock-kb-retrieval-mcp-server) | 支持引用的企业知识库查询 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-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>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.bedrock-kb-retrieval-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuYmVkcm9jay1rYi1yZXRyaWV2YWwtbWNwLXNlcnZlckBsYXRlc3QiLCJlbnYiOnsiRkFTVE1DUF9MT0dfTEVWRUwiOiJFUlJPUiIsIkFXU19ET0NVTUVOVEFUSU9OX1BBUlRJVElPTiI6ImF3cyJ9LCJkaXNhYmxlZCI6ZmFsc2UsImF1dG9BcHByb3ZlIjpbXX0%3D) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-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 索引 MCP 服务器](src\u002Famazon-kendra-index-mcp-server) | 企业搜索与 RAG 增强 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-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>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.amazon-kendra-index-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuYW1hem9uLWtlbmRlLWluZGVzLW1DQVAtc2VydmVyQGxhdGVzdCIsImVudiI6eyJBV1NfUkVHSU9OIjoidXMtZWFzdC0xIiwiS0VOZF9JTkRFWS9JRCI6InlvdXIta2tlbmRlLWluZGVzLWlkIiwiS0VOZF9ST0xFX0FSTi6InlvdXIta2tlbmRlLWluZGVzLWJyb2xlIiwiRkFTVE1DUF9MT0dfTEVWRUwiOiJFUlJPUiJ9LCJkaXNhYmxlZCI6ZmFsc2UsImF1dG9BcHByb3ZlIjpbXX0%3D) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-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 服务器](src\u002Famazon-qbusiness-anonymous-mcp-server) | 针对您已导入内容的 AI 助手，支持匿名访问 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-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>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.amazon-qbusiness-anonymous-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuYW1hem9uLXFidXNzLW1DQVAtc2VydmVyQGxhdGVzdCIsImVudiI6eyJBV1NfUkVHSU9OIjoidXMtZWFzdC0xIiwiUUJVU19QQVBUU19QUFfSUlEIjoieW91ci1xdW5kZXgtaWQiLCJUUJVU19VVVVMX0lEIjoieW91ci1xdW5kZXgtaWQiLCJGU1RNQVAtc2VydmVyQGxhdGVzdCIsImVudiI6eyJBV1NfUkVHSU9OIjoidXMtZWFzdC0xIiwiRkFTVE1DUF9MT0dfTEVWRUwiOiJFUlJPUiJ9LCJkaXNhYmxlZCI6ZmFsc2UsImF1dG9BcHByb3ZlIjpbXX0%3D) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-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 索引 MCP 服务器](src\u002Famazon-qindex-mcp-server) | 用于搜索企业 Q 索引的数据访问工具 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-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>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.amazon-qindex-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuYW1hem9uLXFpbmRleC1tY3NzLW1DQVAtc2VydmVyQGxhdGVzdCIsImVudiI6eyJBV1NfUkVHSU9OIjoidXMtZWFzdC0xIiwiUUlOREVEX1JRCI6InlvdXIta2tlbmRlLWluZGVzLWlkIiwiRkFTVE1DUF9MT0dfTEVWRUwiOiJFUlJPUiJ9LCJkaXNhYmxlZCI6ZmFsc2UsImF1dG9BcHByb3ZlIjpbXX0%3D) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-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 文档 MCP 服务器](src\u002Faws-documentation-mcp-server) | 获取最新的 AWS 文档和 API 参考 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-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>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.aws-documentation-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuYXdzLWRvY3VtZW50YXRpb24tbWNwLXNlcnZlckBsYXRlc3QiLCJlbnYiOnsiRkFTVE1DUF9MT0dfTEVWRUwiOiJFUlJPUiJ9LCJGU1RNQVAtc2VydmVyQGxhdGVzdCIsImVudiI6eyJBV1NfUkVHSU9OIjoidXMtZWFzdC0xIiwiRkFTVE1DUF9MT0dfTEVWRUwiOiJFUlJPUiJ9LCJkaXNhYmxlZCI6ZmFsc2UsImF1dG9BcHByb3ZlIjpbXX0%3D) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-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##### 内容处理与生成\n\n| 服务器名称 | 描述 | 安装 |\n|-------------|-------------|---------|\n| [文档加载器 MCP 服务器](src\u002Fdocument-loader-mcp-server) | 解析并从 PDF、DOCX、XLSX、PPTX 和图像文件中提取内容 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.document-loader-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.document-loader-mcp-server@latest%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%7D) \u003Cbr\u002F>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.document-loader-mcp-server&config=eyJjb21tYW5kIjoidXZ4IiwiYXJncyI6WyJhd3NsYWJzLmRvY3VtZW50LWxvYWRlci1tY3Atc2VydmVyQGxhdGVzdCJdLCJlbnYiOnsiRkFTVE1DUF9MT0dfTEVWRUwiOiJFUlJPUiJ9LCJkaXNhYmxlZCI6ZmFsc2UsImF1dG9BcHByb3ZlIjpbXX0%3D) \u003Cbr\u002F>[![在 VS Code 上安装](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=Document%20Loader%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.document-loader-mcp-server@latest%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 Nova Canvas MCP 服务器](src\u002Fnova-canvas-mcp-server) ⚠️ **已弃用** | 根据文本描述和调色板生成图像（请改用 [bedrock-image-mcp-server](https:\u002F\u002Fgithub.com\u002Fkalleeh\u002Fbedrock-image-mcp-server)） | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.nova-canvas-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.nova-canvas-mcp-server@latest%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>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.nova-canvas-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMubm92YS1jYW52YXMtbWNwLXNlcnZlckBsYXRlc3QiLCJlbnYiOnsiQVdTX1BST0ZJTEUiOiJ5b3VyLWF3cy1wcm9maWxlIiwiQVdTX1JFR0lPTiI6InVzLWVhc3QtMSIsIkZBU1RNQ1BfTE9HX0xFVkVMIjoiRVJST0IifSwiZGlzYWJsZWQiOmZhbHNlLCJhdXRvQXBwcm92ZSI6W119) \u003Cbr\u002F>[![在 VS Code 上安装](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=Nova%20Canvas%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.nova-canvas-mcp-server@latest%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 Bedrock 数据自动化 MCP 服务器](src\u002Faws-bedrock-data-automation-mcp-server) ⚠️ **已弃用** | 分析上传的文档、图像和媒体（请改用 [boto3 API](https:\u002F\u002Fdocs.aws.amazon.com\u002Fbedrock\u002Flatest\u002Fuserguide\u002Fdata-automation.html) 或 [aws-api-mcp-server](src\u002Faws-api-mcp-server)） | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=bedrock-data-automation-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-bedrock-data-automation-mcp-server@latest%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%22AWS_BUCKET_NAME%22%3A%22your-s3-bucket-name%22%2C%22BASE_DIR%22%3A%22\u002Fpath\u002Fto\u002Fbase\u002Fdirectory%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%7D) \u003Cbr\u002F>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FInstall-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=bedrock-data-automation-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuYXdzLWJlZHJvY2stZGF0YS1hdXRvbWF0aW9uLW1jcC1zZXJ2ZXJAbGF0ZXN0IiwiZW52Ijp7IkFXU19QUk9GSUxFIjoieW91ci1hd3MtcHJvZmlsZSIsIkFXU19SRUdJT04iOiJ1cy1lYXN0LTEiLCJBV1NfQlVDS0VUX05BTUUiOiJ5b3VyLXMzLWJ1Y2tldC1uYW1lIiwiQkFTRV9ESVIiOiIvcGF0aC90by9iYXNlL2RpcmVjdG9yeSIsIkZBU1RNQ1BfTE9HX0xFVkVMIjoiRVJST0IifSwiZGlzYWJsZWQiOmZhbHNlLCJhdXRvQXBwcm92ZSI6W119) \u003Cbr\u002F>[![在 VS Code 上安装](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%20Data%20Automation%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-bedrock-data-automation-mcp-server@latest%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%22AWS_BUCKET_NAME%22%3A%22your-s3-bucket-name%22%2C%22BASE_DIR%22%3A%22%2Fpath%2Fto%2Fbase%2Fdirectory%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%2C%22disabled%22%3Afalse%2C%22autoApprove%22%3A%5B%5D%7D) |\n\n##### 商业服务\n\n| 服务器名称 | 描述 | 安装 |\n|-------------|-------------|---------|\n| [亚马逊位置服务 MCP 服务器](src\u002Faws-location-mcp-server) | 位置搜索、地理编码和营业时间 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.aws-location-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-location-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>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.aws-location-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuYXdzLWxvY2F0aW9uLW1jcC1zZXJ2ZXJAbGF0ZXN0IiwiZW52Ijp7IkFXU19QUk9GSUxFIjoieW91ci1hd3MtcHJvZmllLCJGQVNUTUNQX0xPR19MRVZFTCI6IkVSUk9SIiwKICAgICAgIkFXU19SRUdJT04iOiJ1cy1lYXN0LTEiCiAgICB9LAogICAgImRpc2FibGVkIjpmYWxzZSwiYXV0b0FwcHJvdmUiOltdfQ%3D%3D) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=AWS%20Location%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-location-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 定价 MCP 服务器](src\u002Faws-pricing-mcp-server) | AWS 服务定价和成本估算 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.aws-pricing-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-pricing-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%2C%22AWS_REGION%22%3A%22us-east-1%22%7D%7D) \u003Cbr\u002F>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.aws-pricing-mcp-server&config=ewogICAgImNvbW1hbmQiOiAidXZ4IGF3c2xhYnMuYXdzLXByaWNpbmctbWNwLXNlcnZlcmJsYXRlc3QiLAogICAgImVudiI6IHsKICAgICAgIkZBU1RNQ1BfTE9HX0xFVkVMIjogIkVSUk9SIiwKICAgICAgIkFXU19QUk9GSUxFIjogInlvdXItYXdzLXByb2ZpbGUiLAogICAgICAiQVdTX1JFR0lPTiI6ICJ1cy1lYXN0LTEiCiAgICB9LAogICAgImRpc2FibGVkIjpmYWxzZSwiYXV0b0FwcHJvdmUiOiBbXQogIH0K) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=AWS%20Pricing%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-pricing-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%2C%22AWS_REGION%22%3A%22us-east-1%22%7D%2C%22disabled%22%3Afalse%2C%22autoApprove%22%3A%5B%5D%7D) |\n| [AWS 成本探索 MCP 服务器](src\u002Fcost-explorer-mcp-server) ⚠️ **已弃用** | 详细的成本分析和支出报告（请改用 [账单与成本管理 MCP 服务器](src\u002Fbilling-cost-management-mcp-server)） | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.cost-explorer-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.cost-explorer-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>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.cost-explorer-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuY29zdC1leHBsb3Jlci1tY3Atc2VydmVyQGxhdGVzdCIsImVudiI6eyJBV1NfUFJPRklMRSI6InlvdXItYXdzLXByb2ZpbGUiLCJBV1NfUkVHSU9OIjoidXMtZWFzdC0xIiwiRkFTVE1DUF9MT0dfTEVWRUwiOiJFUlJPUiJ9LCJkaXNhYmxlZCI6ZmFsc2UsImF1dG9BcHByb3ZlIjpbXX0%3D) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=Cost%20Explorer%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.cost-explorer-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#### 🤖 自动化后台代理\n\n*无头自动化、ETL 流水线和运营系统*\n\n##### 数据操作与 ETL\n\n| Server Name | Description | Install |\n|-------------|-------------|---------|\n| [AWS Data Processing MCP Server](src\u002Faws-dataprocessing-mcp-server) | Comprehensive data processing tools and real-time pipeline visibility across AWS Glue and Amazon EMR-EC2 | [![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-dataprocessing-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-dataprocessing-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-dataprocessing-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuYXdzLWRhdGFwcm9jZXNzaW5nLW1jcC1zZXJ2ZXJAbGF0ZXN0IiwiZW52Ijp7IkFXU19QUk9GSUxFIjoieW91ci1hd3MtcHJvZmlsZSIsIkFXU19SRUdJT04iOiJ1cy1lYXN0LTEiLCJGQVNUTUNQX0xPR19MRVZFTCI6IkVSUk9SIn0sImRpc2FibGVkIjpmYWxzZSwiYXV0b0FwcHJvdmUiOltdfQ%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%20Data%20Processing%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-dataprocessing-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 DynamoDB MCP Server](src\u002Fdynamodb-mcp-server) | Complete DynamoDB operations and table management | [![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| [Amazon MSK MCP Server](src\u002Faws-msk-mcp-server) ⚠️ **DEPRECATED** | Managed Kafka cluster operations and streaming (Use [aws-api-mcp-server](src\u002Faws-api-mcp-server) or MSK boto3 APIs directly 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.aws-msk-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-msk-mcp-server%40latest%22%2C%22--allow-writes%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-msk-mcp-server&config=JTdCJTIyY29tbWFuZCUyMiUzQSUyMnV2eCUyMGF3c2xhYnMuYXdzLW1zay1tY3Atc2VydmVyJTQwbGF0ZXN0JTIwLS1hbGxvdy13cml0ZXMlMjIlMkMlMjJlbnYlMjIlM0ElN0IlMjJGQVNUTUNQX0xPR19MRVZFTCUyMiUzQSUyMkVSUk9SJTIyJTdEJTJDJTIyZGlzYWJsZWQlMjIlM0FmYWxzZSUyQyUyMmF1dG9BcHByb3ZlJTIyJTNBJTVCJTVEJTdE) \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%20MSK%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-msk-mcp-server%40latest%22%2C%22--allow-writes%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##### 缓存与性能\n\n| 服务器名称 | 描述 | 安装 |\n|-------------|-------------|---------|\n| [亚马逊 ElastiCache \u002F MemoryDB for Valkey MCP 服务器](src\u002Fvalkey-mcp-server) | 使用 Valkey 提供高级数据结构和缓存功能 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-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>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.valkey-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMudmFsa2V5LW1jcC1zZXJ2ZXJAbGF0ZXN0IiwiZW52Ijp7IlZBTEtFWV9IT1NUIjoiMTI3LjAuMC4xIiwiVkFMS0VZX1BPUlQiOiI2Mzc5IiwiRkFTVE1DUF9MT0dfTEVWRUwiOiJFUlJPUiJ9LCJhdXRvQXBwcm92ZSI6W10sImRpc2FibGVkIjpmYWxzZX0%3D) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=Valkey%20MCP%20Server&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%2C%22autoApprove%22%3A%5B%5D%2C%22disabled%22%3Afalse%7D) |\n| [亚马逊 ElastiCache for Memcached MCP 服务器](src\u002Fmemcached-mcp-server) | 使用 Memcached 协议实现高速缓存 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.memcached-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.memcached-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%2C%22MEMCACHED_HOST%22%3A%22your-memcached-host%22%2C%22MEMCACHED_PORT%22%3A%2211211%22%7D%7D) \u003Cbr\u002F>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.memcached-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMubWVtY2FjaGVkLW1jcC1zZXJ2ZXJAbGF0ZXN0IiwiZW52Ijp7IkZBU1RNQ1BfTE9HX0xFVkVMIjoiRVJST1IiLCJNRU1DQUNIRURfSE9TVCI6InlvdXItbWVtY2FjaGVkLWhvc3QiLCJNRU1DQUNIRURfUE9SVCI6IjExMjExIn0sImRpc2FibGVkIjpmYWxzZSwiYXV0b0FwcHJvdmUiOltdfQ%3D%3D) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=Memcached%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.memcached-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%2C%22MEMCACHED_HOST%22%3A%22your-memcached-host%22%2C%22MEMCACHED_PORT%22%3A%2211211%22%7D%2C%22disabled%22%3Afalse%2C%22autoApprove%22%3A%5B%5D%7D) |\n\n##### 工作流与集成\n\n| 服务器名称 | 描述 | 安装 |\n|-------------|-------------|---------|\n| [AWS Lambda 工具 MCP 服务器](src\u002Flambda-tool-mcp-server) | 将 Lambda 函数作为 AI 工具执行，用于私有资源访问 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-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>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-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>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-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| [AWS Step Functions 工具 MCP 服务器](src\u002Fstepfunctions-tool-mcp-server) | 执行复杂的工作流和业务流程 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.stepfunctions-tool-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.stepfunctions-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%22STATE_MACHINE_PREFIX%22%3A%22your-state-machine-prefix%22%2C%22STATE_MACHINE_LIST%22%3A%22your-first-state-machine%2C%20your-second-state-machine%22%2C%22STATE_MACHINE_TAG_KEY%22%3A%22your-tag-key%22%2C%22STATE_MACHINE_TAG_VALUE%22%3A%22your-tag-value%22%2C%22STATE_MACHINE_INPUT_SCHEMA_ARN_TAG_KEY%22%3A%22your-state-machine-tag-for-input-schema%22%7D%7D) \u003Cbr\u002F>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.stepfunctions-tool-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuc3RlcGZ1bmN0aW9ucy10b29sLW1jcC1zZXJ2ZXJAbGF0ZXN0IiwiZW52Ijp7IkFXU19QUk9GSUxFIjoieW91ci1hd3MtcHJvZmlsZSIsIkFXU19SRUdJT04iOiJ1cy1lYXN0LTEiLCJTVEFURV9NQUNISU5FX1BSRUZJWCI6InlvdXItc3RhdGUtbWFjaGluZS1wcmVmaXgiLCJTVEFURV9NQUNISU5FX0xJU1Qi6InlvdXItc3RhdGUtbWFjaGluZXMifX0%3D) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=Step%20Functions%20Tool%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.stepfunctions-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%22STATE_MACHINE_PREFIX%22%3A%22your-state-machine-prefix%22%2C%22STATE_MACHINE_LIST%22%3A%22your-first-state-machine%2C%20your-second-state-machine%22%2C%22STATE_MACHINE_TAG_KEY%22%3A%22your-tag-key%22%2C%22STATE_MACHINE_TAG_VALUE%22%3A%22your-tag-value%22%2C%22STATE_MACHINE_INPUT_SCHEMA_ARN_TAG_KEY%22%3A%22your-state-machine-tag-for-input-schema%22%7D%2C%22disabled%22%3Afalse%2C%22autoApprove%22%3A%5B%5D%7D) |\n| [Amazon SNS\u002FSQS MCP 服务器](src\u002Famazon-sns-sqs-mcp-server) | 事件驱动的消息传递和队列管理 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.amazon-sns-sqs-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.amazon-sns-sqs-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>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.amazon-sns-sqs-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuYW1hem9uLXNucy1zcXMtbWNwLXNlcnZlckBsYXRlc3QiLCJlbnYiOnsiQVdTX1BST0ZJTEUiOiJ5b3VyLWF3cy1wcm9maWxlIiwiQVdTX1JFR0lPTiI6InVzLWVhc3QtMSJ9fQ%3D%3D) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=Amazon%20SNS%2FSQS%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.amazon-sns-sqs-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 MQ MCP 服务器](src\u002Famazon-mq-mcp-server) | RabbitMQ 和 ActiveMQ 的消息代理管理 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.amazon-mq-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.amazon-mq-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>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.amazon-mq-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuYW1hem9uLW1xLW1jcC1zZXJ2ZXJAbGF0ZXN0IiwiZW52Ijp7IkFXU19QUk9GSUxFIjoieW91ci1hd3MtcHJvZmlsZSIsIkFXU19SRUdJT04iOiJ1cy1lYXN0LTEiLCJGQVNUTUNQX0xPR1ZEVSI6IkVSUk9SJTIyJTdEJTJDJTIyZGlzYWJsZWQlMjIlM0FmYWxzZSUyMiUyQyUyMmFibGllJTIyJTNBJTVCJTVEJTdE) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=Amazon%20MQ%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.amazon-mq-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 MSK MCP 服务器](src\u002Faws-msk-mcp-server) | 托管 Kafka 集群操作和流式处理 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.aws-msk-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-msk-mcp-server%40latest%22%2C%22--allow-writes%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%7D) \u003Cbr\u002F>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.aws-msk-mcp-server&config=JTdCJTIyY29tbWFuZCUyMiUzQSUyMnV2eCUyMGF3c2xhYnMuYXdzLW1zay1tY3Atc2VyZXJlY2tlYmxpc3RpY2FsJTIwLS1hbGxvdy13cml0ZXMlMjIlMkMlMjJlbnYlMjIlM0ElN0JlMjJGQVNUTUNQX0xPR1ZEVSI6IkVSUk9SJTIyJTdEJTJDJTIyZGlzYWJsZWQlMjIlM0FmYWxzZSUyMiUyQyUyMmFibGllJTIyJTNBJTVCJTVEJTdE) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=AWS%20MSK%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.aws-msk-mcp-server%40latest%22%2C%22--allow-writes%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##### 运营与监控\n\n| 服务器名称 | 描述 | 安装 |\n|-------------|-------------|---------|\n| [Amazon CloudWatch MCP 服务器](src\u002Fcloudwatch-mcp-server) | 指标、告警和日志分析及运维故障排除 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.cloudwatch-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.cloudwatch-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22%5B用于 AWS 访问的 AWS 配置文件名称%5D%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%7D) \u003Cbr\u002F>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.cloudwatch-mcp-server&config=ewogICAgImF1dG9BcHByb3ZlIjogW10sCiAgICAiZGlzYWJsZWQiOiBmYWxzZSwKICAgICJjb21tYW5kIjogInV2eCBhd3NsYWJzLmNsb3Vkd2F0Y2gtbWNwLXNlcnZlckBsYXRlc3QiLAogICAgImVudiI6IHsKICAgICAgIkFXU19QUk9GSUxFIjogIltUaGUgQVdTIFByb2ZpbGUgTmFtZSB0byB1c2UgZm9yIEFXUyBhY2Nlc3NdIiwKICAgICAgIkZBU1RNQ1BfTE9HX0xFVkVMIjogIkVSUk9SIgogICAgfSwKICAgICJ0cmFuc3BvcnRUeXBlIjogInN0ZGlvIgp9) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=CloudWatch%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.cloudwatch-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22%5B用于 AWS 访问的 AWS 配置文件名称%5D%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%2C%22transportType%22%3A%22stdio%22%7D) |\n| [Amazon CloudWatch Application Signals MCP 服务器](src\u002Fcloudwatch-applicationsignals-mcp-server) | 应用程序监控与性能洞察 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=applicationsignals&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.cloudwatch-applicationsignals-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22%5B用于 AWS 访问的 AWS 配置文件名称%5D%22%2C%22AWS_REGION%22%3A%22%5B运行所在的 AWS 区域%5D%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%7D) \u003Cbr\u002F>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=applicationsignals&config=eyJhdXRvQXBwcm92ZSI6W10sImRpc2FibGVkIjpmYWxzZSwidGltZW91dCI6NjAsImNvbW1hbmQiOiJ1dnggYXdzbGFicy5jbG91ZHdhdGNoLWFwcGxpY2F0aW9uc2lnYWxzdC1tY3Atc2VydmVyQGxhdGVzdCIsImVudiI6eyJBV1NfUFJPRklMRSI6IltUaGUgQVdTIFByb2ZpbGUgTmFtZSB0byB1c2UgZm9yIEFXUyBhY2Nlc3NdIiwiQVdTX1JFR0lPTiI6IltUaGUgQVdTIFJlZ2lvbiB0byB1c2UgZm9yIEFXUyBhY2Nlc3NdIiwiRkFTVE1DUF9MT0dfTEVWRUwiOiJFUlJPUiJ9LCJ0cmFuc3BvcnRUeXBlIjoic3RkaW8ifQ) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=applicationsignals&config=%7B%22autoApprove%22%3A%5B%5D%2C%22disabled%22%3Afalse%2C%22timeout%22%3A60%2C%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.cloudwatch-applicationsignals-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22%5B用于 AWS 访问的 AWS 配置文件名称%5D%22%2C%22AWS_REGION%22%3A%22%5B运行所在的 AWS 区域%5D%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%2C%22transportType%22%3A%22stdio%22%7D) |\n| [Amazon CloudWatch AppSignals MCP 服务器](src\u002Fcloudwatch-appsignals-mcp-server) ⚠️ **已弃用** | 应用程序监控（请改用 [CloudWatch Application Signals MCP 服务器](src\u002Fcloudwatch-applicationsignals-mcp-server)） | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.cloudwatch-appsignals-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.cloudwatch-appsignals-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22%5B用于 AWS 访问的 AWS 配置文件名称%5D%22%2C%22AWS_REGION%22%3A%22%5B运行所在的 AWS 区域%5D%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%7D) \u003Cbr\u002F>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.cloudwatch-appsignals-mcp-server&config=eyJhdXRvQXBwcm92ZSI6W10sImRpc2FibGVkIjpmYWxzZSwidGltZW91dCI6NjAsImNvbW1hbmQiOiJ1dnggYXdzbGFicy5jbG91ZHdhdGNoLWFwcHNpZ25hbHMtbWNwLXNlcnZlckBsYXRlc3QiLCJlbnYiOnsiQVdTX1BST0ZJTEUiOiJbVGhlIEFXUyBQcm9maWxlIE5hbWUgdG8gdXNlIGZvciBBVVMgYWNjZXNzXSIsIkFXU19SRUdJT04iOiJbVGhlIEFXUyByZWdpb24gdG8gcnVuIGluXSIsIkZBU1RNQ1BfTE9HX0xFVkVMIjoiRVJST1IifSwidHJhbnNwb3J0VHlwZSI6InN0ZGlvIn0) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=CloudWatch%20AppSignals%20MCP%20Server&config=%7B%22autoApprove%22%3A%5B%5D%2C%22disabled%22%3Afalse%2C%22timeout%22%3A60%2C%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.cloudwatch-appsignals-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22%5B用于 AWS 访问的 AWS 配置文件名称%5D%22%2C%22AWS_REGION%22%3A%22%5B运行所在的 AWS 区域%5D%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%2C%22transportType%22%3A%22stdio%22%7D) |\n| [AWS Cost Explorer MCP 服务器](src\u002Fcost-explorer-mcp-server) | 详细的成本分析与报告 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.cost-explorer-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.cost-explorer-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>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.cost-explorer-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMuY29zdC1leHBsb3Jlci1tY3Atc2VydmVyQGxhdGVzdCIsImVudiI6eyJBV1NfUFJPRklMRSI6InlvdXItYXdzLXByb2ZpbGUiLCJBV1NfUkVHSU9OIjoidXMtZWFzdC0xIiwiRkFTVE1DUF9MT0dfTEVWRUwiOiJFUlJPUiJ9LCJkaXNhYmxlZCI6ZmFsc2UsImF1dG9BcHByb3ZlIjpbXX0KfQ==) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-on-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=Cost%20Explorer%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.cost-explorer-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 Managed Prometheus MCP 服务器](src\u002Fprometheus-mcp-server) | 兼容 Prometheus 的运维与监控 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.prometheus-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.prometheus-mcp-server%40latest%22%2C%22--url%22%2C%22https%3A\u002F\u002Faps-workspaces.us-east-1.amazonaws.com\u002Fworkspaces\u002Fws-%3CWorkspace%22%2C%22ID%3E%22%2C%22--region%22%2C%22%3CYour%22%2C%22AWS%22%2C%22Region%3E%22%2C%22--profile%22%2C%22%3CYour%22%2C%22CLI%22%2C%22Profile%22%2C%22%5Bdefault%5D%22%2C%22if%22%2C%22no%22%2C%22profile%22%2C%22is%22%2C%22used%3E%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22DEBUG%22%2C%22AWS_PROFILE%22%3A%22%3CYour%20CLI%20Profile%20%5Bdefault%5D%20if%20no%20profile%20is%20used%3E%22%7D%7D) \u003Cbr\u002F>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.prometheus-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMucHJvbWV0aGV1cy1tY3Atc2VydmVyQGxhdGVzdCAtLXVybCBodHRwczovL2Fwcy13b3Jrc3BhY2VzLnVzLWVhc3QtMS5hbWF6b25hd3MuY29tL3dvcmtzcGFjZXMvd3MtPFdvcmtzcGFjZSBJRD4gLS1yZWdpb24gPFlvdXIgQVdTIFJlZ2lvbiB0byB1c2UgZm9yIEFXUyBhY2Nlc3NdIiwiZW52Ijp7IkZBU1RNQ1BfTE9HX0xFVkVMIjoiREVCVUgiLCJBV1NfUFJPRklMRSI6IjxZb3VyIENLISBQcm9maWxlIFtkZWZhdWx0XSBpZiBubyBwcm9maWxlIGlzIHVzZWQ%2BIn19) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=Prometheus%20MCP%20Server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.prometheus-mcp-server%40latest%22%2C%22--url%22%2C%22https%3A%2F%2Faps-workspaces.us-east-1.amazonaws.com%2Fworkspaces%2Fws-%3CWorkspace%20ID%3E%22%2C%22--region%22%2C%22%3CYour%20AWS%20Region%3E%22%2C%22--profile%22%2C%22%3CYour%20CLI%20Profile%20%5Bdefault%5D%20if%20no%20profile%20is%20used%3E%22%5D%2C%22env%22%3A%7B%22FASTMCP_LOG_LEVEL%22%3A%22DEBUG%22%2C%22AWS_PROFILE%22%3A%22%3CYour%20CLI%20Profile%20%5Bdefault%5D%20if%20no%20profile%20is%20used%3E%22%7D%7D) |\n| [AWS Well-Architected 安全评估工具 MCP 服务器](src\u002Fwell-architected-security-mcp-server) | 根据 Well-Architected Framework 安全支柱评估 AWS 环境 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.well-architected-security-mcp-server&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.well-architected-security-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>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fcursor.com\u002Fen\u002Finstall-mcp?name=awslabs.well-architected-security-mcp-server&config=eyJjb21tYW5kIjoidXZ4IGF3c2xhYnMud2VsbC1hcmNoaXRlY3RlZC1zZWN1cml0eS1tY3Atc2VydmVyQGxhdGVzdCIsImVudiI6eyJBV1NfUFJPRklMRSI6InlvdXItYXdzLXByb2ZpbGUiLCJBV1NfUkVHSU9OIjoidXMtZWFzdC0xIiwiRkFTVE1DUF9MT0dfTEVWRUwiOiJFUlJPUiJ9LCJkaXNhYmxlZCI6ZmFsc2UsImF1dG9BcHByb3ZlIjpbXX0K) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=AWS%20Well-Architected%20安全%20评估%20工具%20MCP%20服务器&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22awslabs.well-architected-security-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 CloudTrail MCP 服务器](src\u002Fcloudtrail-mcp-server\u002F) | CloudTrail 事件查询与分析 | [![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Kiro-9046FF?style=flat-square&logo=kiro)](https:\u002F\u002Fkiro.dev\u002Flaunch\u002Fmcp\u002Fadd?name=awslabs.cloudtrail-mcp-server&config=%7B%22command%22%3A%22docker%22%2C%22args%22%3A%5B%22run%22%2C%22--rm%22%2C%22--interactive%22%2C%22-e%20AWS_PROFILE%3D%5B用于 AWS 访问的 AWS 配置文件名称%5D%22%2C%22awslabs\u002Fcloudtrail-mcp-server%3Alatest%22%5D%2C%22env%22%3A%7B%7D%7D) \u003Cbr\u002F>[![安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装-Cursor-blue?style=flat-square&logo=cursor)](https:\u002F\u002Fwww.cursor.com\u002Finstall-mcp?name=awslabs.cloudtrail-mcp-server&config=ewogICAgICAgICJjb21tYW5kIjogImRvY2tlciIsCiAgICAgICAgImFyZ3MiOiBbCiAgICAgICAgICAicnVuIiwKICAgICAgICAgICItLXJtIiwKICAgICAgICAgICItLWludGVyYWN0aXZpIiwKICAgICAgICAgICItZSBBV1NfUFJPRklMRT1bVGhlIEFXUyBQcm9maWxlIE5hbWUgdG8gdXNlIGZvciBBVVMgYWNjZXNzXSIsCiAgICAgICAgXSwKICAgICAgICAiZW52Ijoge30sCiAgICAgICAgImRpc2FibGVkIjogZmFsc2UsCiAgICAgICAgImF1dG9BcHByb3ZlIjogW10KfQ==) \u003Cbr\u002F>[![在 VS Code 上安装](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002F安装_on-VS_Code-FF9900?style=flat-square&logo=visualstudiocode&logoColor=white)](https:\u002F\u002Finsiders.vscode.dev\u002Fredirect\u002Fmcp\u002Finstall?name=CloudTrail%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.cloudtrail-mcp-server%40latest%22%5D%2C%22env%22%3A%7B%22AWS_PROFILE%22%3A%22%5B用于 AWS 访问的 AWS 配置文件名称%5D%22%2C%22FASTMCP_LOG_LEVEL%22%3A%22ERROR%22%7D%2C%22transportType%22%3A%22stdio%22%7D) |\n\n## MCP AWS Lambda 处理器模块\n\n一个用于使用 AWS Lambda 创建模型上下文协议 (MCP) 无服务器 HTTP 处理器的 Python 库。该模块提供了一个灵活的框架，用于构建具有可插拔会话管理功能的 MCP HTTP 端点，包括内置的 DynamoDB 支持。\n\n**特性：**\n\n- 使用 AWS Lambda 轻松创建无服务器 MCP HTTP 处理器\n- 可插拔的会话管理系统\n- 内置 DynamoDB 会话后端支持\n- 可自定义的身份验证和授权\n- 示例实现和测试\n\n有关完整的使用、安装和开发说明，请参阅 [`src\u002Fmcp-lambda-handler\u002FREADME.md`](src\u002Fmcp-lambda-handler\u002FREADME.md)。\n\n## 何时使用本地与远程 MCP 服务器？\n\nMCP 服务器可以在您的开发机器上本地运行，也可以在云端远程运行。以下是选择每种方式的场景：\n\n### 本地 MCP 服务器\n- **开发与测试**：非常适合本地开发、测试和调试\n- **离线工作**：在互联网连接受限时继续工作\n- **数据隐私**：将敏感数据和凭据保留在本地机器上\n- **低延迟**：网络开销极小，响应时间更快\n- **资源控制**：直接控制服务器资源和配置\n\n### 远程 MCP 服务器\n- **团队协作**：在团队中共享一致的服务器配置\n- **资源密集型任务**：将繁重的处理任务卸载到专用的云资源上\n- **随时可用**：可以从任何地方、任何设备访问您的 MCP 服务器\n- **自动更新**：自动获取最新功能和安全补丁\n- **可扩展性**：轻松应对不同的工作负载，不受本地资源限制\n- **安全性**：通过基于 IAM 的权限和零凭据暴露实现集中式安全控制\n- **治理**：全面的审计日志记录和合规性监控，满足企业级治理要求\n\n> **注意**：某些 MCP 服务器，例如 [官方 AWS MCP 服务器](https:\u002F\u002Fdocs.aws.amazon.com\u002Faws-mcp\u002Flatest\u002Fuserguide\u002Fwhat-is-mcp-server.html)（预览版）和 AWS Knowledge MCP，由 AWS 提供完全托管的服务。这些 AWS 托管的远程服务器无需您进行任何设置或基础设施管理——只需连接并开始使用即可。\n\n## 服务器的应用场景\n\n例如，您可以使用 **AWS 文档 MCP 服务器** 来帮助您的 AI 助手研究并生成适用于任何 AWS 服务的最新代码，比如 Amazon Bedrock Inline 代理。或者，您也可以使用 **CDK MCP 服务器** 或 **Terraform MCP 服务器**，让您的 AI 助手创建使用最新 API 并遵循 AWS 最佳实践的基础设施即代码实现。借助 **AWS 定价 MCP 服务器**，您可以询问：“在我部署这个 CDK 项目之前，预计每月的成本是多少？”或“您能帮我了解这个基础设施设计可能产生的 AWS 服务费用吗？”从而获得详细的成本估算和预算规划建议。而 **Valkey MCP 服务器** 则允许通过自然语言与 Valkey 数据存储进行交互，使 AI 助手能够通过简单的对话界面高效地管理数据操作。\n\n## 安装与设置\n\n每个服务器都有特定的安装说明，并为 Kiro、Cursor 和 VSCode 提供了一键安装选项。通常，您可以按照以下步骤操作：\n\n1. 从 [Astral](https:\u002F\u002Fdocs.astral.sh\u002Fuv\u002Fgetting-started\u002Finstallation\u002F) 安装 `uv`\n2. 使用 `uv python install 3.10` 安装 Python\n3. 配置具有所需服务访问权限的 AWS 凭证\n4. 将服务器添加到您的 MCP 客户端配置中\n\nKiro MCP 设置的示例配置文件 (`~\u002F.kiro\u002Fsettings\u002Fmcp.json`)：\n\n### 对于 macOS\u002FLinux\n\n```json\n{\n  \"mcpServers\": {\n    \"awslabs-core-mcp-server\": {\n      \"command\": \"uvx\",\n      \"args\": [\n        \"awslabs.core-mcp-server@latest\"\n      ],\n      \"env\": {\n        \"FASTMCP_LOG_LEVEL\": \"ERROR\"\n      }\n    }\n  }\n}\n```\n\n具体要求和配置选项请参阅各个服务器的 README 文件。\n\n### 对于 Windows\n\n在 Windows 上配置 MCP 服务器时，需要使用略有不同的配置格式：\n\n```json\n{\n  \"mcpServers\": {\n    \"awslabs-core-mcp-server\": {\n      \"disabled\": false,\n      \"timeout\": 60,\n      \"type\": \"stdio\",\n      \"command\": \"uv\",\n      \"args\": [\n        \"tool\",\n        \"run\",\n        \"--from\",\n        \"awslabs.core-mcp-server@latest\",\n        \"awslabs.core-mcp-server.exe\"\n      ],\n      \"env\": {\n        \"FASTMCP_LOG_LEVEL\": \"ERROR\"\n      }\n    }\n  }\n}\n```\n\n如果您在 MCP 配置方面遇到问题，或想检查是否已正确设置相关参数，可以尝试以下命令：\n\n```shell\n# 手动运行 MCP 服务器，超时时间为 15 秒\n$ timeout 15s uv tool run \u003CMCP 名称> \u003C参数> 2>&1 || echo \"命令已完成或已超时\"\n\n# 示例（Aurora MySQL MCP 服务器）\n$ timeout 15s uv tool run awslabs.mysql-mcp-server --resource_arn \u003C您的资源 ARN> --secret_arn \u003C您的秘密 ARN> ... 2>&1 || echo \"命令已完成或已超时\"\n\n# 如果参数未正确设置，您可能会看到如下提示：\nusage: awslabs.mysql-mcp-server [-h] --resource_arn RESOURCE_ARN --secret_arn SECRET_ARN --database DATABASE\n                                --region REGION --readonly READONLY\nawslabs.mysql-mcp-server: error: 必须提供以下参数：--resource_arn, --secret_arn, --database, --region, --readonly\n```\n\n**关于使用 `uvx` 和 `\"@latest\"` 后缀性能的注意事项：**\n\n使用 `\"@latest\"` 后缀会在每次启动 MCP 客户端时检查并从 PyPI 下载最新的 MCP 服务器包，但这会导致初始加载时间增加。如果您希望尽量缩短初始加载时间，可以移除 `\"@latest\"`，并通过以下方法自行管理 `uv` 缓存：\n\n- `uv cache clean \u003C工具>`：其中 {工具} 是您希望从缓存中删除并重新安装的 MCP 服务器（例如：“awslabs.lambda-tool-mcp-server”）（请注意去掉 `\u003C >`）。\n- `uvx \u003C工具>@latest`：这将刷新该工具至最新版本，并将其添加到 `uv` 缓存中。\n\n### 在容器中运行 MCP 服务器\n\n每个 MCP 服务器的 Docker 镜像都已发布到 [公共 AWS ECR 注册表](https:\u002F\u002Fgallery.ecr.aws\u002Fawslabs-mcp)。\n\n*本示例使用 `awslabs.nova-canvas-mcp-server` 的 Docker 镜像，可针对每个 MCP 服务器重复此操作。*\n\n- 您可以选择将敏感的环境变量保存在一个文件中：\n\n  ```.env\n  # .env 文件内容，包含虚构的 AWS 临时凭证\n  AWS_ACCESS_KEY_ID=ASIAIOSFODNN7EXAMPLE\n  AWS_SECRET_ACCESS_KEY=wJalrXUtnFEMI\u002FK7MDENG\u002FbPxRfiCYEXAMPLEKEY\n  AWS_SESSION_TOKEN=AQoEXAMPLEH4aoAH0gNCAPy...截断...zrkuWJOgQs8IZZaIv2BXIa2R4Olgk\n  ```\n\n- 根据需要使用 Docker 的 `--env`、`--env-file` 和 `--volume` 选项，因为容器内部无法直接使用 `\"env\": {}` 配置。\n\n  ```json\n  {\n    \"mcpServers\": {\n      \"awslabs.nova-canvas-mcp-server\": {\n        \"command\": \"docker\",\n        \"args\": [\n          \"run\",\n          \"--rm\",\n          \"--interactive\",\n          \"--env\",\n          \"FASTMCP_LOG_LEVEL=ERROR\",\n          \"--env\",\n          \"AWS_REGION=us-east-1\",\n          \"--env-file\",\n          \"\u002Ffull\u002Fpath\u002Fto\u002F.env\",\n          \"--volume\",\n          \"\u002Ffull\u002Fpath\u002Fto\u002F.aws:\u002Fapp\u002F.aws\",\n          \"public.ecr.aws\u002Fawslabs-mcp\u002Fawslabs\u002Fnova-canvas-mcp-server:latest\"\n        ],\n        \"env\": {}\n      }\n    }\n  }\n  ```\n\n- 如果要测试本地更改，您可以构建并标记镜像。随后需要更新 MCP 配置，以使用该自定义标签而非 ECR 镜像。\n\n  ```base\n  cd src\u002Fnova-canvas-mcp-server\n  docker build -t awslabs\u002Fnova-canvas-mcp-server .\n  ```\n\n### 开始使用 Kiro\n\n\u003Cdetails>\n\u003Csummary>在 Kiro 中安装\u003C\u002Fsummary>\n\n有关详细信息，请参阅 [Kiro IDE 文档](https:\u002F\u002Fkiro.dev\u002Fdocs\u002Fmcp\u002Fconfiguration\u002F) 或 [Kiro CLI 文档](https:\u002F\u002Fkiro.dev\u002Fdocs\u002Fcli\u002Fmcp\u002Fconfiguration\u002F)。\n\n在 Kiro IDE 中：\n\n1. 导航至 `Kiro` > `MCP 服务器`。\n2. 单击 `+ 添加` 按钮以添加新的 MCP 服务器。\n3. 粘贴下方提供的配置。\n\n对于全局配置，请编辑 `~\u002F.kiro\u002Fsettings\u002Fmcp.json`；对于项目特定配置，请编辑您项目目录中的 `.kiro\u002Fsettings\u002Fmcp.json`。\n\n#### `~\u002F.kiro\u002Fsettings\u002Fmcp.json`\n\n适用于 macOS\u002FLinux：\n\n```json\n{\n  \"mcpServers\": {\n    \"awslabs-core-mcp-server\": {\n      \"command\": \"uvx\",\n      \"args\": [\"awslabs.core-mcp-server@latest\"],\n      \"env\": {\n        \"FASTMCP_LOG_LEVEL\": \"ERROR\"\n      }\n    }\n  }\n}\n```\n\n适用于 Windows：\n\n```json\n{\n  \"mcpServers\": {\n    \"awslabs-core-mcp-server\": {\n      \"disabled\": false,\n      \"timeout\": 60,\n      \"type\": \"stdio\",\n      \"command\": \"uv\",\n      \"args\": [\n        \"tool\",\n        \"run\",\n        \"--from\",\n        \"awslabs.core-mcp-server@latest\",\n        \"awslabs.core-mcp-server.exe\"\n      ],\n      \"env\": {\n        \"FASTMCP_LOG_LEVEL\": \"ERROR\"\n      }\n    }\n  }\n}\n```\n\n\u003C\u002Fdetails>\n\n### Cline 与 Amazon Bedrock 入门\n\n\u003Cdetails>\n\u003Csummary>Cline 与 Amazon Bedrock 入门\u003C\u002Fsummary>\n\n**重要提示：** 按照这些说明操作可能会产生费用，并受 [Amazon Bedrock 定价](https:\u002F\u002Faws.amazon.com\u002Fbedrock\u002Fpricing\u002F) 的约束。您需自行承担相关费用。除了在 Cline 设置中选择所需的模型外，请确保已在 Amazon Bedrock 中启用您所选的模型（例如 `anthropic.claude-3-7-sonnet`）。有关更多信息，请参阅 [AWS 文档](https:\u002F\u002Fdocs.aws.amazon.com\u002Fbedrock\u002Flatest\u002Fuserguide\u002Fmodel-access-modify.html)，了解如何为 Amazon Bedrock 基础模型 (FM) 启用访问权限。\n\n1. 按照上方“安装与设置”部分中的步骤，从 [Astral](https:\u002F\u002Fdocs.astral.sh\u002Fuv\u002Fgetting-started\u002Finstallation\u002F) 安装 `uv`，安装 Python，并配置具有所需服务的 AWS 凭证。\n\n2. 如果使用 Visual Studio Code，请安装 [Cline VS Code 扩展](https:\u002F\u002Fmarketplace.visualstudio.com\u002Fitems?itemName=saoudrizwan.claude-dev)（或您首选 IDE 的等效扩展）。安装完成后，单击该扩展以打开它。出现提示时，选择您希望使用的层级。在本例中，我们将使用 Amazon Bedrock，因此 Cline 的免费层级即可，因为我们将会通过 Amazon Bedrock API 而不是 Cline API 发送请求。\n\n\u003Cp align=\"center\">\n  \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fawslabs_mcp_readme_a628a1e9f011.png\" width=\"800\" height=\"400\"  \u002F>\n\u003Cp>\n\n3. 选择 **MCP 服务器** 按钮。\n\n\u003Cp align=\"center\">\n  \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fawslabs_mcp_readme_b04199add459.png\" width=\"500\" height=\"800\"  \u002F>\n\u003Cp>\n\n4. 选择 **已安装** 选项卡，然后单击 **配置 MCP 服务器** 以打开 `cline_mcp_settings.json` 文件。\n\n \u003Cp align=\"center\">\n   \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fawslabs_mcp_readme_58d4a0496c32.png\" width=\"500\" height=\"800\"  \u002F>\n \u003Cp>\n\n 5. 在 `cline_mcp_settings.json` 文件中，在 `mcpServers` 对象中添加您所需的 MCP 服务器。请参阅以下示例，其中将使用此仓库中当前可用的一些 MCP 服务器。请务必保存文件以安装 MCP 服务器。\n\n#### `cline_mcp_settings.json`\n\n适用于 macOS\u002FLinux：\n\n ```json\n {\n   \"mcpServers\": {\n     \"awslabs-core-mcp-server\": {\n       \"command\": \"uvx\",\n       \"args\": [\"awslabs.core-mcp-server@latest\"],\n       \"env\": {\n         \"FASTMCP_LOG_LEVEL\": \"ERROR\",\n         \"MCP_SETTINGS_PATH\": \"您的 MCP 设置文件路径\"\n       }\n     }\n    }\n  }\n ```\n\n适用于 Windows：\n\n```json\n{\n  \"mcpServers\": {\n    \"awslabs-core-mcp-server\": {\n      \"disabled\": false,\n      \"timeout\": 60,\n      \"type\": \"stdio\",\n      \"command\": \"uv\",\n      \"args\": [\n        \"tool\",\n        \"run\",\n        \"--from\",\n        \"awslabs.core-mcp-server@latest\",\n        \"awslabs.core-mcp-server.exe\"\n      ],\n      \"env\": {\n        \"FASTMCP_LOG_LEVEL\": \"ERROR\",\n        \"MCP_SETTINGS_PATH\": \"您的 MCP 设置文件路径\"\n      }\n    }\n  }\n}\n```\n\n6. 安装完成后，您应在“MCP 服务器已安装”选项卡下看到您的 MCP 服务器列表，并且它们应带有绿色滑块，表示已启用。以下是一个使用 AWS 可能的两个 MCP 服务器的示例。完成后单击 **完成**。此时您应该会看到 Cline 聊天界面。\n\n\u003Cp align=\"center\">\n  \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fawslabs_mcp_readme_3a36216e81b5.png\" width=\"500\" height=\"800\"  \u002F>\n\u003Cp>\n\n\u003Cp align=\"center\">\n  \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fawslabs_mcp_readme_59fbd850147a.png\" width=\"500\" height=\"800\"  \u002F>\n\u003Cp>\n\n7. 默认情况下，Cline 将被设置为 API 提供者，而其免费层级存在限制。接下来，让我们将 API 提供者更新为 AWS Bedrock，以便我们可以通过 Bedrock 使用 LLM，从而将账单计入您关联的 AWS 账户。\n\n8. 单击设置齿轮图标以打开 Cline 设置。然后在 **API 提供者** 下，将设置从 `Cline` 切换到 `AWS Bedrock`，并将身份验证类型选择为 `AWS 配置文件`。请注意，`AWS 凭证` 选项同样适用，但它使用的是静态凭证（访问密钥 ID 和秘密访问密钥），而不是在令牌过期时自动重新分配的临时凭证。因此，使用 AWS 配置文件的临时凭证更为安全，也更推荐。\n\n\u003Cp align=\"center\">\n  \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fawslabs_mcp_readme_8b6fa203e27f.png\" width=\"500\" height=\"800\"  \u002F>\n\u003Cp>\n\n9. 根据您希望使用的现有 AWS 配置文件填写配置信息，选择所需的 AWS 区域，并启用跨区域推理。\n\n\u003Cp align=\"center\">\n  \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fawslabs_mcp_readme_2eeccc0f79fb.png\" width=\"500\" height=\"800\"  \u002F>\n\u003Cp>\n\n\u003Cp align=\"center\">\n  \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fawslabs_mcp_readme_34e7ddff033a.png\" width=\"500\" height=\"800\"  \u002F>\n\u003Cp>\n\n10. 接下来，在设置页面向下滚动，直到找到名为“自定义指令”的文本框。粘贴以下代码片段，以确保每次提示都以 `mcp-core` 服务器作为起点：\n\n```\n对于每个新项目，始终查看您的 MCP 服务器，并每次都以 mcp-core 作为起点。此外，在任务完成后，请包含本次操作中使用的 MCP 服务器列表。\n```\n\n\u003Cp align=\"center\">\n  \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fawslabs_mcp_readme_977a13e24b56.png\" width=\"500\" height=\"800\"  \u002F>\n\u003Cp>\n\n11. 粘贴完自定义提示后，单击 **完成** 返回聊天界面。\n\n12. 现在您可以开始提问并测试已安装的 MCP 服务器的功能了。聊天界面的默认选项是 `计划`，它会为您提供输出，供您手动执行操作（例如提供一个您可以复制并粘贴到文件中的示例配置）。不过，您也可以选择切换到 `行动`，这样 Cline 就可以代表您采取行动（例如使用网页浏览器搜索内容、克隆仓库、执行代码等）。您还可以选择开启“自动批准”功能，以避免每次都需要点击确认建议，但我们建议在测试期间保持关闭状态，尤其是在您选择了“行动”模式时。\n\n**注意：** 为了获得最佳效果，请明确指示 Cline 使用您希望使用的 MCP 服务器。例如：“使用 Terraform MCP 服务器，执行……”\n\u003C\u002Fdetails>\n\n### 使用 Cursor 入门\n\n\u003Cdetails>\n\u003Csummary>使用 Cursor 入门\u003C\u002Fsummary>\n\n1. 按照上方“安装与设置”部分的步骤，从 [Astral](https:\u002F\u002Fdocs.astral.sh\u002Fuv\u002Fgetting-started\u002Finstallation\u002F) 安装 `uv`、安装 Python，并配置具有所需权限的 AWS 凭证。\n\n2. 根据您的使用场景，MCP 配置可以放置在两个位置：\n\n  A. **项目配置**\n    - 对于特定于项目的工具，在您的项目目录中创建 `.cursor\u002Fmcp.json` 文件。\n    - 这样可以定义仅在该特定项目中可用的 MCP 服务器。\n\n  B. **全局配置**\n    - 对于希望在所有项目中使用的工具，在您的主目录下创建 `~\u002F.cursor\u002Fmcp.json` 文件。\n    - 这将使 MCP 服务器在您所有的 Cursor 工作区中可用。\n\n#### `.cursor\u002Fmcp.json`\n\n适用于 macOS\u002FLinux：\n\n```json\n {\n  \"mcpServers\": {\n    \"awslabs-core-mcp-server\": {\n      \"command\": \"uvx\",\n      \"args\": [\"awslabs.core-mcp-server@latest\"],\n      \"env\": {\n        \"FASTMCP_LOG_LEVEL\": \"ERROR\"\n      }\n    }\n  }\n}\n```\n\n适用于 Windows：\n\n```json\n{\n  \"mcpServers\": {\n    \"awslabs-core-mcp-server\": {\n      \"disabled\": false,\n      \"timeout\": 60,\n      \"type\": \"stdio\",\n      \"command\": \"uv\",\n      \"args\": [\n        \"tool\",\n        \"run\",\n        \"--from\",\n        \"awslabs.core-mcp-server@latest\",\n        \"awslabs.core-mcp-server.exe\"\n      ],\n      \"env\": {\n        \"FASTMCP_LOG_LEVEL\": \"ERROR\"\n      }\n    }\n  }\n}\n```\n\n3. **在聊天中使用 MCP** 如果 Composer Agent 认为相关，它会自动使用 MCP 设置页面上“可用工具”下方列出的任何 MCP 工具。要主动触发工具使用，请提示 Cursor 使用您希望使用的 MCP 服务器。例如：“使用 Terraform MCP 服务器，执行……”\n\n4. **工具批准** 默认情况下，当 Agent 想要使用某个 MCP 工具时，它会显示一条消息请求您的批准。您可以使用工具名称旁边的箭头展开消息，查看 Agent 正在调用该工具时传递的参数。\n\n\u003C\u002Fdetails>\n\n### 使用 Windsurf 入门\n\n\u003Cdetails>\n\u003Csummary>使用 Windsurf 入门\u003C\u002Fsummary>\n\n1. 按照上方“安装与设置”部分的步骤，从 [Astral](https:\u002F\u002Fdocs.astral.sh\u002Fuv\u002Fgetting-started\u002Finstallation\u002F) 安装 `uv`、安装 Python，并配置具有所需权限的 AWS 凭证。\n\n2. **访问 MCP 设置**\n   - 导航至 Windsurf - 设置 > 高级设置，或使用命令面板 > 打开 Windsurf 设置页面。\n   - 查找“模型上下文协议 (MCP) 服务器”部分。\n\n3. **添加 MCP 服务器**\n   - 单击“添加服务器”以添加新的 MCP 服务器。\n   - 您可以从 GitHub、Puppeteer、PostgreSQL 等可用模板中选择。\n   - 或者，单击“添加自定义服务器”以配置您自己的服务器。\n\n4. **手动配置**\n   - 您也可以手动编辑位于 `~\u002F.codeium\u002Fwindsurf\u002Fmcp_config.json` 的 MCP 配置文件。\n\n#### `~\u002F.codeium\u002Fwindsurf\u002Fmcp_config.json`\n\n适用于 macOS\u002FLinux：\n\n ```json\n {\n   \"mcpServers\": {\n     \"awslabs-core-mcp-server\": {\n       \"command\": \"uvx\",\n       \"args\": [\"awslabs.core-mcp-server@latest\"],\n       \"env\": {\n         \"FASTMCP_LOG_LEVEL\": \"ERROR\",\n         \"MCP_SETTINGS_PATH\": \"您的 MCP 设置文件路径\"\n       }\n     }\n    }\n  }\n ```\n\n适用于 Windows：\n\n```json\n{\n  \"mcpServers\": {\n    \"awslabs-core-mcp-server\": {\n      \"disabled\": false,\n      \"timeout\": 60,\n      \"type\": \"stdio\",\n      \"command\": \"uv\",\n      \"args\": [\n        \"tool\",\n        \"run\",\n        \"--from\",\n        \"awslabs.core-mcp-server@latest\",\n        \"awslabs.core-mcp-server.exe\"\n      ],\n      \"env\": {\n        \"FASTMCP_LOG_LEVEL\": \"ERROR\",\n        \"MCP_SETTINGS_PATH\": \"您的 MCP 设置文件路径\"\n      }\n    }\n  }\n}\n```\n\n\u003C\u002Fdetails>\n\n### 在 VS Code 中使用\n\n\u003Cdetails>\n\u003Csummary>在 VS Code 中安装\u003C\u002Fsummary>\n\n在 VS Code 设置或 `.vscode\u002Fmcp.json` 中配置 MCP 服务器（更多信息请参阅 [VS Code MCP 文档](https:\u002F\u002Fcode.visualstudio.com\u002Fdocs\u002Fcopilot\u002Fchat\u002Fmcp-servers)）：\n\n#### `.vscode\u002Fmcp.json`\n\n适用于 macOS\u002FLinux：\n\n```json\n{\n  \"mcpServers\": {\n    \"awslabs-core-mcp-server\": {\n      \"command\": \"uvx\",\n      \"args\": [\"awslabs.core-mcp-server@latest\"],\n      \"env\": {\n        \"FASTMCP_LOG_LEVEL\": \"ERROR\"\n      }\n    }\n  }\n}\n```\n\n适用于 Windows：\n\n```json\n{\n  \"mcpServers\": {\n    \"awslabs-core-mcp-server\": {\n      \"disabled\": false,\n      \"timeout\": 60,\n      \"type\": \"stdio\",\n      \"command\": \"uv\",\n      \"args\": [\n        \"tool\",\n        \"run\",\n        \"--from\",\n        \"awslabs.core-mcp-server@latest\",\n        \"awslabs.core-mcp-server.exe\"\n      ],\n      \"env\": {\n        \"FASTMCP_LOG_LEVEL\": \"ERROR\"\n      }\n    }\n  }\n}\n```\n\u003C\u002Fdetails>\n\n### 使用 Claude Code 入门\n\n\u003Cdetails>\n\u003Csummary>在 Claude Code 中安装\u003C\u002Fsummary>\n\n通过 CLI 或 `.mcp.json` 文件在 Claude Code 中配置 MCP 服务器。\n\n1. 按照上方“安装与设置”部分的步骤，从 [Astral](https:\u002F\u002Fdocs.astral.sh\u002Fuv\u002Fgetting-started\u002Finstallation\u002F) 安装 `uv`、安装 Python，并配置具有所需权限的 AWS 凭证。\n\n2. **使用 Claude Code CLI 命令**\n\nClaude Code CLI 命令用于添加 MCP 服务器：\n\n   ```bash\n   # 添加核心 AWS 服务\n   claude mcp add aws-api uvx awslabs.aws-api-mcp-server@latest\n   claude mcp add aws-cdk uvx awslabs.cdk-mcp-server@latest\n   claude mcp add aws-docs uvx awslabs.aws-documentation-mcp-server@latest\n   claude mcp add aws-support uvx awslabs.aws-support-mcp-server@latest\n   claude mcp add aws-pricing uvx awslabs.aws-pricing-mcp-server@latest\n\n   # 添加 AI\u002FML 和 Bedrock 服务\n   claude mcp add bedrock-kb uvx awslabs.bedrock-kb-retrieval-mcp-server@latest\n   claude mcp add nova-canvas uvx awslabs.nova-canvas-mcp-server@latest\n   claude mcp add synthetic-data uvx awslabs.syntheticdata-mcp-server@latest\n\n   # 添加数据和分析服务\n   claude mcp add aws-dataprocessing uvx awslabs.aws-dataprocessing-mcp-server@latest\n   claude mcp add aurora-dsql uvx awslabs.aurora-dsql-mcp-server@latest\n   claude mcp add valkey uvx awslabs.valkey-mcp-server@latest\n\n   # 列出已安装的服务器\n   claude mcp list\n   ```\n\n3. **手动配置（替代方案）**\n\n您也可以通过在项目根目录下创建 `.mcp.json` 文件来手动配置 MCP 服务器：\n\n#### `.mcp.json`\n\n适用于 macOS\u002FLinux：\n\n```json\n{\n  \"mcpServers\": {\n    \"awslabs.cdk-mcp-server\": {\n      \"command\": \"uvx\",\n      \"args\": [\"awslabs.cdk-mcp-server@latest\"],\n      \"env\": {\n        \"FASTMCP_LOG_LEVEL\": \"ERROR\"\n      }\n    },\n    \"awslabs.aws-documentation-mcp-server\": {\n      \"command\": \"uvx\",\n      \"args\": [\"awslabs.aws-documentation-mcp-server@latest\"],\n      \"env\": {\n        \"FASTMCP_LOG_LEVEL\": \"ERROR\",\n        \"AWS_DOCUMENTATION_PARTITION\": \"aws\"\n      }\n    }\n  }\n}\n```\n\u003C\u002Fdetails>\n\n## 示例\n\n在 [samples](samples\u002F) 目录中，提供了可在 AWS 上运行的开源 MCP 服务器的即用型示例。这些示例包含可运行的代码和分步指南，可帮助您快速上手每个 MCP 服务器。\n\n## Vibe 编码\n\n您可以将这些 MCP 服务器与您的 AI 编码助手结合使用，进行 [vibe 编码](https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FVibe_coding)。有关如何提升 vibe 编码体验的技巧和窍门，请参阅我们的[指南](.\u002FVIBE_CODING_TIPS_TRICKS.md)。\n\n## 其他资源\n\n- [介绍适用于代码助手的 AWS MCP 服务器](https:\u002F\u002Faws.amazon.com\u002Fblogs\u002Fmachine-learning\u002Fintroducing-aws-mcp-servers-for-code-assistants-part-1\u002F)\n- [使用 AWS MCP 服务器进行 vibe 编码 | AWS Show & Tell](https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=qXGQQRMrcz0)\n- [借助 AWS MCP 服务器加速 AWS 数据库开发](https:\u002F\u002Faws.amazon.com\u002Fblogs\u002Fdatabase\u002Fsupercharging-aws-database-development-with-aws-mcp-servers\u002F)\n- [使用 Amazon Q CLI 和 AWS 定价 MCP 服务器估算 AWS 成本](https:\u002F\u002Faws.amazon.com\u002Fblogs\u002Fmachine-learning\u002Faws-costs-estimation-using-amazon-q-cli-and-aws-cost-analysis-mcp\u002F)\n- [推出无服务器 MCP 服务器：面向现代应用的 AI 驱动开发](https:\u002F\u002Faws.amazon.com\u002Fblogs\u002Fcompute\u002Fintroducing-aws-serverless-mcp-server-ai-powered-development-for-modern-applications\u002F)\n- [宣布适用于 AWS 无服务器和容器的新 Model Context Protocol (MCP) 服务器](https:\u002F\u002Faws.amazon.com\u002Fabout-aws\u002Fwhats-new\u002F2025\u002F05\u002Fnew-model-context-protocol-servers-aws-serverless-containers\u002F)\n- [借助 Amazon EKS MCP 服务器加速应用开发](https:\u002F\u002Faws.amazon.com\u002Fblogs\u002Fcontainers\u002Faccelerating-application-development-with-the-amazon-eks-model-context-protocol-server\u002F)\n- [Amazon Neptune 宣布推出 MCP（Model Context Protocol）服务器](https:\u002F\u002Faws.amazon.com\u002Fabout-aws\u002Fwhats-new\u002F2025\u002F05\u002Famazon-neptune-mcp-server\u002F)\n- [Terraform MCP 服务器 Vibe 编码](https:\u002F\u002Fyoutu.be\u002Fi2nBD65md0Y)\n- [如何使用 Amazon Q CLI 和 MCP 生成 AWS 架构图](https:\u002F\u002Fcommunity.aws\u002Fcontent\u002F2vPiiPiBSdRalaEax2rVDtshpf3\u002Fhow-to-generate-aws-architecture-diagrams-using-amazon-q-cli-and-mcp)\n- [利用 Amazon Bedrock Agents 发挥 MCP 服务器的强大功能](https:\u002F\u002Faws.amazon.com\u002Fblogs\u002Fmachine-learning\u002Fharness-the-power-of-mcp-servers-with-amazon-bedrock-agents\u002F)\n- [释放 AWS 上 Model Context Protocol (MCP) 的强大潜力](https:\u002F\u002Faws.amazon.com\u002Fblogs\u002Fmachine-learning\u002Funlocking-the-power-of-model-context-protocol-mcp-on-aws\u002F)\n- [AWS 价格清单迎来自然语言升级：推出 AWS 定价 MCP 服务器](https:\u002F\u002Faws.amazon.com\u002Fblogs\u002Faws-cloud-financial-management\u002Faws-price-list-gets-a-natural-language-upgrade-introducing-the-aws-pricing-mcp-server\u002F)\n- [AWS SheBuilds：AWS 团队从内部工具到开源 AI 基础设施的历程](https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=DZFgufNCvAo)\n- [使用 AWS MCP 服务器进行 Vibe 编码的指导](https:\u002F\u002Faws.amazon.com\u002Fsolutions\u002Fguidance\u002Fvibe-coding-with-aws-mcp-servers\u002F)\n- [使用 AWS MCP 服务器进行 Vibe 编码 | 实践工作坊](https:\u002F\u002Fgithub.com\u002Faws-solutions-library-samples\u002Fguidance-for-vibe-coding-with-aws-mcp-servers)\n\n## 安全性\n\n更多信息请参阅 [CONTRIBUTING](CONTRIBUTING.md#security-issue-notifications)。\n\n## 贡献\n\n向我们出色的贡献者致以诚挚的感谢！感谢你们让这个项目变得更好！\n\n[![contributors](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fawslabs_mcp_readme_992da5d32262.png)](https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fgraphs\u002Fcontributors)\n\n欢迎任何形式的贡献！更多详情请参阅我们的[贡献者指南](CONTRIBUTING.md)。\n\n## 开发者指南\n\n如果您希望向库中添加新的 MCP 服务器，请查阅我们的[开发指南](DEVELOPER_GUIDE.md)，并务必遵循我们的[设计指南](DESIGN_GUIDELINES.md)。\n\n## 许可证\n\n本项目采用 Apache-2.0 许可证授权。\n\n## 免责声明\n\n在使用 MCP 服务器之前，您应考虑进行独立评估，以确保您的使用符合您自身的安全和质量控制实践与标准，以及适用于您及您内容的相关法律、规则和法规。","# AWS MCP Servers 快速上手指南\n\nAWS MCP Servers 是一套开源的模型上下文协议（MCP）服务器，旨在让 AI 助手（如 Cursor、Kiro、VS Code 等）能够安全、实时地访问 AWS 文档、API 参考及最佳实践，从而提升云原生开发和基础设施管理的效率。\n\n## 环境准备\n\n在开始之前，请确保您的开发环境满足以下要求：\n\n*   **操作系统**：Linux、macOS 或 Windows (WSL2 推荐)。\n*   **Python 环境**：已安装 Python 3.8+ 及 `uv` 或 `pip` 包管理工具（用于运行 MCP 代理）。\n*   **AI 客户端**：已安装支持 MCP 协议的编辑器或工具，例如：\n    *   [Cursor](https:\u002F\u002Fcursor.com\u002F)\n    *   [VS Code](https:\u002F\u002Fcode.visualstudio.com\u002F) (需安装 MCP 相关插件或使用 Insiders 版本)\n    *   [Kiro](https:\u002F\u002Fkiro.dev\u002F)\n    *   [Cline](https:\u002F\u002Fcline.bot\u002F)\n    *   [Windsurf](https:\u002F\u002Fcodeium.com\u002Fwindsurf)\n*   **AWS 凭证**（可选但推荐）：若需执行实际 AWS 操作，请配置好 `AWS_ACCESS_KEY_ID` 和 `AWS_SECRET_ACCESS_KEY`，或通过 IAM Role 授权。\n\n> **注意**：目前该仓库中的服务器主要支持 `stdio` 传输机制。部分功能（如远程托管的 AWS MCP Server）需要网络连接。\n\n## 安装步骤\n\n您可以根据使用的 AI 客户端选择以下任一方式进行配置。核心原理是在客户端的配置文件中添加 MCP Server 的定义。\n\n### 方式一：使用官方托管的 AWS MCP Server（推荐）\n\n这是最安全、便捷的方式，由 AWS 托管，无需本地部署复杂依赖，直接通过代理连接。\n\n#### 1. Cursor 用户\n在 Cursor 设置中找到 MCP 配置，或直接点击以下按钮安装：\n[![Install in Cursor](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)\n\n或者手动编辑 `.cursor\u002Fmcp.json`：\n```json\n{\n  \"mcpServers\": {\n    \"aws-mcp\": {\n      \"command\": \"uvx\",\n      \"args\": [\"mcp-proxy-for-aws@latest\", \"https:\u002F\u002Faws-mcp.us-east-1.api.aws\u002Fmcp\"]\n    }\n  }\n}\n```\n\n#### 2. VS Code 用户\n编辑项目根目录或全局配置 `.vscode\u002Fmcp.json`：\n```json\n{\n  \"mcpServers\": {\n    \"aws-mcp\": {\n      \"command\": \"uvx\",\n      \"args\": [\"mcp-proxy-for-aws@latest\", \"https:\u002F\u002Faws-mcp.us-east-1.api.aws\u002Fmcp\"]\n    }\n  }\n}\n```\n\n#### 3. Kiro 用户\n编辑 `~\u002F.kiro\u002Fsettings\u002Fmcp.json`：\n```json\n{\n  \"mcpServers\": {\n    \"aws-mcp\": {\n      \"command\": \"uvx\",\n      \"args\": [\"mcp-proxy-for-aws@latest\", \"https:\u002F\u002Faws-mcp.us-east-1.api.aws\u002Fmcp\"]\n    }\n  }\n}\n```\n\n#### 4. Cline (配合 Amazon Bedrock) 用户\n编辑 `cline_mcp_settings.json`：\n```json\n{\n  \"mcpServers\": {\n    \"aws-mcp\": {\n      \"command\": \"uvx\",\n      \"args\": [\"mcp-proxy-for-aws@latest\", \"https:\u002F\u002Faws-mcp.us-east-1.api.aws\u002Fmcp\"]\n    }\n  }\n}\n```\n\n### 方式二：本地运行特定功能的 MCP Server\n\n如果您需要针对特定服务（如仅查询文档、操作 S3 等）的轻量级服务器，可以从源码运行。\n\n1.  克隆仓库：\n    ```bash\n    git clone https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp.git\n    cd mcp\n    ```\n\n2.  以 AWS 知识服务器为例（需确保本地有 Python 环境）：\n    ```bash\n    # 进入对应服务器目录\n    cd src\u002Faws-knowledge-mcp-server\n    \n    # 安装依赖 (示例使用 uv)\n    uv sync\n    \n    # 启动服务器 (测试用，具体启动命令视客户端配置而定)\n    uv run mcp-server-aws-knowledge\n    ```\n\n3.  在 AI 客户端配置中指向本地脚本路径（以 stdio 模式）：\n    ```json\n    {\n      \"mcpServers\": {\n        \"aws-knowledge\": {\n          \"command\": \"uv\",\n          \"args\": [\"run\", \"--directory\", \"path\u002Fto\u002Fsrc\u002Faws-knowledge-mcp-server\", \"mcp-server-aws-knowledge\"]\n        }\n      }\n    }\n    ```\n\n## 基本使用\n\n配置完成后，重启您的 AI 编辑器或聊天窗口，即可在对话中调用 AWS 能力。\n\n### 场景 1：查询最新 AWS 文档与最佳实践\n直接向 AI 助手提问涉及最新服务特性的问题，MCP 会自动检索实时文档。\n\n**示例提示词：**\n> \"我想在 AWS 上部署一个无服务器应用，请使用最新的 AWS CDK v2 语法为我生成一个包含 API Gateway 和 Lambda 的 Python 模板，并解释其中的安全最佳实践。\"\n\n*AI 将通过 MCP 获取最新的 CDK API 定义和安全指南，而非依赖过时的训练数据。*\n\n### 场景 2：执行基础设施操作（需权限）\n如果您配置了具有相应 IAM 权限的凭证，可以请求 AI 协助执行操作。\n\n**示例提示词：**\n> \"列出我当前区域下所有的 S3 存储桶，并检查是否有未开启版本控制的存储桶。\"\n\n*AI 将调用 MCP 提供的工具函数，安全地执行 `ListBuckets` 和 `GetBucketVersioning` API，并返回结构化结果。*\n\n### 场景 3：故障排查与日志分析\n结合上下文进行运维诊断。\n\n**示例提示词：**\n> \"我的 Lambda 函数出现了 Timeout 错误，请根据 AWS 最佳实践，告诉我可能的原因以及如何使用 CloudWatch Logs Insights 查询相关日志。\"\n\n---\n\n**安全提示**：\n*   **本地 vs 远程**：官方推荐的 `aws-mcp` 是远程托管服务，具备审计日志和严格的权限控制；本地自行构建的服务器则完全依赖于您本地的环境变量和凭证配置。\n*   **权限最小化**：建议为 MCP 操作创建专用的 IAM User 或 Role，仅授予完成任务所需的最小权限。","某初创公司的后端工程师正在紧急重构其电商平台的订单系统，需要快速将本地代码部署到 AWS 并集成实时日志监控。\n\n### 没有 mcp 时\n- **文档检索低效**：面对 AWS 繁杂的服务文档，工程师需频繁切换浏览器标签页搜索最新 API 用法，极易因版本过时而写出错误代码。\n- **上下文割裂严重**：在 IDE 编写基础设施即代码（IaC）脚本时，无法直接获取云端资源状态，必须手动运行 CLI 命令复制粘贴结果回编辑器。\n- **调试周期漫长**：排查 Lambda 函数报错时，需在控制台、CloudWatch 和本地日志间反复横跳，难以快速定位是权限配置还是代码逻辑问题。\n- **环境一致性差**：本地模拟环境与真实 AWS 环境存在差异，导致“本地运行正常，上云就报错”的常见问题频发。\n\n### 使用 mcp 后\n- **文档实时直达**：mcp 直接在编辑器内提供官方 AWS 文档的实时访问能力，工程师可随时调用最新参数说明，确保代码一次写对。\n- **工作流无缝闭环**：通过 mcp 的 Infrastructure & Deployment 服务，开发者能在 IDE 中直接查询、创建和更新 AWS 资源，无需离开编码界面。\n- **智能诊断加速**：借助 mcp 的 Operations & Monitoring 能力，AI 助手可自动拉取 CloudWatch 日志并结合代码上下文分析根因，秒级定位故障。\n- **环境高度同步**：mcp 让本地开发代理直接操作真实云资源，消除了环境差异带来的不确定性，大幅减少部署后的意外报错。\n\nmcp 通过将 AWS 原生能力深度嵌入开发工作流，把原本割裂的“查文档、写代码、查状态、修 Bug\"过程整合为流畅的自然语言交互体验。","https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fawslabs_mcp_b04199ad.png","awslabs","Amazon Web Services - Labs","https:\u002F\u002Foss.gittoolsai.com\u002Favatars\u002Fawslabs_9e60acf8.png","AWS Labs",null,"http:\u002F\u002Famazon.com\u002Faws\u002F","https:\u002F\u002Fgithub.com\u002Fawslabs",[83,87,91,95,99,103,106,110],{"name":84,"color":85,"percentage":86},"Python","#3572A5",97.9,{"name":88,"color":89,"percentage":90},"Shell","#89e051",0.9,{"name":92,"color":93,"percentage":94},"Dockerfile","#384d54",0.6,{"name":96,"color":97,"percentage":98},"Jinja","#a52a22",0.4,{"name":100,"color":101,"percentage":102},"HTML","#e34c26",0.1,{"name":104,"color":105,"percentage":102},"TypeScript","#3178c6",{"name":107,"color":108,"percentage":109},"CSS","#663399",0,{"name":111,"color":112,"percentage":109},"MDX","#fcb32c",8753,1440,"2026-04-13T05:29:38","Apache-2.0","Linux, macOS, Windows","未说明",{"notes":120,"python":121,"dependencies":122},"该工具是一组用于 AWS 的 MCP 服务器，主要通过 stdio 协议与客户端通信。自 2025 年 5 月 26 日起，最新版本已移除对 Server Sent Events (SSE) 的支持，未来将支持 Streamable HTTP。运行方式包括本地容器部署或通过 uvx 命令直接调用远程托管服务（如 aws-mcp）。配置需根据具体的客户端（如 Cursor, VS Code, Kiro, Cline 等）在对应的 JSON 配置文件中设置命令和参数。无需本地 GPU 资源，主要依赖网络连接访问 AWS API 和文档。","未说明 (需支持 uvx\u002FPython 环境以运行 MCP 服务器)",[123,124],"uvx","mcp-proxy-for-aws",[13],[127,67,128,129,130,131,132,133,134],"aws","mcp-client","mcp-clients","mcp-host","mcp-server","mcp-servers","mcp-tools","modelcontextprotocol","2026-03-27T02:49:30.150509","2026-04-13T18:55:49.503110",[138,143,147,152,157,162],{"id":139,"question_zh":140,"answer_zh":141,"source_url":142},31891,"AWS API MCP Server 启动时因嵌入模型下载超时而失败怎么办？","这是由于导入 `sentence_transformers` 库和下载模型耗时较长，超过了默认的 10 秒超时限制。解决方案是增加超时时间设置。可以通过设置环境变量 `MCP_TIMEOUT=600000`（即 10 分钟）来运行命令，例如：`MCP_TIMEOUT=600000 claude mcp list`。首次启动可能需要 1 分钟左右，具体取决于硬件和网络状况。","https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fissues\u002F1086",{"id":144,"question_zh":145,"answer_zh":146,"source_url":142},31892,"设置 FASTMCP_LOG_LEVEL 为 'debug' 时服务器崩溃报错怎么办？","这是因为底层的 loguru 库要求日志级别必须为大写字母。请将配置中的 `FASTMCP_LOG_LEVEL` 值从 `debug` 改为 `DEBUG`。错误的配置会导致 `ValueError: Level 'debug' does not exist` 错误。",{"id":148,"question_zh":149,"answer_zh":150,"source_url":151},31893,"在 VSCode Copilot 中使用 Terraform MCP Server 的 SearchUserProvidedModule 工具时报 TypeError 错误如何解决？","该问题通常与 VSCode Copilot 的特定设置有关，而非服务器本身的缺陷。建议尝试以下操作：1. 在 VSCode 用户设置中添加 `\"chat.mcp.enabled\": true`；2. 如果问题依旧，建议切换到其他 MCP 客户端（如 Cline）进行测试；3. 若确认为 Copilot 问题，请向 VSCode Copilot 官方仓库提交 issue。","https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fissues\u002F240",{"id":153,"question_zh":154,"answer_zh":155,"source_url":156},31894,"Redshift MCP Server 的 list_clusters 功能提示需要 region 参数但方法未定义该参数怎么办？","这通常是因为 boto3 客户端未能正确读取区域配置。请确保在 `~\u002F.aws\u002Fconfig` 文件中明确指定了默认区域。配置示例如下：\n[profile default]\nregion=us-east-1\n同时确保 `~\u002F.aws\u002Fcredentials` 文件中配置了对应的凭证。配置完成后重启 Q CLI 即可正常识别区域。","https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fissues\u002F928",{"id":158,"question_zh":159,"answer_zh":160,"source_url":161},31895,"EKS MCP Server 在 Windows 系统的 Cursor 编辑器中无法初始化怎么办？","在 Windows 上运行 EKS MCP Server 时，可能会遇到进程立即关闭的问题。这通常与命令参数或环境有关。请尝试在启动命令中显式添加 `--allow-write` 参数，例如：`uvx awslabs.eks-mcp-server@latest --allow-write`。如果问题仍然存在，请检查 Cursor 的日志以确认是否有权限或被安全软件拦截的情况。","https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fissues\u002F482",{"id":163,"question_zh":164,"answer_zh":165,"source_url":166},31896,"项目中不同文件的许可证头不一致或缺失是正常的吗？","这通常是由于模板（cookie cutters）未统一更新导致的。维护者计划修复生成模板并在开发者指南（DEVELOPERS_GUIDE.md）中补充相关文档。对于贡献者，建议参考 SPDX 标准处理许可证信息，并确保新文件包含正确的 Apache 2.0 许可证头。","https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fissues\u002F502",[168,173,178,183,188,193,198,203,208,213,218,223,228,233,238,243,248,253,258,263],{"id":169,"version":170,"summary_zh":171,"released_at":172},239139,"2026.04.20260410061424","# 2026.04.20260410061424\n## 变更内容\n* 功能（cloudwatch-logs）：由 @shri-tambe 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2738 中添加字段索引推荐工具\n* 修复（iam-mcp-server）：由 @oshardik 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2861 中修复权限提升漏洞\n* 杂项（aws-api-mcp-server）：由 @awslabs-mcp 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2953 中将 AWS CLI 升级至 v1.44.77\n* 杂项：发布\u002F2026.04.20260410061424，由 @awslabs-mcp 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2954 中完成\n\n\n**完整变更日志**：https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fcompare\u002F2026.04.20260409112122...2026.04.20260410061424","2026-04-10T08:45:32",{"id":174,"version":175,"summary_zh":176,"released_at":177},239140,"2026.04.20260409112122","# 2026.04.20260409112122\n## 变更内容\n* chore: 锁定 dynamodb-mcp-server 的依赖版本，由 @ysunio 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2882 中完成\n* chore(aws-api-mcp-server): 将 AWS CLI 升级至 v1.44.76，由 @awslabs-mcp 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2934 中完成\n* fix(aws-api-mcp-server): 仅在启用遥测时设置 mcp 客户端信息的 User Agent，由 @arnewouters 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2936 中完成\n* chore: 发布\u002F2026.04.20260409112122，由 @awslabs-mcp 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2937 中完成\n\n\n**完整变更日志**: https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fcompare\u002F2026.04.20260408085348...2026.04.20260409112122","2026-04-09T11:50:16",{"id":179,"version":180,"summary_zh":181,"released_at":182},239141,"2026.04.20260408085348","# 2026.04.20260408085348\n## 变更内容\n* docs: 从 Knowledge MCP Server 的 README 中移除 Builder Center 相关引用，由 @animebar 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2850 中完成\n* chore: 清理 CODEOWNERS 中的所有权转移，由 @MichaelWalker-git 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2837 中完成\n* feat(aws-msk-mcp-server): 弃用 MSK MCP 服务器，由 @MichaelWalker-git 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2830 中完成\n* fix(postgres-mcp-server): 因新 UFC 功能而提高 Python 包版本，由 @kennthhz 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2853 中完成\n* chore(aws-api-mcp-server): 将 AWS CLI 升级至 v1.44.72，由 @awslabs-mcp 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2857 中完成\n* chore(aws-api-mcp-server): 将 AWS CLI 升级至 v1.44.74，由 @awslabs-mcp 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2880 中完成\n* docs: 将 @aws\u002Faws-lambda-tooling 添加到 aws-serverless-mcp-server 的 CODEOWNERS 中，由 @bnusunny 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2863 中完成\n* fix: 在只读模式下阻止 $out 和 $merge 阶段，由 @mehulj94 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2862 中完成\n* fix(aws-serverless-mcp-server): 对启动脚本生成器参数进行输入校验，由 @Vandita2020 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2854 中完成\n* chore(aws-api-mcp-server): 将 AWS CLI 升级至 v1.44.75，由 @awslabs-mcp 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2886 中完成\n* chore: 发布\u002F2026.04.20260408085348，由 @awslabs-mcp 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2896 中完成\n\n## 新贡献者\n* @bnusunny 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2863 中完成了首次贡献\n* @mehulj94 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2862 中完成了首次贡献\n* @Vandita2020 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2854 中完成了首次贡献\n\n**完整变更日志**: https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fcompare\u002F2026.04.20260402081408...2026.04.20260408085348","2026-04-08T09:51:37",{"id":184,"version":185,"summary_zh":186,"released_at":187},239142,"2026.04.20260402081408","# 2026.04.20260402081408\n## 变更内容\n* 杂项：为已弃用的服务端添加 DO_NOT_RELEASE 标记，由 @MichaelWalker-git 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2742 中完成。\n* 功能：为 code-doc-gen-mcp-server 添加弃用提示和 DO_NOT_RELEASE 标记，由 @MichaelWalker-git 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2810 中完成。\n* 功能：支持 Aurora Postgres 集群的超快速创建功能（即表达式集群），由 @kennthhz 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2801 中实现。\n* 功能：为 aws-healthomics-mcp-server 添加配置 API 工具，由 @markjschreiber 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2824 中完成。\n* 杂项：将 AWS CLI 升级至 v1.44.70，由 @awslabs-mcp 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2834 中完成。\n* 功能：为 observability-admin 添加可观测性管理工具，支持遥测规则和配置，由 @shawzhan-aws 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2741 中实现。\n* 功能：为 Neptune 添加 endpoint_url 支持，以用于本地或自定义终端节点的 NeptuneAnalytics，由 @thompsonbry 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2627 中完成。\n* 功能：为 EKS 添加 kubeconfig\u002FOIDC 身份验证支持，由 @karancode 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2550 中实现。\n* 杂项：从问题模板中移除已弃用的服务端，由 @MichaelWalker-git 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2832 中完成。\n* 杂项：将 AWS CLI 升级至 v1.44.71，由 @awslabs-mcp 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2845 中完成。\n* 杂项：发布\u002F2026.04.20260402081408，由 @awslabs-mcp 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2848 中完成。\n\n## 新贡献者\n* @shawzhan-aws 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2741 中完成了首次贡献。\n* @thompsonbry 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2627 中完成了首次贡献。\n* @karancode 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2550 中完成了首次贡献。\n\n**完整变更日志**：https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fcompare\u002F2026.03.20260331185831...2026.04.20260402081408","2026-04-02T08:40:35",{"id":189,"version":190,"summary_zh":191,"released_at":192},239143,"2026.03.20260331185831","# 2026.03.20260331185831\n## 变更内容\n* chore: 更新已弃用服务器的 CODEOWNERS 文件，由 @MichaelWalker-git 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2734 中完成\n* chore(aws-api-mcp-server): 将 AWS CLI 升级至 v1.44.68，由 @awslabs-mcp 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2814 中完成\n* fix(redshift-mcp-server): 处理 discover_clusters 中缺失的 DBName 字段，由 @abhu85 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2685 中完成\n* chore(aws-api-mcp-server): 将 AWS CLI 升级至 v1.44.69，由 @awslabs-mcp 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2826 中完成\n* chore: 发布\u002F2026.03.20260331185831，由 @awslabs-mcp 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2829 中完成\n\n## 新贡献者\n* @abhu85 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2685 中完成了首次贡献\n\n**完整变更日志**: https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fcompare\u002F2026.03.20260327170559...2026.03.20260331185831","2026-03-31T19:16:02",{"id":194,"version":195,"summary_zh":196,"released_at":197},239144,"2026.03.20260327170559","# 2026.03.20260327170559\n## 变更内容\n* 繁琐任务(aws-api-mcp-server): 将 AWS CLI 升级至 v1.44.66，由 @awslabs-mcp 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2796 中完成\n* 修复: 将 authlib 升级至 v1.6.9，以解决 JWS JWK 头部注入问题，由 @nizar-lahlali 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2786 中完成\n* 修复: 将 pillow 升级至 12.1.1，以修复越界写入漏洞，由 @mayakost 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2789 中完成\n* 修复(aws-api-mcp-server): 添加错误 sanitization 功能，由 @arnewouters 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2797 中完成\n* 繁琐任务(aws-api-mcp-server): 将 AWS CLI 升级至 v1.44.67，由 @awslabs-mcp 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2803 中完成\n* 繁琐任务: 从 dynamodb-mcp 中移除 evals，由 @ysunio 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2807 中完成\n* 繁琐任务: 发布\u002F2026.03.20260327170559，由 @awslabs-mcp 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2809 中完成\n\n\n**完整变更日志**: https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fcompare\u002F2026.03.20260325200733...2026.03.20260327170559","2026-03-27T18:25:04",{"id":199,"version":200,"summary_zh":201,"released_at":202},239145,"2026.03.20260325200733","# 2026.03.20260325200733\n## 变更内容\n* chore(aws-api-mcp-server): 将 AWS CLI 升级至 v1.44.65，由 @awslabs-mcp 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2756 中完成\n* feat(dynamodb-mcp-server): 为 source_db_analyzer 工具添加 Oracle 数据库支持，由 @koffey-amazon 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2739 中完成\n* fix: 将 eval 的依赖移至开发依赖，由 @ysunio 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2758 中完成\n* chore(deps): 更新 uv：将 pyasn1 从 0.6.2 升级至 0.6.3，在 \u002Fsrc\u002Feks-mcp-server 中进行，由 @dependabot[bot] 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2707 中完成\n* feat(aws-healthomics-server): 添加 RunBatch 支持，由 @alxawan 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2754 中完成\n* fix(eks-mcp-server): 防止通过 app_name 在 generate_app_manifest 中发生路径遍历，由 @srhsrhsrhsrh 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2757 中完成\n* chore: 发布\u002F2026.03.20260325200733，由 @awslabs-mcp 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2791 中完成\n\n\n**完整变更日志**: https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fcompare\u002F2026.03.20260324183211...2026.03.20260325200733\n","2026-03-25T20:40:38",{"id":204,"version":205,"summary_zh":206,"released_at":207},239146,"2026.03.20260324183211","# 2026.03.20260324183211\n## 变更内容\n* chore(cloudwatch-appsignals): 已被 cloudwatch-applicationsignals 取代，由 @scottschreckengaust 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2173 中完成\n* docs: 在根目录 README 中为 cloudwatch-appsignals-mcp-server 添加已弃用标签，由 @MichaelWalker-git 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2713 中完成\n* chore: 为 Tier 1 已弃用的服务端添加 DO_NOT_RELEASE 标记，由 @MichaelWalker-git 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2642 中完成\n* docs: 为 syntheticdata 和 frontend 服务端添加已弃用标签，由 @MichaelWalker-git 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2714 中完成\n* feat(git-repo-research-mcp-server): 添加弃用通知，由 @MichaelWalker-git 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2719 中完成\n* docs: 在根目录 README 中为 nova-canvas 和 bedrock-data-automation 添加已弃用标签，由 @MichaelWalker-git 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2725 中完成\n* docs: 为 nova-canvas 和 bedrock-data-automation 添加迁移指南及 README 横幅，由 @MichaelWalker-git 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2724 中完成\n* feat(aws-bedrock-data-automation-mcp-server): 添加弃用通知，由 @MichaelWalker-git 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2723 中完成\n* feat(nova-canvas-mcp-server): 添加弃用通知，由 @MichaelWalker-git 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2722 中完成\n* docs: 在根目录 README 中为 git-repo-research-mcp-server 添加已弃用标签，由 @MichaelWalker-git 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2721 中完成\n* docs: 为 cloudwatch-appsignals 到 applicationsignals 的迁移添加指南，由 @MichaelWalker-git 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2718 中完成\n* docs(git-repo-research-mcp-server): 添加迁移指南和 README 弃用横幅，由 @MichaelWalker-git 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2720 中完成\n* feat(core-mcp-server): 弃用 core-mcp-server，由 @MichaelWalker-git 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2732 中完成\n* fix: 更新代码所有者，由 @scottschreckengaust 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2735 中完成\n* chore(aws-api-mcp-server): 将 AWS CLI 升级至 v1.44.63，由 @awslabs-mcp 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2744 中完成\n* fix(pricing): 对 PricingFilter 字段强制设置 min_length=1，并更新 README 中的 AWS_PROFILE 默认值，由 @nspring00 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2748 中完成\n* feat(agentcore): 将 9 种代码解释器工具集成到 AgentCore MCP 服务器中，由 @Bhavik-T 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2699 中完成\n* chore(aws-api-mcp-server): 将 AWS CLI 升级至 v1.44.64，由 @awslabs-mcp 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2751 中完成\n* chore: 发布\u002F2026.03.20260324183211，由 @awslabs-mcp 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2753 中完成\n\n## 新贡献者\n* @Bhavik-T 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2699 中完成了首次贡献\n\n**完整变更日志**: https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fcompare\u002F2026.03.20260317204736...2026.03.20260324183211","2026-03-24T22:04:14",{"id":209,"version":210,"summary_zh":211,"released_at":212},239147,"2026.03.20260317204736","# 2026.03.20260317204736\n## 变更内容\n* chore(aws-dataprocessing-mcp-server): 修复为使用会话或默认 a…，由 @naikvaib 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2684 中提交\n* feat(aws-healthomics-mcp-server): 为所有工具添加可选的 aws_profile 和 aws_region 参数，由 @ahvigil 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2672 中提交\n* docs: 更新 Knowledge MCP 的 README.md，以配合代理 SOP 发布，由 @GuXiangTS 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2703 中提交\n* docs: 在根目录的 README 中为 Tier 1 服务器添加已弃用标签，由 @MichaelWalker-git 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2641 中提交\n* chore: 发布\u002F2026.03.20260317204736，由 @awslabs-mcp 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2709 中提交\n\n## 新贡献者\n* @ahvigil 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2672 中完成了首次贡献\n* @GuXiangTS 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2703 中完成了首次贡献\n\n**完整变更日志**: https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fcompare\u002F2026.03.20260313194041...2026.03.20260317204736","2026-03-17T22:11:44",{"id":214,"version":215,"summary_zh":216,"released_at":217},239148,"2026.03.20260313194041","# 2026.03.20260313194041\n## 变更内容\n* chore：@MichaelWalker-git 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2618 中为已弃用的服务端添加 DO_NOT_RELEASE 标记\n* chore(aws-api-mcp-server)：@awslabs-mcp 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2624 中将 AWS CLI 升级至 v1.44.54\n* docs：@shiyangy-xray 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2549 中将 GenAI 令牌监控加入审计文档\n* feat(aws-healthomics)：@markjschreiber 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2587 中为需要处理大文件的工具添加路径支持\n* fix(dynamodb-mcp-server)：@koffey-amazon 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2626 中在建模和 JSON 生成提示中强制要求多属性主键仅用于全局二级索引\n* fix：healthomics mcp 创建工作流注册表映射模型应位于 s… 中，由 @nbulsara 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2628 中完成\n* chore(aws-api-mcp-server)：@awslabs-mcp 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2632 中将 AWS CLI 升级至 v1.44.55\n* feat(document-loader-mcp-server)：@awsmadi 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2586 中添加可配置的 MAX_FILE_SIZE_MB，并通过 soffice 提取幻灯片图像\n* fix(dynamodb-mcp-server)：@ysunio 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2633 中在 generate-resource 工具中使用 cdk@latest\n* fix(ccapi)：@PeterNigh 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2646 中移除 create_template 中的 save_to_file 函数\n* feat(agentcore)：@kevin-orellana 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2631 中将 25 种浏览器工具集成到统一的 MCP 服务器中\n* feat(cfn-mcp-server)：@MichaelWalker-git 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2637 中添加弃用通知\n* feat(bedrock-kb-retrieval-mcp-server)：@MichaelWalker-git 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2636 中添加弃用通知\n* feat(cost-explorer-mcp-server)：@MichaelWalker-git 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2635 中添加弃用通知\n* feat(cloudwatch)：@mNemlaghi 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2547 中添加 AgentCore 会话调查技能\n* feat(aws-documentation-server)：@alexisareyn 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2553 中为 search_documentation 结果添加 read_sections 工具和章节标题\n* docs：@MichaelWalker-git 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2640 中为 Tier 1 服务端添加迁移指南和 README 弃用横幅\n* feat(syntheticdata-mcp-server)：@MichaelWalker-git 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2647 中添加弃用通知\n* feat(frontend-mcp-server)：@MichaelWalker-git 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2648 中添加弃用通知\n* fix(bedrock-kb-retrieval-mcp-server)：@MichaelWalker-git 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2671 中撤销或移除弃用通知\n* chore：@awslabs-mcp 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2675 中发布\u002F2026.03.20260313194041\n\n## 新贡献者\n* @nbulsara 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2628 中完成了首次贡献\n* @awsmadi 在 https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2586 中完成了首次贡献\n* @PeterNi","2026-03-13T20:49:21",{"id":219,"version":220,"summary_zh":221,"released_at":222},239149,"2026.03.20260309214930","# 2026.03.20260309214930\n## What's Changed\n* feat(terraform-mcp-server): add deprecation notices by @MichaelWalker-git in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2597\n* docs(terraform-mcp-server): add deprecation notice to README by @MichaelWalker-git in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2598\n* docs(terraform-mcp-server): add migration guide to HashiCorp official by @MichaelWalker-git in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2599\n* docs: mark Terraform and Diagram servers as deprecated in root README by @MichaelWalker-git in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2614\n* fix(terraform-mcp-server): remove unused loguru import by @MichaelWalker-git in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2619\n* docs(aws-diagram-mcp-server): add migration guide for diagram skill by @MichaelWalker-git in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2613\n* feat(aws-diagram-mcp-server): add deprecation notices by @MichaelWalker-git in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2611\n* feat(aws-diagram-mcp-server): add deprecation banner to README by @MichaelWalker-git in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2612\n* fix: Update PR label retrieval in merge-prevention workflow by @scottschreckengaust in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2621\n* fix(postgres): separate the tablename from sql builder by @kennthhz in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2602\n* chore: release\u002F2026.03.20260309214930 by @awslabs-mcp in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2622\n\n\n**Full Changelog**: https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fcompare\u002F2026.03.20260309170740...2026.03.20260309214930\n","2026-03-09T22:24:41",{"id":224,"version":225,"summary_zh":226,"released_at":227},239150,"2026.03.20260309170740","# 2026.03.20260309170740\n## What's Changed\n* fix(terraform-mcp-server): harden working_directory and terragrunt_config path validation by @theagenticguy in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2595\n* chore(dynamodb-mcp-server): update AWS API MCP dependency by @arnewouters in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2608\n* chore(aws-api-mcp-server): upgrade AWS CLI to v1.44.53 by @awslabs-mcp in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2605\n* chore(mcp): update implementation for git-repo and bda mcp servers by @krokoko in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2610\n* docs: fix Kendra documentation menu to match source directory (#521) by @Sagargupta16 in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2607\n* chore: release\u002F2026.03.20260309170740 by @awslabs-mcp in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2617\n\n## New Contributors\n* @Sagargupta16 made their first contribution in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2607\n\n**Full Changelog**: https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fcompare\u002F2026.03.20260306090751...2026.03.20260309170740\n","2026-03-09T17:56:07",{"id":229,"version":230,"summary_zh":231,"released_at":232},239151,"2026.03.20260306090751","# 2026.03.20260306090751\n## What's Changed\n* feat: streamline boto3 user agents by @arnewouters in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2552\n* chore(deps): update uv: bump authlib from 1.6.6 to 1.6.7 in \u002Fsrc\u002Faws-api-mcp-server by @dependabot[bot] in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2579\n* feat(aws-healthomics-mcp-server): add sequence and reference store tools by @markjschreiber in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2531\n* chore(aws-api-mcp-server): upgrade AWS CLI to v1.44.52 by @awslabs-mcp in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2590\n* chore: release\u002F2026.03.20260306090751 by @awslabs-mcp in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2591\n\n\n**Full Changelog**: https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fcompare\u002F2026.03.20260305133104...2026.03.20260306090751\n","2026-03-06T10:41:34",{"id":234,"version":235,"summary_zh":236,"released_at":237},239152,"2026.03.20260305133104","# 2026.03.20260305133104\n## What's Changed\n* fix: update Amazon Linux base image to resolve CVE-2025-68121 (libcap) by @nizar-lahlali in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2567\n* chore(aws-api-mcp-server): upgrade AWS CLI to v1.44.51 by @awslabs-mcp in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2584\n* fix(aws-diagram-mcp-server): harden exec sandbox with process isolation and expanded scanner coverage by @theagenticguy in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2563\n* chore: release\u002F2026.03.20260305133104 by @awslabs-mcp in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2585\n\n\n**Full Changelog**: https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fcompare\u002F2026.03.20260304183356...2026.03.20260305133104\n","2026-03-05T20:37:13",{"id":239,"version":240,"summary_zh":241,"released_at":242},239153,"2026.03.20260304183356","# 2026.03.20260304183356\n## What's Changed\n* fix: healthimaging mcp server docusaurus file  by @manish364 in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2450\n* feat(dsql): Add AI agent telemetry, fix query guidance by @anwesham-lab in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2502\n* chore(aws-api-mcp-server): upgrade AWS CLI to v1.44.46 by @awslabs-mcp in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2511\n* feat(dsql): Add access control steering and skill aliases by @anwesham-lab in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2437\n* fix(dsql): add skill symlinks to license header config by @anwesham-lab in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2514\n* chore(aws-api-mcp-server): upgrade AWS CLI to v1.44.47 by @awslabs-mcp in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2519\n* chore(dynamodb-mcp-server): update README.md by @LeeroyHannigan in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2512\n* feat(aws-healthomics-mcp-server): add run group management tools by @markjschreiber in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2506\n* chore: Add code owner for aws-healthomics-mcp-server by @markjschreiber in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2524\n* feat(aws-healthomics-mcp-server): add run cache management tools by @markjschreiber in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2523\n* fix(aws-diagram-mcp-server): harden exec namespace and urlretrieve by @theagenticguy in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2522\n* feat(aws-api-mcp-server): Implements batch calling for call_aws tool. by @bariskurt in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2357\n* feat(dynamodb-mcp-server): add complete multi-attribute keys support for all tools in dynamodb_mcp_server by @koffey-amazon in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2520\n* chore(aws-api-mcp-server): upgrade AWS CLI to v1.44.48 by @awslabs-mcp in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2527\n* feat(dynamodb-mcp-server): add filter expression support for reposito… by @amzn-erdemkemer in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2528\n* chore(aws-msk-mcp-server): Add new code owners for aws-msk-mcp-server by @isaurab007 in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2497\n* feat: Add Topics Management API Module by @isaurab007 in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2471\n* chore(aws-api-mcp-server): upgrade AWS CLI to v1.44.49 by @awslabs-mcp in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2532\n* fix(aws-api-mcp-server): remove duplicate assignments in tests by @arnewouters in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2535\n* fix(aws-api-mcp-server): deprecation warnings when running pytest by @arnewouters in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2534\n* fix: expand http config validation by @phani-srikar in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2544\n* fix(docs): replace dots with dashes in core and dynamodb MCP server names (#413) by @nizar-lahlali in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2468\n* feat: add billing conductor tools to billing and cost Management MCP by @johnwangwyx in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2516\n* fix(dsql): Update broken github links to pass that PR-lint by @praba2210 in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2470\n* chore(deps): update github-actions: bump the github-actions-version-updates group across 1 directory with 8 updates by @dependabot[bot] in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2518\n* fix: update trivy-action to v0.34.2 by @isadeks in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2556\n* feat: enforce MCP tool naming conventions and 64-char limit (#616) by @isadeks in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2467\n* chore(aws-api-mcp-server): upgrade AWS CLI to v1.44.50 by @awslabs-mcp in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2558\n* fix(mcp-lambda-handler): resolve Optional[T] to correct JSON Schema type instead of defaulting to string by @ayushtr-aws in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2561\n* chore: release\u002F2026.03.20260304183356 by @awslabs-mcp in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2565\n\n## New Contributors\n* @bariskurt made their first contribution in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2357\n* @isaurab007 made their first contribution in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2497\n* @nizar-lahlali made their first contribution in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2468\n* @johnwangwyx made their first contribution in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2516\n* @isadeks made their first contribution in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2556\n* @ayushtr-aws made their first contribution in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2561\n\n**Full Changelog**: https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fcompare\u002F2026.02.20260224185711...2026.03.20260304183356\n","2026-03-04T19:45:52",{"id":244,"version":245,"summary_zh":246,"released_at":247},239154,"2026.02.20260224185711","# 2026.02.20260224185711\r\n## What's Changed\r\n* fix(dynamodb): change env values to strings and add connection-based  by @ClintEastman02 in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2465\r\n* chore(aws-api-mcp-server): upgrade AWS CLI to v1.44.45 by @awslabs-mcp in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2499\r\n* chore: remove validate_content from sanitizer and update tests by @kumvprat in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2494\r\n* chore: release\u002F2026.02.20260224162646 by @awslabs-mcp in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2501\r\n* fix(ecs-mcp-server): upgrade to fastmcp 3.0.0 by @matthewgoodman13 in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2488\r\n* chore: release\u002F2026.02.20260224185711 by @awslabs-mcp in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2503\r\n\r\n## New Contributors\r\n* @ClintEastman02 made their first contribution in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2465\r\n\r\n**Full Changelog**: https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fcompare\u002F2026.02.20260224162646...2026.02.20260224185711\r\n","2026-02-24T20:14:01",{"id":249,"version":250,"summary_zh":251,"released_at":252},239155,"2026.02.20260223082610","# 2026.02.20260223082610\n## What's Changed\n* chore(docs): add AGENTS.md for dynamodb-mcp-server by @ysunio in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2072\n* feat(dynamodb-mcp-server): Add cost calculator by @valeriodelbello-amazon in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2401\n* feat(dsql): Update Aurora DSQL display name and description by @ammaruva in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2472\n* chore(aws-api-mcp-server): upgrade AWS CLI to v1.44.43 by @awslabs-mcp in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2475\n* feat(cloudwatch-applicationsignals): Add group-level monitoring tools by @yaooo97 in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2414\n* chore(codeowners): Add praba2210 as code owner for aurora-dsql-mcp-server by @praba2210 in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2485\n* chore(aws-dataprocessing-mcp-server): Fix DateTime Issue in MCP tools by @naikvaib in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2486\n* fix(dsql): Fix skill integrity risks by @anwesham-lab in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2487\n* chore(aws-api-mcp-server): upgrade AWS CLI to v1.44.44 by @awslabs-mcp in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2489\n* chore(aws-api-mcp-server): upgrade fastmcp to 3.0.1 by @arnewouters in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2490\n* chore: release\u002F2026.02.20260223082610 by @awslabs-mcp in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2493\n\n## New Contributors\n* @ammaruva made their first contribution in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2472\n* @yaooo97 made their first contribution in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2414\n* @praba2210 made their first contribution in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2485\n\n**Full Changelog**: https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fcompare\u002F2026.02.20260219104155...2026.02.20260223082610\n","2026-02-23T09:01:01",{"id":254,"version":255,"summary_zh":256,"released_at":257},239156,"2026.02.20260219104155","# 2026.02.20260219104155\n## What's Changed\n* fix(aurora_dsql_mcp): Code injection via gemini skill install instruction by @dineshSajwan in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2418\n* chore(dynamodb-mcp-server): Add new code owners for dynamodb-mcp-server by @amzn-erdemkemer in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2447\n* feat(aws-healthomics-server): adds the ability to set the AGENT environment variable by @markjschreiber in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2441\n* fix(aws-healthomics-server): corrects issue with ad-hoc search buckets by @markjschreiber in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2419\n* feat(dsql): Add MySQL to DSQL migration support skill\u002Fpower by @anwesham-lab in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2439\n* chore(aws-api-mcp-server): upgrade AWS CLI to v1.44.41 by @awslabs-mcp in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2451\n* fix(aws-diagram-mcp-server): use cross-platform timeout instead of SIGALRM by @MichaelWalker-git in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2429\n* docs: fix poorly rendered code in README.md by @mayakost in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2454\n* feat(dynamodb-mcp-server): add cross-table transaction support in data access layer code generation by @amzn-erdemkemer in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2434\n* chore(aws-api-mcp-server): upgrade AWS CLI to v1.44.42 by @awslabs-mcp in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2464\n* chore(aws-api-mcp-server): expose AWS_MAX_ATTEMPTS by @arnewouters in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2457\n* chore: release\u002F2026.02.20260219104155 by @awslabs-mcp in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2466\n\n## New Contributors\n* @dineshSajwan made their first contribution in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2418\n\n**Full Changelog**: https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fcompare\u002F2026.02.20260217093030...2026.02.20260219104155\n","2026-02-19T11:14:41",{"id":259,"version":260,"summary_zh":261,"released_at":262},239157,"2026.02.20260217093030","# 2026.02.20260217093030\n## What's Changed\n* chore(aws-api-mcp-server): upgrade AWS CLI to v1.44.39 by @awslabs-mcp in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2432\n* fix(aws-diagram-mcp-server): AST-based dangerous function detection by @MichaelWalker-git in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2428\n* fix(aws-diagram-mcp-server): use str for diagram_type param for Gemini compatibility by @MichaelWalker-git in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2430\n* chore(aws-api-mcp-server): upgrade AWS CLI to v1.44.40 by @awslabs-mcp in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2444\n* fix(aws-api-mcp-server): remove max range check by @arnewouters in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2445\n* chore: release\u002F2026.02.20260217093030 by @awslabs-mcp in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2446\n\n\n**Full Changelog**: https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fcompare\u002F2026.02.20260213185627...2026.02.20260217093030\n","2026-02-17T09:54:00",{"id":264,"version":265,"summary_zh":266,"released_at":267},239158,"2026.02.20260213185627","# 2026.02.20260213185627\n## What's Changed\n* chore(aws-api-mcp-server): upgrade AWS CLI to v1.44.38 by @awslabs-mcp in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2424\n* docs(aurora-dsql-mcp-server): update sequence and identity column support by @amaksimo in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2420\n* fix(healthimaging): publish release version reset. by @scottschreckengaust in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2427\n* chore: release\u002F2026.02.20260213185627 by @awslabs-mcp in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2431\n\n## New Contributors\n* @amaksimo made their first contribution in https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fpull\u002F2420\n\n**Full Changelog**: https:\u002F\u002Fgithub.com\u002Fawslabs\u002Fmcp\u002Fcompare\u002F2026.02.20260213033417...2026.02.20260213185627\n","2026-02-13T19:28:04"]