{"engine": "perplexity", "model": "sonar", "index": 0, "phrasing": "What is the best MCP server for connecting AI assistants to AWS infrastructure?", "citations": ["https://mcpfind.org/blog/best-mcp-servers-cloud-infrastructure", "https://chatforest.com/guides/best-devops-mcp-servers/", "https://www.linkedin.com/pulse/top-5-mcp-servers-supercharge-your-cloud-infrastructure-nonmc", "https://chatforest.com/reviews/aws-mcp-servers/", "https://www.claudedirectory.org/mcp-servers/topic/aws", "https://www.sketricgen.ai/blog/best-mcp-servers-guide-2026", "https://github.com/ever-works/awesome-mcp-servers", "https://awslabs.github.io/mcp/", "https://github.com/awslabs/mcp", "https://www.infoworld.com/article/4129024/five-mcp-servers-to-rule-the-cloud.html", "https://www.reddit.com/r/mcp/comments/1plkqcq/which_aws_mcp_can_help_me_reviewexplain_my/", "https://aws.amazon.com/blogs/aws/the-aws-mcp-server-is-now-generally-available/", "https://awslabs.github.io/mcp/servers", "https://www.satitechnology.com/blog/aws-mcp-servers-claude-code-45-ai-tools/", "https://www.stainless.com/mcp/10-best-mcp-servers-for-developers/", "https://aws.amazon.com/blogs/devops/introducing-the-aws-infrastructure-as-code-mcp-server-ai-powered-cdk-and-cloudformation-assistance/", "https://aws.amazon.com/blogs/containers/deploying-model-context-protocol-mcp-servers-on-amazon-ecs/", "https://github.com/awslabs/mcp/", "https://www.reddit.com/r/mcp/comments/1lun9ae/which_aws_service_to_use_to_deploy_mcps_for/", "https://builder.aws.com/content/39eKndHS44s7ohQiYUyGQYb6XCy/aws-mcp-servers-part-2-from-infrastructure-as-code-to-infrastructure-as-conversation"], "search_results": [{"date": "2026-04-07", "last_updated": "2026-04-15", "place_metadata": null, "snippet": "AWS does not maintain a general-purpose first-party MCP server as of April 2026.\nCommunity-built options take two approaches: broad-scope servers wrapping the full AWS SDK, and narrow-scope servers targeting specific services (CloudWatch, S3, EC2, Bedrock).\n...\nFor AWS teams, start with a narrow ser...", "source": "web", "title": "Best MCP Servers for Cloud: AWS, GCP, and Cloudflare ...", "url": "https://mcpfind.org/blog/best-mcp-servers-cloud-infrastructure"}, {"date": "2026-03-14", "last_updated": "2026-08-02", "place_metadata": null, "snippet": "|Server|Domain|Maintainer|Transport|Auth Model|Tools|Free Tier|Best For|\n...\n**Best for:** Teams building on AWS who want AI agents with deep access to AWS services, documentation, and infrastructure management.\nStart with the Knowledge server, add specific servers as needs arise.", "source": "web", "title": "Best DevOps & Infrastructure MCP Servers in 2026 - ChatForest", "url": "https://chatforest.com/guides/best-devops-mcp-servers/"}, {"date": "2026-03-17", "last_updated": "2026-07-13", "place_metadata": null, "snippet": "There's no single best MCP server — there's the best one for your stack, your team, and your security requirements.\nIf you're an enterprise on AWS, start with Amazon Bedrock AgentCore.\nIf you're a dev team automating code workflows, GitHub MCP is non-negotiable.\nIf your AI agents need memory and kno...", "source": "web", "title": "Top 5 MCP Servers to Supercharge Your Cloud ...", "url": "https://www.linkedin.com/pulse/top-5-mcp-servers-supercharge-your-cloud-infrastructure-nonmc"}, {"date": "2026-03-14", "last_updated": "2026-07-24", "place_metadata": null, "snippet": "For AWS-heavy teams, this remains essential infrastructure — the Knowledge server and the managed AWS MCP Server (now GA) are worth using today.", "source": "web", "title": "What Doesn't Work Well", "url": "https://chatforest.com/reviews/aws-mcp-servers/"}, {"date": null, "last_updated": "2026-08-12", "place_metadata": null, "snippet": "A lightweight but powerful server that enables AI assistants to execute AWS CLI commands, use Unix pipes, and apply prompt templates for common AWS tasks in a safe Docker environment with multi-architecture support", "source": "web", "title": "Best Claude Code MCP Servers for Aws (June 2026)", "url": "https://www.claudedirectory.org/mcp-servers/topic/aws"}, {"date": "2026-06-24", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "|Server|Category|Best For|Setup Difficulty|Official?|\n...\n|AWS MCP Suite|Cloud infra|Bedrock, S3, Lambda, CDK, cost analysis|Medium|✅ AWS Labs|\n...\n> **Decision rule:** If your stack lives in AWS, start with the Bedrock MCP (for model access) and the Documentation MCP (so agents can self-reference A...", "source": "web", "title": "Aws Mcp Servers: The Growing...", "url": "https://www.sketricgen.ai/blog/best-mcp-servers-guide-2026"}, {"date": "2025-05-14", "last_updated": "2025-07-14", "place_metadata": null, "snippet": "- Aws MCP - A Model Context Protocol (MCP) server that enables direct interaction with AWS services using the AWS SDK v2, allowing resource management and querying in cloud environments.\n...\n- aws-mcp-server - A lightweight MCP server that allows AI assistants to execute AWS CLI commands, use Unix p...", "source": "web", "title": "GitHub - ever-works/awesome-mcp-servers: A curated list of the best MCP Servers, featuring top solutions, libraries, tools, and more. - https://mcpserver.works", "url": "https://github.com/ever-works/awesome-mcp-servers"}, {"date": null, "last_updated": "2026-08-14", "place_metadata": null, "snippet": "- **🏗️ Infrastructure & Deployment**: Build, deploy, and manage cloud infrastructure", "source": "web", "title": "Welcome to Open Source MCP Servers for AWS", "url": "https://awslabs.github.io/mcp/"}, {"date": "2025-03-21", "last_updated": "2026-03-17", "place_metadata": null, "snippet": "awslabs / **\nmcp ** Public\ngenerated from amazon-archives/__template_Apache-2.0", "source": "web", "title": "awslabs/mcp: Open source MCP Servers for AWS - GitHub", "url": "https://github.com/awslabs/mcp"}, {"date": "2026-02-16", "last_updated": "2026-07-14", "place_metadata": null, "snippet": "The general-purpose AWS MCP Server is the best place to start.\nIt’s a remote server hosted by AWS that connects agents with the latest documentation, API references, and standard operating procedures (SOPs) to execute multi-step workflows.", "source": "web", "title": "Five MCP servers to rule the cloud", "url": "https://www.infoworld.com/article/4129024/five-mcp-servers-to-rule-the-cloud.html"}, {"date": "2025-12-13", "last_updated": "2026-02-20", "place_metadata": null, "snippet": "Begin with a straightforward command \"list EC2 across all profiles\" to see how it manages the discovery process.", "source": "web", "title": "Which AWS MCP can help me review/explain my infrastructure (i was handed over to)", "url": "https://www.reddit.com/r/mcp/comments/1plkqcq/which_aws_mcp_can_help_me_reviewexplain_my/"}, {"date": "2026-05-06", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "I’m happy to announce the general availability of the AWS MCP Server, a managed remote Model Context Protocol (MCP) server that gives AI agents and coding assistants secure, authenticated access to all AWS services through a small, fixed set of tools.", "source": "web", "title": "The AWS MCP Server is now generally available", "url": "https://aws.amazon.com/blogs/aws/the-aws-mcp-server-is-now-generally-available/"}, {"date": null, "last_updated": "2026-08-08", "place_metadata": null, "snippet": "Browse all available MCP Servers for AWS.\n...\nAllows you to build, deploy, and manage intelligent agents with advanced capabilities like memory, OAuth authentication, and gateway integrations", "source": "web", "title": "Available MCP Servers - Open Source at AWS", "url": "https://awslabs.github.io/mcp/servers"}, {"date": "2025-07-11", "last_updated": "2026-08-08", "place_metadata": null, "snippet": "### Step 1: Install Claude Code (if you haven't already)\nDownload Claude Code from claude.ai/code for your operating system.", "source": "web", "title": "AWS MCP Servers for Claude Code: Overview of 45+ AI ...", "url": "https://www.satitechnology.com/blog/aws-mcp-servers-claude-code-45-ai-tools/"}, {"date": null, "last_updated": "2026-08-14", "place_metadata": null, "snippet": "AWS Serverless MCP uses Lambda and API Gateway to run MCP tools without managing servers.", "source": "web", "title": "10 Best MCP Servers For Developers - Stainless", "url": "https://www.stainless.com/mcp/10-best-mcp-servers-for-developers/"}, {"date": "2025-11-28", "last_updated": "2026-08-10", "place_metadata": null, "snippet": "Today, we’re excited to introduce the AWS Infrastructure-as-Code (IaC) MCP Server, a new tool that bridges the gap between AI assistants and your AWS infrastructure development workflow.", "source": "web", "title": "Introducing the AWS Infrastructure as Code MCP Server: AI ...", "url": "https://aws.amazon.com/blogs/devops/introducing-the-aws-infrastructure-as-code-mcp-server-ai-powered-cdk-and-cloudformation-assistance/"}, {"date": "2026-04-14", "last_updated": "2026-08-13", "place_metadata": null, "snippet": "Deploy services in dependency order: MCP Server first, then Agent, then UI.", "source": "web", "title": "Deploying Model Context Protocol (MCP) servers on ...", "url": "https://aws.amazon.com/blogs/containers/deploying-model-context-protocol-mcp-servers-on-amazon-ecs/"}, {"date": "2025-03-21", "last_updated": "2025-08-20", "place_metadata": null, "snippet": "from Astral\n...\nuv python install 3.10\n```\n...\n4. Add the server to your MCP client configuration", "source": "web", "title": "GitHub - awslabs/mcp: AWS MCP Servers — helping you get the most out of AWS, wherever you use MCP.", "url": "https://github.com/awslabs/mcp/"}, {"date": "2025-07-08", "last_updated": "2026-01-05", "place_metadata": null, "snippet": "Currently, my thought is to run each MCP in its own Docker container, register them with ECR, and deploy using App Runner.", "source": "web", "title": "Which AWS service to use to deploy MCPs (for company internal ...", "url": "https://www.reddit.com/r/mcp/comments/1lun9ae/which_aws_service_to_use_to_deploy_mcps_for/"}, {"date": "2026-02-15", "last_updated": "2026-07-18", "place_metadata": null, "snippet": "You can provide a way better UX than this when your app throws errors by providing your own `ErrorBoundary` or `errorElement` prop on your route.", "source": "web", "title": "AWS MCP Servers (Part 2): From Infrastructure as Code to ...", "url": "https://builder.aws.com/content/39eKndHS44s7ohQiYUyGQYb6XCy/aws-mcp-servers-part-2-from-infrastructure-as-code-to-infrastructure-as-conversation"}]}
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Ran the Builder", "url": "https://ranthebuilder.cloud/blog/serverless-mcp-on-aws-lambda-vs-fargate-for-agentic-ai-workloads/"}, {"date": null, "last_updated": "2026-08-14", "place_metadata": null, "snippet": "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.", "source": "web", "title": "Welcome to Open Source MCP Servers for AWS", "url": "https://awslabs.github.io/mcp/"}, {"date": "2025-05-29", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "MCP servers are a standard interface to enhance AI-assisted application development by equipping AI code assistants with real-time, contextual understanding of AWS Serverless and Container services including AWS Lambda, Amazon ECS, and Amazon EKS.", "source": "web", "title": "Announcing new Model Context Protocol (MCP) Servers ...", "url": "https://aws.amazon.com/about-aws/whats-new/2025/05/new-model-context-protocol-servers-aws-serverless-containers/"}, {"date": "2025-03-21", "last_updated": "2026-03-17", "place_metadata": null, "snippet": "generated from amazon-archives/__template_Apache-2.0", "source": "web", "title": "awslabs/mcp: Open source MCP Servers for AWS - GitHub", "url": "https://github.com/awslabs/mcp"}, {"date": null, "last_updated": "2026-08-10", "place_metadata": null, "snippet": "- **Security** – Token isolation, scoped-down credentials, separate read/write authorization", "source": "web", "title": "Model Context Protocol strategies on AWS", "url": "https://docs.aws.amazon.com/prescriptive-guidance/latest/mcp-strategies/introduction.html"}, {"date": "2025-11-30", "last_updated": "2026-05-04", "place_metadata": null, "snippet": "Today, AWS announces the AWS MCP Server, a managed remote Model Context Protocol (MCP) server that helps AI agents and AI-native IDEs perform real-world, multi-step tasks across one or more AWS services.", "source": "web", "title": "AWS announces a preview of the AWS MCP Server", "url": "https://aws.amazon.com/about-aws/whats-new/2025/11/aws-mcp-server/"}, {"date": "2025-04-01", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "We’re excited to announce the open source release of AWS MCP Servers for code assistants — a suite of specialized Model Context Protocol (MCP) servers that bring Amazon Web Services (AWS) best practices directly to your development workflow.", "source": "web", "title": "Introducing AWS MCP Servers for code assistants (Part 1)", "url": "https://aws.amazon.com/blogs/machine-learning/introducing-aws-mcp-servers-for-code-assistants-part-1/"}, {"date": "2025-09-13", "last_updated": "2026-07-19", "place_metadata": null, "snippet": "The Model Context Protocol (MCP) is a standardized protocol for enabling AI assistants and applications to securely connect to external data sources and tools.", "source": "web", "title": "aws-solutions-library-samples/guidance-for-deploying-model ...", "url": "https://deepwiki.com/aws-solutions-library-samples/guidance-for-deploying-model-context-protocol-servers-on-aws"}, {"date": "2025-05-25", "last_updated": "2026-03-22", "place_metadata": null, "snippet": "This deployment method is a serverless FastMCP server using Python on AWS Lambda.", "source": "web", "title": "Deploying MCP Servers on AWS.. Serverlessly", "url": "https://dev.to/dxsim/deploying-mcp-servers-on-aws-serverlessly-3eb8"}, {"date": "2019-08-09", "last_updated": "2026-03-29", "place_metadata": null, "snippet": "Discover 79 MCPs built for AWS.\n...\nBring AWS best practices directly into development workflows with a suite of specialized Model Context Protocol (MCP) servers.", "source": "web", "title": "AWS MCP Servers | MCP Market", "url": "https://mcpmarket.com/businesses/aws"}, {"date": "2026-07-10", "last_updated": "2026-08-03", "place_metadata": null, "snippet": "- ** AWS KB Retrieval ** - Retrieval from AWS Knowledge Base using Bedrock Agent Runtime.", "source": "web", "title": "GitHub - modelcontextprotocol/servers: Model Context Protocol Servers", "url": "https://github.com/modelcontextprotocol/servers"}, {"date": "2025-09-25", "last_updated": "2026-08-11", "place_metadata": null, "snippet": "- Always deploy redundant MCP servers for critical tasks.\n...\n- Use smaller or idle-capable instances for redundancy if needed.", "source": "web", "title": "Model Context Protocol (MCP) Server with Amazon Bedrock", "url": "https://www.cloudkeeper.com/insights/blog/model-context-protocol-mcp-server-amazon-bedrock"}, {"date": null, "last_updated": "2026-08-13", "place_metadata": null, "snippet": "* **[Everything](https://github.com/modelcontextprotocol/servers/tree/main/src/everything)** - Reference / test server with prompts, resources, and tools", "source": "web", "title": "Example Servers", "url": "https://modelcontextprotocol.io/examples"}, {"date": "2025-03-21", "last_updated": "2025-09-17", "place_metadata": null, "snippet": "v0.4.2 Latest\nAug 27, 2025", "source": "web", "title": "awslabs/run-model-context-protocol-servers-with-aws ...", "url": "https://github.com/awslabs/run-model-context-protocol-servers-with-aws-lambda"}, {"date": "2025-06-03", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "2. Select the appropriate MCP servers for your data sources\n3. Set up a development environment with local MCP implementations", "source": "web", "title": "Practical Implementation...", "url": "https://aws.amazon.com/blogs/machine-learning/unlocking-the-power-of-model-context-protocol-mcp-on-aws/"}, {"date": "2025-12-13", "last_updated": "2026-02-20", "place_metadata": null, "snippet": "To facilitate infrastructure discovery and cost assessment across twelve accounts, the following servers are particularly significant: The AWS API MCP Server serves as your main resource, enabling you to execute any AWS CLI command using natural language.", "source": "web", "title": "Which AWS MCP can help me review/explain my infrastructure (i ...", "url": "https://www.reddit.com/r/mcp/comments/1plkqcq/which_aws_mcp_can_help_me_reviewexplain_my/"}]}
{"engine": "perplexity", "model": "sonar", "index": 2, "phrasing": "We want our local AI coding assistant to query AWS S3 buckets and CloudWatch logs via MCP. What server should we use?", "citations": ["https://aws.amazon.com/blogs/mt/enhance-your-aiops-introducing-amazon-cloudwatch-and-application-signals-mcp-servers/", "https://awslabs.github.io/mcp/servers/cloudwatch-mcp-server", "https://awslabs.github.io/mcp/servers/aws-api-mcp-server", "https://docs.aws.amazon.com/prescriptive-guidance/latest/mcp-deployment-patterns-on-aws/resources.html", "https://aws.amazon.com/blogs/awsforsap/streamline-sap-operation-with-cloudwatch-mcp-server-and-amazon-q-cli-part-3/", "https://aws.amazon.com/blogs/aws/the-aws-mcp-server-is-now-generally-available/", "https://docs.aws.amazon.com/pdfs/aws-mcp/latest/userguide/mcp-ug.pdf", "https://github.com/CharlieFng/cloudwatch-mcp", "https://blog.csdn.net/gitblog_00996/article/details/152195454", "https://docs.aws.amazon.com/agent-toolkit/latest/userguide/mcp-server.html", "https://github.com/samuraikun/aws-s3-mcp", "https://docs.aws.amazon.com/devopsagent/latest/userguide/configuring-integrations-and-knowledge-connecting-mcp-servers.html", "https://hub.docker.com/r/mcp/cloudwatch-mcp-server", "https://gallery.ecr.aws/awslabs-mcp/awslabs/cloudwatch-logs-mcp-server", "https://awslabs.github.io/mcp/", "https://docs.aws.amazon.com/agent-toolkit/latest/userguide/cloudwatch-metrics.html"], "search_results": [{"date": "2025-08-18", "last_updated": "2026-08-10", "place_metadata": null, "snippet": "1. An AWS account with applications ingesting telemetry (metrics, traces, and logs) to Amazon CloudWatch\n2. Enable Application Signals for your applications\n3. Configure AWS credentials with the minimum permissions required for the CloudWatch and Application Signals MCP servers to securely access an...", "source": "web", "title": "Introducing Amazon CloudWatch and Application Signals MCP ...", "url": "https://aws.amazon.com/blogs/mt/enhance-your-aiops-introducing-amazon-cloudwatch-and-application-signals-mcp-servers/"}, {"date": "2025-04-19", "last_updated": "2026-08-13", "place_metadata": null, "snippet": "## Prerequisites​\n1. An AWS account with CloudWatch Telemetry\n2. This MCP server can only be run locally on the same host as your LLM client.\n3. Set up AWS credentials with access to AWS services\n- You need an AWS account with appropriate permissions (See required permissions below)\n- Configure AWS ...", "source": "web", "title": "CloudWatch MCP Server", "url": "https://awslabs.github.io/mcp/servers/cloudwatch-mcp-server"}, {"date": null, "last_updated": "2026-08-13", "place_metadata": null, "snippet": "- You must have an AWS account with credentials properly configured.\n...\n- Ensure you have Python 3.10 or newer installed.\n...\nTo centralize your logs in AWS CloudWatch for better monitoring and analysis, you can use the CloudWatch Agent to automatically ship the MCP server logs to a CloudWatch log ...", "source": "web", "title": "AWS API MCP Server", "url": "https://awslabs.github.io/mcp/servers/aws-api-mcp-server"}, {"date": null, "last_updated": "2026-08-04", "place_metadata": null, "snippet": "- AWS Account and Permissions: You need an active AWS account with appropriate permissions to create AWS Lambda functions and execution roles for serverless deployments, Amazon EC2 instances and security groups for EC2 patterns, Amazon ECS clusters, task definitions, and services for containerized d...", "source": "web", "title": "Why deploy MCP servers on AWS", "url": "https://docs.aws.amazon.com/prescriptive-guidance/latest/mcp-deployment-patterns-on-aws/resources.html"}, {"date": "2025-08-11", "last_updated": "2026-08-12", "place_metadata": null, "snippet": "4. Configure CloudWatch MCP Server on your PC by following steps in AWS Labs CloudWatch MCP repository", "source": "web", "title": "Streamline SAP Operation with CloudWatch MCP server and ... - AWS", "url": "https://aws.amazon.com/blogs/awsforsap/streamline-sap-operation-with-cloudwatch-mcp-server-and-amazon-q-cli-part-3/"}, {"date": "2026-05-06", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "I’m happy to announce the general availability of the AWS MCP Server, a managed remote Model Context Protocol (MCP) server that gives AI agents and coding assistants secure, authenticated access to all AWS services through a small, fixed set of tools.\n...\nI add the MCP configuration with this comman...", "source": "web", "title": "The AWS MCP Server is now generally available", "url": "https://aws.amazon.com/blogs/aws/the-aws-mcp-server-is-now-generally-available/"}, {"date": null, "last_updated": "2026-03-11", "place_metadata": null, "snippet": "Additional prerequisites vary depending on your application.\nThe SOP guides your coding agent to\nverify these automatically:\n• AWS MCP Server — configured in your AI coding assistant (such as Kiro or Cursor).\nFor setup \ninstructions see Setting up your AWS MCP Server\n• Git CLI — Installed and config...", "source": "web", "title": "[PDF] AWS MCP Server - User Guide", "url": "https://docs.aws.amazon.com/pdfs/aws-mcp/latest/userguide/mcp-ug.pdf"}, {"date": "2025-05-06", "last_updated": "2026-04-17", "place_metadata": null, "snippet": "This simplified MCP server provides a streamlined way to interact with AWS CloudWatch resources through the MCP protocol.\nIt exposes CloudWatch log groups, log queries, and alarms as resources and tools.\n...\n## Prerequisites\n- Python 3.12 or higher\n- AWS credentials configured (via environment varia...", "source": "web", "title": "GitHub - CharlieFng/cloudwatch-mcp", "url": "https://github.com/CharlieFng/cloudwatch-mcp"}, {"date": "2025-09-28", "last_updated": "2026-03-24", "place_metadata": null, "snippet": "部署CloudWatch MCP Server需满足以下环境要求：\n- Python 3.10+运行环境\n- AWS CLI已配置有效凭证(AWS credentials配置指南)\n- 最小IAM权限集：`logs:Describe*`、`logs:Get*`、`cloudwatch:DescribeAlarms`(完整权限列表)", "source": "web", "title": "AWS MCP Servers日志管理与监控：确保服务稳定运行的最佳实践", "url": "https://blog.csdn.net/gitblog_00996/article/details/152195454"}, {"date": null, "last_updated": "2026-08-14", "place_metadata": null, "snippet": "The AWS MCP Server is a managed server that gives agents access to AWS through the Model\nContext Protocol (MCP).\nAgents can search AWS documentation and retrieve service information\nwithout authentication.", "source": "web", "title": "AWS MCP Server - Agent Toolkit for AWS", "url": "https://docs.aws.amazon.com/agent-toolkit/latest/userguide/mcp-server.html"}, {"date": "2025-03-15", "last_updated": "2025-09-01", "place_metadata": null, "snippet": "An Amazon S3 Model Context Protocol (MCP) server that provides tools for interacting with S3 buckets and objects.\n...\n### Prerequisites\n- Node.js 18 or higher\n- npm or yarn\n- AWS credentials configured (either through environment variables or AWS credentials file)\n- Docker (optional, for containeriz...", "source": "web", "title": "MCP server to integrate AWS S3 and LLM - GitHub", "url": "https://github.com/samuraikun/aws-s3-mcp"}, {"date": null, "last_updated": "2026-08-13", "place_metadata": null, "snippet": "Before connecting an MCP server, ensure your server meets these requirements:\n- **Streamable HTTP transport protocol** – Only MCP servers that implement the Streamable HTTP transport protocol are supported.\n- **Authentication support** – Your MCP server must support one of the following authenticati...", "source": "web", "title": "Connecting MCP Servers - AWS DevOps Agent", "url": "https://docs.aws.amazon.com/devopsagent/latest/userguide/configuring-integrations-and-knowledge-connecting-mcp-servers.html"}, {"date": "2025-04-19", "last_updated": "2026-08-03", "place_metadata": null, "snippet": "|**Docker Image**|mcp/cloudwatch-mcp-server⁠|", "source": "web", "title": "mcp/cloudwatch-mcp-server - Docker Image", "url": "https://hub.docker.com/r/mcp/cloudwatch-mcp-server"}, {"date": null, "last_updated": "2026-06-20", "place_metadata": null, "snippet": "Visit the Amazon ECR Public Gallery to view the available public repositories.", "source": "web", "title": "AWS Labs MCP/awslabs/cloudwatch-logs-mcp-server", "url": "https://gallery.ecr.aws/awslabs-mcp/awslabs/cloudwatch-logs-mcp-server"}, {"date": null, "last_updated": "2026-08-14", "place_metadata": null, "snippet": "### AWS S3 Tables MCP Server\nData & AnalyticsAutonomous Background Agents\nManage, query, and ingest S3-based tables with support for SQL, CSV-to-table conversion, and metadata discovery.\n...\n### Amazon CloudWatch MCP Server\nCost & OperationsAutonomous Background Agents\nMetrics, Alarms, and Logs anal...", "source": "web", "title": "Welcome to Open Source MCP Servers for AWS", "url": "https://awslabs.github.io/mcp/"}, {"date": null, "last_updated": "2026-07-27", "place_metadata": null, "snippet": "AWS MCP Server automatically publishes metrics to Amazon CloudWatch at no additional cost.", "source": "web", "title": "AWS MCP Server CloudWatch metrics", "url": "https://docs.aws.amazon.com/agent-toolkit/latest/userguide/cloudwatch-metrics.html"}]}
{"engine": "perplexity", "model": "sonar", "index": 3, "phrasing": "Recommend an AWS MCP server for a team managing multi-region cloud resources.", "citations": ["https://aws.amazon.com/blogs/infrastructure-and-automation/accelerate-region-expansion-with-the-aws-knowledge-mcp-server/", "https://aws.amazon.com/blogs/aws/the-aws-mcp-server-is-now-generally-available/", "https://awslabs.github.io/mcp/installation", "https://aws.amazon.com/about-aws/whats-new/2025/11/aws-mcp-server/", "https://aws.amazon.com/about-aws/whats-new/2025/10/aws-knowledge-mcp-server-generally-available/", "https://aws.amazon.com/blogs/devops/introducing-aws-cloud-control-api-mcp-server-natural-language-infrastructure-management-on-aws/", "https://docs.aws.amazon.com/solutions/deploying-model-context-protocol-servers-on-aws/", "https://docs.aws.amazon.com/pdfs/aws-mcp/latest/userguide/mcp-ug.pdf", "https://mcpmarket.com/server/aws", "https://docs.aws.amazon.com/agent-toolkit/latest/userguide/getting-started-aws-mcp-server.html", "https://awslabs.github.io/mcp/servers/aws-knowledge-mcp-server", "https://docs.aws.amazon.com/prescriptive-guidance/latest/aws-multi-region-fundamentals/aws-multi-region-fundamentals.html", "https://qiita.com/s_tsuchida/items/7f3d7215ce71eac06adb", "https://aws.amazon.com/blogs/containers/deploying-model-context-protocol-mcp-servers-on-amazon-ecs/", "https://mcpservers.org/servers/rishikavikondala/mcp-server-aws", "https://awslabs.github.io/mcp/", "https://builder.aws.com/content/2ygVh3GU4r5UwNlKa9QWwSAsCu9/getting-started-with-mcp-servers-the-beginners-guide", "https://awslabs.github.io/mcp/servers/aws-api-mcp-server", "https://mcpservers.org/servers/krittaprot/mcp-deployment-aws"], "search_results": [{"date": "2025-11-06", "last_updated": "2026-08-10", "place_metadata": null, "snippet": "The AWS Knowledge Model Context Protocol (MCP) server helps provide programmatic access for deep understanding of AWS capabilities and their availability across AWS Regions.", "source": "web", "title": "Accelerate Region expansion with the AWS Knowledge MCP server", "url": "https://aws.amazon.com/blogs/infrastructure-and-automation/accelerate-region-expansion-with-the-aws-knowledge-mcp-server/"}, {"date": "2026-05-06", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "I’m happy to announce the general availability of the AWS MCP Server, a managed remote Model Context Protocol (MCP) server that gives AI agents and coding assistants secure, authenticated access to all AWS services through a small, fixed set of tools.\n...\n** The AWS MCP Server is available today in ...", "source": "web", "title": "The AWS MCP Server is now generally available", "url": "https://aws.amazon.com/blogs/aws/the-aws-mcp-server-is-now-generally-available/"}, {"date": null, "last_updated": "2026-05-19", "place_metadata": null, "snippet": "Generally, you can:\n1. Install\n```\nuv\n```\nfrom Astral\n2. Install Python using\n```\nuv python install 3.10\n```\n3. Configure AWS credentials with access to required services\n4. Add the server to your MCP client configuration\n...\nClick **Done** to return to the chat interface.", "source": "web", "title": "Installation | Welcome to Open Source MCP Servers for AWS", "url": "https://awslabs.github.io/mcp/installation"}, {"date": "2025-11-30", "last_updated": "2026-05-04", "place_metadata": null, "snippet": "Today, AWS announces the AWS MCP Server, a managed remote Model Context Protocol (MCP) server that helps AI agents and AI-native IDEs perform real-world, multi-step tasks across one or more AWS services.\nThe AWS MCP Server consolidates capabilities from the existing AWS API MCP and AWS Knowledge ser...", "source": "web", "title": "AWS announces a preview of the AWS MCP Server", "url": "https://aws.amazon.com/about-aws/whats-new/2025/11/aws-mcp-server/"}, {"date": "2025-10-01", "last_updated": "2026-05-05", "place_metadata": null, "snippet": "Today, AWS announces the general availability (GA) of the AWS Knowledge Model Context Protocol (MCP) Server.\nThe AWS Knowledge server gives AI agents and MCP clients access to authoritative knowledge, including documentation, blog posts, What's New announcements, and Well-Architected best practices,...", "source": "web", "title": "AWS Knowledge MCP Server now generally available", "url": "https://aws.amazon.com/about-aws/whats-new/2025/10/aws-knowledge-mcp-server-generally-available/"}, {"date": "2025-08-13", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "This MCP server transforms AWS infrastructure management by allowing developers to create, read, update, delete, and list resources using natural language.", "source": "web", "title": "Introducing AWS Cloud Control API MCP Server", "url": "https://aws.amazon.com/blogs/devops/introducing-aws-cloud-control-api-mcp-server-natural-language-infrastructure-management-on-aws/"}, {"date": null, "last_updated": "2026-08-14", "place_metadata": null, "snippet": "This Guidance demonstrates how to securely run Model Context Protocol (MCP) servers on the AWS Cloud using containerized architecture.", "source": "web", "title": "Guidance for Deploying Model Context Protocol Servers on ...", "url": "https://docs.aws.amazon.com/solutions/deploying-model-context-protocol-servers-on-aws/"}, {"date": null, "last_updated": "2026-03-11", "place_metadata": null, "snippet": "The AWS MCP Server is a managed remote Model Context Protocol (MCP) server that provides AI \nassistants and agents with secure, authenticated access to AWS services through natural language \ninteractions.\nYou can use the AWS MCP Server to perform complex, multi-step AWS tasks by\ncombining real-time ...", "source": "web", "title": "[PDF] AWS MCP Server - User Guide", "url": "https://docs.aws.amazon.com/pdfs/aws-mcp/latest/userguide/mcp-ug.pdf"}, {"date": "2026-01-01", "last_updated": "2026-02-17", "place_metadata": null, "snippet": "It functions as a Model Context Protocol (MCP) server, enabling interaction with your AWS environment, supporting multiple AWS profiles, SSO authentication, multi-region support, and secure credential handling, all while running locally with your AWS credentials.", "source": "web", "title": "Manage AWS with Natural Language & AI - MCP Market", "url": "https://mcpmarket.com/server/aws"}, {"date": null, "last_updated": "2026-08-10", "place_metadata": null, "snippet": "###### To remove existing AWS MCP servers:\n1. Open your MCP client configuration file (for example, `~/.kiro/settings/mcp.json` for Kiro).\n2. Remove any entries for these servers:\n- `aws-api-mcp-server`\n- `aws-knowledge-mcp-server`\n3. Save the configuration file.\n4. Restart your MCP client to apply ...", "source": "web", "title": "Setting up the AWS MCP Server - Agent Toolkit for AWS", "url": "https://docs.aws.amazon.com/agent-toolkit/latest/userguide/getting-started-aws-mcp-server.html"}, {"date": null, "last_updated": "2026-08-05", "place_metadata": null, "snippet": "A fully managed remote MCP server that provides up-to-date documentation, code samples, agent skills, knowledge about the regional availability of AWS APIs and CloudFormation resources, and other official AWS content.\n...\nYou can configure the Knowledge MCP server for use with any MCP client that su...", "source": "web", "title": "AWS Knowledge MCP Server", "url": "https://awslabs.github.io/mcp/servers/aws-knowledge-mcp-server"}, {"date": null, "last_updated": "2026-08-13", "place_metadata": null, "snippet": "This advanced, 300-level guide is intended for cloud architects and senior leaders who build workloads on AWS and are interested in using a multi-Region architecture to improve resilience for their workloads.", "source": "web", "title": "AWS multi-Region fundamentals - AWS Prescriptive Guidance", "url": "https://docs.aws.amazon.com/prescriptive-guidance/latest/aws-multi-region-fundamentals/aws-multi-region-fundamentals.html"}, {"date": "2025-11-17", "last_updated": "2026-03-24", "place_metadata": null, "snippet": "そんな課題を解決する仕組みの一つが、今回紹介する**AWS Knowledge MCP Server** です。\n...\n#### 1.\nMCPクライアント設定ファイルの編集\n設定ファイル（例：\n```\n~/.aws/amazonq/mcp.json\n```\n）に以下を追加します。\n...\n\"aws-knowledge-mcp-server\": {\n...\n\"url\": \"https://knowledge-mcp.global.api.aws\"\n...\n}", "source": "web", "title": "AWS Knowledge MCP Server を使ってみる 〜誰が作って - Qiita", "url": "https://qiita.com/s_tsuchida/items/7f3d7215ce71eac06adb"}, {"date": "2026-04-14", "last_updated": "2026-08-13", "place_metadata": null, "snippet": "|Component|Technology|Role|\n|--|--|--|\n...\n|**MCP Server**|FastMCP on Amazon ECS|Exposes product catalog as MCP tools over Streamable HTTP|\n...\n### Step 1: Clone repository and set variables\nStart by cloning the sample repository and configuring the environment variables used throughout this walkthr...", "source": "web", "title": "Deploying Model Context Protocol (MCP) servers on Amazon ECS", "url": "https://aws.amazon.com/blogs/containers/deploying-model-context-protocol-mcp-servers-on-amazon-ecs/"}, {"date": "2025-04-08", "last_updated": "2026-08-13", "place_metadata": null, "snippet": "An MCP server for AWS operations, supporting S3 and DynamoDB services.\nRequires AWS credentials.\n...\nA Model Context Protocol server implementation for AWS operations that currently supports S3 and DynamoDB services.\nAll operations are automatically logged and can be accessed through the `audit://aw...", "source": "web", "title": "AWS MCP Server", "url": "https://mcpservers.org/servers/rishikavikondala/mcp-server-aws"}, {"date": null, "last_updated": "2026-08-14", "place_metadata": null, "snippet": "- **💰 Cost & Operations**: Monitor, optimize, and manage your AWS infrastructure and costs", "source": "web", "title": "Welcome to Open Source MCP Servers for AWS", "url": "https://awslabs.github.io/mcp/"}, {"date": null, "last_updated": "2026-07-18", "place_metadata": null, "snippet": "You can provide a way better UX than this when your app throws errors by providing your own\n...\nor\n```\n...\n```", "source": "web", "title": "Getting Started with MCP Servers: The Beginner's Guide", "url": "https://builder.aws.com/content/2ygVh3GU4r5UwNlKa9QWwSAsCu9/getting-started-with-mcp-servers-the-beginners-guide"}, {"date": null, "last_updated": "2026-08-13", "place_metadata": null, "snippet": "The AWS API MCP Server enables AI assistants to interact with AWS services and resources through AWS CLI commands.\nIt provides programmatic access to manage your AWS infrastructure while maintaining proper security controls.\nThis server acts as a bridge between AI assistants and AWS services, allowi...", "source": "web", "title": "AWS API MCP Server", "url": "https://awslabs.github.io/mcp/servers/aws-api-mcp-server"}, {"date": "2025-06-19", "last_updated": "2026-07-22", "place_metadata": null, "snippet": "containerDefinitions:\n- name: mcp-server\nimage: your-account.dkr.ecr.region.amazonaws.com/mcp-server:latest\nportMappings:\n- containerPort: 8080\nprotocol: tcp\n...\n- name: AWS_REGION\n...\n1. Clone the example code and run it locally\n2. Deploy your first Lambda function following the guide\n3. Connect it...", "source": "web", "title": "MCP Deployment AWS - Servers", "url": "https://mcpservers.org/servers/krittaprot/mcp-deployment-aws"}]}
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you pay only for the AWS resources your ag...", "source": "web", "title": "The AWS MCP Server is now generally available", "url": "https://aws.amazon.com/about-aws/whats-new/2026/05/aws-mcp-server/"}, {"date": null, "last_updated": "2026-08-14", "place_metadata": null, "snippet": "Built with safety and control in mind: syntactically validated API calls, IAM-based permissions with zero credential exposure, and complete CloudTrail audit logging.\nAccess all AWS services for managing infrastructure, exploring resources, and executing AWS operations with full transparency and trac...", "source": "web", "title": "Welcome to Open Source MCP Servers for AWS", "url": "https://awslabs.github.io/mcp/"}, {"date": "2026-05-06", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "I’m happy to announce the general availability of the AWS MCP Server, a managed remote Model Context Protocol (MCP) server that gives AI agents and coding assistants secure, authenticated access to all AWS services through a small, fixed set of tools.\n...\n** The AWS MCP Server is available today in ...", "source": "web", "title": "The AWS MCP Server is now generally available", "url": "https://aws.amazon.com/blogs/aws/the-aws-mcp-server-is-now-generally-available/"}, {"date": "2026-03-30", "last_updated": "2026-06-29", "place_metadata": null, "snippet": "The AWS API MCP Server enables AI assistants to interact with AWS services and resources through AWS CLI commands.\nIt provides programmatic access to manage your AWS infrastructure while maintaining proper security controls.\nThis server acts as a bridge between AI assistants and AWS services, allowi...", "source": "web", "title": "AWS Marketplace: AWS API MCP Server - Amazon.com", "url": "https://aws.amazon.com/marketplace/pp/prodview-lqqkwbcraxsgw"}, {"date": null, "last_updated": "2026-08-08", "place_metadata": null, "snippet": "Comprehensive AWS resource management with integrated security scanning and full CRUDL operations", "source": "web", "title": "Available MCP Servers - Open Source at AWS", "url": "https://awslabs.github.io/mcp/servers"}, {"date": null, "last_updated": "2026-08-14", "place_metadata": null, "snippet": "This Guidance demonstrates how to securely run Model Context Protocol (MCP) servers on the AWS Cloud using containerized architecture.", "source": "web", "title": "Guidance for Deploying Model Context Protocol Servers on ...", "url": "https://docs.aws.amazon.com/solutions/deploying-model-context-protocol-servers-on-aws/"}, {"date": null, "last_updated": "2026-08-05", "place_metadata": null, "snippet": "A fully managed remote MCP server that provides up-to-date documentation, code samples, agent skills, knowledge about the regional availability of AWS APIs and CloudFormation resources, and other official AWS content.\n...\nYou can configure the Knowledge MCP server for use with any MCP client that su...", "source": "web", "title": "AWS Knowledge MCP Server", "url": "https://awslabs.github.io/mcp/servers/aws-knowledge-mcp-server"}, {"date": "2025-05-08", "last_updated": "2025-11-28", "place_metadata": null, "snippet": "This guidance demonstrates how to deploy Model Context Protocol (MCP) servers on AWS with secure authentication using Amazon Cognito, implementing the **2025-06-18 MCP specification** with OAuth 2.0 Protected Resource Metadata (RFC9728).\nIt enables you to host MCP servers that can be accessed remote...", "source": "web", "title": "GitHub - aws-solutions-library-samples/guidance-for-deploying-model-context-protocol-servers-on-aws: This Guidance demonstrates how to securely run Model Context Protocol (MCP) servers on the AWS Cloud using containerized architecture. 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Bridges Claude, Cursor, and other MCP-aware AI tools with AWS CLI for enhanced cloud infrastructure management.", "url": "https://github.com/alexei-led/aws-mcp-server"}, {"date": "2025-04-01", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "We’re excited to announce the open source release of AWS MCP Servers for code assistants — a suite of specialized Model Context Protocol (MCP) servers that bring Amazon Web Services (AWS) best practices directly to your development workflow.\n...\nYou can download the AWS MCP Servers on GitHub or thro...", "source": "web", "title": "Introducing AWS MCP Servers for code assistants (Part 1)", "url": "https://aws.amazon.com/blogs/machine-learning/introducing-aws-mcp-servers-for-code-assistants-part-1/"}, {"date": null, "last_updated": "2026-05-19", "place_metadata": null, "snippet": "Generally, you can:\n1. Install\n```\nuv\n```\nfrom Astral\n2. Install Python using\n```\nuv python install 3.10\n```\n3. Configure AWS credentials with access to required services\n4. 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Agent Toolkit for AWS", "url": "https://docs.aws.amazon.com/agent-toolkit/latest/userguide/getting-started-aws-mcp-server.html"}, {"date": null, "last_updated": "2026-08-14", "place_metadata": null, "snippet": "The server writes task logs to Amazon CloudWatch, retrieves configurations from Parameter Store (a capability of AWS Systems Manager), and retrieves sensitive variables from AWS Secrets Manager.", "source": "web", "title": "Guidance for Deploying Model Context Protocol Servers on ...", "url": "https://docs.aws.amazon.com/solutions/deploying-model-context-protocol-servers-on-aws/"}, {"date": null, "last_updated": "2026-03-11", "place_metadata": null, "snippet": "What is the AWS MCP Server?\nThe AWS MCP Server is a managed remote Model Context Protocol (MCP) server that provides AI \nassistants and agents with secure, authenticated access to AWS services through natural language \ninteractions.\nYou can use the AWS MCP Server to perform complex, multi-step AWS t...", "source": "web", "title": "[PDF] AWS MCP Server - User Guide", "url": "https://docs.aws.amazon.com/pdfs/aws-mcp/latest/userguide/mcp-ug.pdf"}, {"date": "2025-08-13", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "Today, we’re officially announcing the** AWS Cloud Control API (CCAPI) MCP Server**.\nThis MCP server transforms AWS infrastructure management by allowing developers to create, read, update, delete, and list resources using natural language.\nAs part of the awslabs/mcp project, this new and innovative...", "source": "web", "title": "Introducing AWS Cloud Control API MCP Server: Natural Language ...", "url": "https://aws.amazon.com/blogs/devops/introducing-aws-cloud-control-api-mcp-server-natural-language-infrastructure-management-on-aws/"}, {"date": null, "last_updated": "2026-05-19", "place_metadata": null, "snippet": "- Look for the \"Model Context Protocol (MCP) Servers\" section\n3. **Add MCP Servers** - Click \"Add Server\" to add a new MCP server", "source": "web", "title": "Installation | Welcome to Open Source MCP Servers for AWS", "url": "https://awslabs.github.io/mcp/installation"}, {"date": null, "last_updated": "2026-06-13", "place_metadata": null, "snippet": "- **Read-only tools and access –** Only allowlist read-only MCP tools and ensure that authentication credentials are only permitted read-only access.", "source": "web", "title": "Connecting MCP Servers - AWS DevOps Agent", "url": "https://docs.aws.amazon.com/devopsagent/latest/userguide/configuring-capabilities-for-aws-devops-agent-connecting-mcp-servers.html"}, {"date": "2026-05-06", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "I’m happy to announce the general availability of the AWS MCP Server, a managed remote Model Context Protocol (MCP) server that gives AI agents and coding assistants secure, authenticated access to all AWS services through a small, fixed set of tools.\n...\nYou can use IAM policies or Service Control ...", "source": "web", "title": "The AWS MCP Server is now generally available", "url": "https://aws.amazon.com/blogs/aws/the-aws-mcp-server-is-now-generally-available/"}, {"date": "2026-04-14", "last_updated": "2026-08-13", "place_metadata": null, "snippet": "|Component|Technology|Role|\n...\n|**MCP Server**|FastMCP on Amazon ECS|Exposes product catalog as MCP tools over Streamable HTTP|", "source": "web", "title": "Deploying Model Context Protocol (MCP) servers on Amazon ECS", "url": "https://aws.amazon.com/blogs/containers/deploying-model-context-protocol-mcp-servers-on-amazon-ecs/"}, {"date": "2025-03-21", "last_updated": "2026-03-17", "place_metadata": null, "snippet": "mcp ** Public\ngenerated from amazon-archives/__template_Apache-2.0", "source": "web", "title": "awslabs/mcp: Open source MCP Servers for AWS - GitHub", "url": "https://github.com/awslabs/mcp"}, {"date": null, "last_updated": "2026-08-13", "place_metadata": null, "snippet": "AWS MCP Server (MCP) is an open standard that enables seamless communication between AI agents and external tools.", "source": "web", "title": "Integrating MCP - AWS Marketplace", "url": "https://docs.aws.amazon.com/marketplace/latest/userguide/integrating-mcp.html"}, {"date": "2025-04-01", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "We’re excited to announce the open source release of AWS MCP Servers for code assistants — a suite of specialized Model Context Protocol (MCP) servers that bring Amazon Web Services (AWS) best practices directly to your development workflow.\n...\n- **Core** – The foundation server that provides AI pr...", "source": "web", "title": "Introducing AWS MCP Servers for code assistants (Part 1)", "url": "https://aws.amazon.com/blogs/machine-learning/introducing-aws-mcp-servers-for-code-assistants-part-1/"}, {"date": null, "last_updated": "2026-07-22", "place_metadata": null, "snippet": "To add an STDIO MCP server to the IDE:\n1. Access the MCP configuration UI.\n2. Choose the plus (+) symbol.\n3. Select the scope: global or local.\n   If you select global scope, the MCP server configuration is stored in ~/.aws/amazonq/default.json and available across all your projects. If you select l...", "source": "web", "title": "MCP configuration for Q Developer in the IDE", "url": "https://docs.aws.amazon.com/amazonq/latest/qdeveloper-ug/mcp-ide.html"}, {"date": "2025-03-21", "last_updated": "2025-08-20", "place_metadata": null, "snippet": "An MCP Server is a lightweight program that exposes specific capabilities through the standardized Model Context Protocol.\nHost applications (such as chatbots, IDEs, and other AI tools) have MCP clients that maintain 1:1 connections with MCP servers.\n...\n|Server Name|Description|Install|\n...\n|AWS AP...", "source": "web", "title": "GitHub - awslabs/mcp: AWS MCP Servers — helping you get the most out of AWS, wherever you use MCP.", "url": "https://github.com/awslabs/mcp/"}, {"date": null, "last_updated": "2026-07-18", "place_metadata": null, "snippet": "MCP uses a client-server architecture.\nAI applications act as clients that connect to MCP servers.", "source": "web", "title": "Model Context Protocol (MCP) integration - Amazon Quick", "url": "https://docs.aws.amazon.com/quick/latest/userguide/mcp-integration.html"}, {"date": null, "last_updated": "2026-08-14", "place_metadata": null, "snippet": "The AWS MCP Server is a managed server that gives agents access to AWS through the Model\nContext Protocol (MCP).\nAgents can search AWS documentation and retrieve service information\nwithout authentication.", "source": "web", "title": "AWS MCP Server - Agent Toolkit for AWS - AWS Documentation", "url": "https://docs.aws.amazon.com/agent-toolkit/latest/userguide/mcp-server.html"}, {"date": null, "last_updated": "2026-05-18", "place_metadata": null, "snippet": "Configure the AWS for SAP Management MCP Server with your AI assistant to manage and monitor SAP applications running on AWS.\nThe `uvx` tool automatically downloads and runs the MCP server when your AI assistant starts.\n...\nThe MCP server uses the Model Context Protocol (MCP), an open standard for c...", "source": "web", "title": "Using the AWS for SAP Management MCP Server", "url": "https://docs.aws.amazon.com/ssm-sap/latest/userguide/mcp-server.html"}, {"date": null, "last_updated": "2026-08-14", "place_metadata": null, "snippet": "MCP Servers for AWS use this protocol to provide AI applications access to AWS documentation, contextual guidance, and best practices.", "source": "web", "title": "Welcome to Open Source MCP Servers for AWS", "url": "https://awslabs.github.io/mcp/"}, {"date": "2025-06-27", "last_updated": "2026-08-13", "place_metadata": null, "snippet": "2. Invoke the following commands in your shell based on the database service(s) you use:\n...\n# Navigate to folder of the database service (example shown for Aurora PostgreSQL)\n...\n# Build the Docker image\ndocker build -t awslabs/postgres-mcp-server:latest .\n...\n|**Database service**|**Directory**|\n|...", "source": "web", "title": "Getting Started", "url": "https://aws.amazon.com/blogs/database/supercharging-aws-database-development-with-aws-mcp-servers/"}, {"date": "2026-01-22", "last_updated": "2026-05-29", "place_metadata": null, "snippet": "--protocol MCP \\\n...\nuv run agentcore launch --agent my_mcp_server\n```", "source": "web", "title": "From Local MCP Server to AWS Deployment in Two Commands", "url": "https://dev.to/aws/from-local-mcp-server-to-aws-deployment-in-two-commands-ag4"}, {"date": "2026-01-20", "last_updated": "2026-07-16", "place_metadata": null, "snippet": "at HTMLLinkElement.<anonymous> (https://builder.aws.com/assets/index-DE6_GkHh.js:2:27936)", "source": "web", "title": "AWS MCP Servers (Part-1): Your AI Assistant's Gateway to Real ...", "url": "https://builder.aws.com/content/37OUn4FLJII9HcNF4q1pJrpbuMa/aws-mcp-servers-part-1-your-ai-assistants-gateway-to-real-time-aws-knowledge"}]}
{"engine": "perplexity", "model": "sonar", "index": 6, "phrasing": "Best MCP server to connect AI agents to Amazon Web Services data stores", "citations": ["https://aws.amazon.com/blogs/database/supercharging-aws-database-development-with-aws-mcp-servers/", "https://awslabs.github.io/mcp/", "https://www.sketricgen.ai/blog/best-mcp-servers-guide-2026", "https://github.com/awslabs/mcp/", "https://www.infoworld.com/article/4181843/10-mcp-servers-to-connect-llms-with-databases.html", "https://github.com/awslabs/mcp", "https://aws.amazon.com/blogs/aws/the-aws-mcp-server-is-now-generally-available/", "https://www.reddit.com/r/mcp/comments/1plkqcq/which_aws_mcp_can_help_me_reviewexplain_my/", "https://enterprisedna.co/directories/mcp/awslabs-mcp/", "https://www.satitechnology.com/blog/aws-mcp-servers-claude-code-45-ai-tools/", "https://www.linkedin.com/pulse/top-5-mcp-servers-supercharge-your-cloud-infrastructure-nonmc", "https://www.stainless.com/mcp/10-best-mcp-servers-for-developers/", "https://blog.logrocket.com/top-15-mcp-servers-ai-projects/", "https://github.com/wong2/awesome-mcp-servers/blob/main/README.md", "https://aws.amazon.com/blogs/big-data/accelerating-development-with-the-aws-data-processing-mcp-server-and-agent/", "https://github.com/tolkonepiu/best-of-mcp-servers", "https://builder.aws.com/content/3Cibp7Odv1cGosSZsg8b7Tt5B9Z/aws-mcp-servers-part-3-build-smarter-query-faster", "https://hub.docker.com/r/mcp/aws-dataprocessing-mcp-server"], "search_results": [{"date": "2025-06-27", "last_updated": "2026-08-13", "place_metadata": null, "snippet": "Refer to Installing Claude for Desktop to learn more.\n...\n3. Select **claude_desktop_config.json**.", "source": "web", "title": "Supercharging AWS database development with AWS MCP servers", "url": "https://aws.amazon.com/blogs/database/supercharging-aws-database-development-with-aws-mcp-servers/"}, {"date": null, "last_updated": "2026-08-14", "place_metadata": null, "snippet": "Complete DynamoDB operations and table management\n...\nPostgreSQL database operations via RDS Data API", "source": "web", "title": "Welcome to Open Source MCP Servers for AWS", "url": "https://awslabs.github.io/mcp/"}, {"date": "2026-06-24", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "|Server|Category|Best For|Setup Difficulty|Official?|\n...\nThe AWS MCP suite covers:\n|Server|What It Does|\n|--|--|\n|AWS Documentation MCP|Gives agents access to AWS docs and API references|\n|Amazon Bedrock MCP|Lets agents invoke Bedrock models and manage knowledge bases|\n|Amazon S3 MCP|Read, write, a...", "source": "web", "title": "Aws Mcp Servers: The Growing...", "url": "https://www.sketricgen.ai/blog/best-mcp-servers-guide-2026"}, {"date": "2025-03-21", "last_updated": "2025-08-20", "place_metadata": null, "snippet": "|Server Name|Description|Install|\n...\n|AWS Data Processing MCP Server|Comprehensive data processing tools and real-time pipeline visibility across AWS Glue and Amazon EMR-EC2| |", "source": "web", "title": "GitHub - awslabs/mcp: AWS MCP Servers — helping you get the most out of AWS, wherever you use MCP.", "url": "https://github.com/awslabs/mcp/"}, {"date": "2026-06-08", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "One of these vendors is Amazon Web Services (AWS), which offers official MCP servers for Amazon Aurora, its managed relational database service compatible with both MySQL and PostgreSQL.", "source": "web", "title": "10 MCP servers to connect LLMs with databases | InfoWorld", "url": "https://www.infoworld.com/article/4181843/10-mcp-servers-to-connect-llms-with-databases.html"}, {"date": "2025-03-21", "last_updated": "2026-03-17", "place_metadata": null, "snippet": "mcp ** Public\ngenerated from amazon-archives/__template_Apache-2.0", "source": "web", "title": "awslabs/mcp: Open source MCP Servers for AWS - GitHub", "url": "https://github.com/awslabs/mcp"}, {"date": "2026-05-06", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "I’m happy to announce the general availability of the AWS MCP Server, a managed remote Model Context Protocol (MCP) server that gives AI agents and coding assistants secure, authenticated access to all AWS services through a small, fixed set of tools.", "source": "web", "title": "The AWS MCP Server is now generally available", "url": "https://aws.amazon.com/blogs/aws/the-aws-mcp-server-is-now-generally-available/"}, {"date": "2025-12-13", "last_updated": "2026-02-20", "place_metadata": null, "snippet": "Begin with a straightforward command \"list EC2 across all profiles\" to see how it manages the discovery process.", "source": "web", "title": "Which AWS MCP can help me review/explain my infrastructure (i ...", "url": "https://www.reddit.com/r/mcp/comments/1plkqcq/which_aws_mcp_can_help_me_reviewexplain_my/"}, {"date": "2026-06-01", "last_updated": "2026-08-08", "place_metadata": null, "snippet": "MCP server for AWS infrastructure analysis — Lambda, DynamoDB, SQS, PostgreSQL, MongoDB, EventBridge & more.", "source": "web", "title": "awslabs/mcp — MCP Servers · Directories by Enterprise DNA", "url": "https://enterprisedna.co/directories/mcp/awslabs-mcp/"}, {"date": "2025-07-11", "last_updated": "2026-08-08", "place_metadata": null, "snippet": "Download Claude Code from claude.ai/code for your operating system.\n...\n**💡 Pro Tip**: Use `-s project` to create a `.mcp.json` file in your project root.", "source": "web", "title": "AWS MCP Servers for Claude Code: Overview of 45+ AI ...", "url": "https://www.satitechnology.com/blog/aws-mcp-servers-claude-code-45-ai-tools/"}, {"date": "2026-03-17", "last_updated": "2026-07-13", "place_metadata": null, "snippet": "There's no single best MCP server — there's the best one for your stack, your team, and your security requirements.", "source": "web", "title": "Top 5 MCP Servers to Supercharge Your Cloud ...", "url": "https://www.linkedin.com/pulse/top-5-mcp-servers-supercharge-your-cloud-infrastructure-nonmc"}, {"date": null, "last_updated": "2026-08-14", "place_metadata": null, "snippet": "Postgres MCP allows AI models to interact directly with PostgreSQL databases using SQL.", "source": "web", "title": "10 Best MCP Servers For Developers - Stainless", "url": "https://www.stainless.com/mcp/10-best-mcp-servers-for-developers/"}, {"date": "2026-07-15", "last_updated": "2026-08-11", "place_metadata": null, "snippet": "|Server Name|Primary Use Case|Key Features|Installation Method|Authentication|Transport|Official vs Community|Pricing/Free Tier|\n...\n|Azure MCP Server|Cloud service integration|Storage, Cosmos DB, Log Analytics, App Config|npx package|Azure credentials (automatic)|stdio, Streamable HTTP|Official (Mi...", "source": "web", "title": "The top 15 MCP servers for your AI projects", "url": "https://blog.logrocket.com/top-15-mcp-servers-ai-projects/"}, {"date": "2024-11-28", "last_updated": "2026-05-31", "place_metadata": null, "snippet": "- ** SingleStore ** - Interact with the SingleStore database platform", "source": "web", "title": "Community Servers", "url": "https://github.com/wong2/awesome-mcp-servers/blob/main/README.md"}, {"date": "2025-07-22", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "2. Open Claude Desktop and navigate to **Settings** (gear icon in the bottom left).\n3. Go to the **Developer** tab and configure your MCP server by adding same configuration as step 3 in Q CLI setup.\n4. Restart Claude Desktop to activate the MCP server connection.", "source": "web", "title": "Accelerating development with the AWS Data Processing MCP ...", "url": "https://aws.amazon.com/blogs/big-data/accelerating-development-with-the-aws-data-processing-mcp-server-and-agent/"}, {"date": "2025-08-01", "last_updated": "2025-10-19", "place_metadata": null, "snippet": "**awslabs/mcp** (🥇26 · ⭐ 6.7K) - AWS MCP servers for seamless integration with AWS services and resources.", "source": "web", "title": "tolkonepiu/best-of-mcp-servers", "url": "https://github.com/tolkonepiu/best-of-mcp-servers"}, {"date": "2026-04-23", "last_updated": "2026-07-10", "place_metadata": null, "snippet": "You can provide a way better UX than this when your app throws errors by providing your own\n...\nor\n```\n...\n```", "source": "web", "title": "AWS MCP Servers Part 3: Build Smarter, Query Faster", "url": "https://builder.aws.com/content/3Cibp7Odv1cGosSZsg8b7Tt5B9Z/aws-mcp-servers-part-3-build-smarter-query-faster"}, {"date": "2025-11-06", "last_updated": "2026-08-04", "place_metadata": null, "snippet": "|`list_s3_buckets`|List S3 buckets that have 'glue' in their name and are in the specified region.|", "source": "web", "title": "mcp/aws-dataprocessing-mcp-server - Docker Image", "url": "https://hub.docker.com/r/mcp/aws-dataprocessing-mcp-server"}]}
{"engine": "perplexity", "model": "sonar", "index": 7, "phrasing": "Which MCP server allows LLMs to query AWS DynamoDB and S3 safely?", "citations": ["https://aws.amazon.com/blogs/security/secure-ai-agent-access-patterns-to-aws-resources-using-model-context-protocol/", "https://docs.aws.amazon.com/solutions/deploying-model-context-protocol-servers-on-aws/", "https://docs.aws.amazon.com/agent-toolkit/latest/userguide/data-protection.html", "https://awslabs.github.io/mcp/", "https://playbooks.com/mcp/rishikavikondala/mcp-server-aws", "https://aws.amazon.com/blogs/aws/the-aws-mcp-server-is-now-generally-available/", "https://aws.amazon.com/blogs/security/understanding-iam-for-managed-aws-mcp-servers/", "https://awslabs.github.io/mcp/servers/s3-tables-mcp-server", "https://go-cloud.io/aws-mcp-server/", "https://mcpplaygroundonline.com/blog/aws-mcp-servers", "https://awslabs.github.io/mcp/servers/dynamodb-mcp-server", "https://docs.aws.amazon.com/prescriptive-guidance/latest/mcp-deployment-patterns-on-aws/resources.html", "https://github.com/samuraikun/aws-s3-mcp", "https://docs.aws.amazon.com/quick/latest/userguide/mcp-integration.html", "https://github.com/aws-samples/sample-mcp-server-s3", "https://mcpservers.org/servers/gangadharrr/aws-s3-mcp", "https://github.com/imankamyabi/dynamodb-mcp-server", "https://aws.amazon.com/blogs/machine-learning/unlocking-the-power-of-model-context-protocol-mcp-on-aws/", "https://github.com/awslabs/mcp", "https://stackoverflow.com/questions/79650623/how-to-install-amazon-dynamodb-mcp-server"], "search_results": [{"date": "2026-04-14", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "This means a deny policy like `“Condition\": {\"Bool\": {\"aws:ViaAWSMCPService\": “true\"}}` blocks the agent when it calls Amazon S3 through a managed MCP server, but doesn’t block the same agent when it runs the equivalent AWS CLI command through a bash tool.\n...\nStart with principle 1.\nAudit current a...", "source": "web", "title": "Secure AI agent access patterns to AWS resources using ...", "url": "https://aws.amazon.com/blogs/security/secure-ai-agent-access-patterns-to-aws-resources-using-model-context-protocol/"}, {"date": null, "last_updated": "2026-08-14", "place_metadata": null, "snippet": "Amazon Cognito provides OAuth 2.0 authentication with the authorization code grant flow, enabling secure machine-to-machine communication with MCP servers.", "source": "web", "title": "Guidance for Deploying Model Context Protocol Servers on ...", "url": "https://docs.aws.amazon.com/solutions/deploying-model-context-protocol-servers-on-aws/"}, {"date": null, "last_updated": "2026-05-18", "place_metadata": null, "snippet": "AWS MCP Server is a stateless proxy that executes AWS API calls on your behalf.\nThe service does not\nuse any persistent storage services such as Amazon S3, DynamoDB, Amazon EBS, or Amazon SQS to store customer content.\n...\nHowever, your source\ndata in Amazon S3 remains protected by whatever encrypti...", "source": "web", "title": "Data protection in AWS MCP Server - Agent Toolkit for AWS", "url": "https://docs.aws.amazon.com/agent-toolkit/latest/userguide/data-protection.html"}, {"date": null, "last_updated": "2026-08-14", "place_metadata": null, "snippet": "Built with safety and control in mind: syntactically validated API calls, IAM-based permissions with zero credential exposure, and complete CloudTrail audit logging.\n...\n### Amazon DynamoDB MCP Server\nData & AnalyticsAutonomous Background Agents\nComplete DynamoDB operations and table management\n### ...", "source": "web", "title": "Welcome to Open Source MCP Servers for AWS", "url": "https://awslabs.github.io/mcp/"}, {"date": "2025-12-07", "last_updated": "2026-03-29", "place_metadata": null, "snippet": "Provides MCP endpoints to manage AWS S3 and DynamoDB with automated operation auditing.\n...\nThis MCP server implements a Model Context Protocol interface for AWS operations, enabling automated auditing of S3 and DynamoDB actions.\nYou can run it locally and connect via an MCP client to perform common...", "source": "web", "title": "AWS MCP Server - playbooks", "url": "https://playbooks.com/mcp/rishikavikondala/mcp-server-aws"}, {"date": "2026-05-06", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "I’m happy to announce the general availability of the AWS MCP Server, a managed remote Model Context Protocol (MCP) server that gives AI agents and coding assistants secure, authenticated access to all AWS services through a small, fixed set of tools.", "source": "web", "title": "The AWS MCP Server is now generally available", "url": "https://aws.amazon.com/blogs/aws/the-aws-mcp-server-is-now-generally-available/"}, {"date": "2026-03-02", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "In another example, you can allow AI agents using AWS MCP Server to read Amazon Simple Storage Service (Amazon S3) buckets but deny delete operations.\nThe AWS MCP Server provides the aws___call_aws tool, which can execute any AWS API operation, including Amazon S3 operations:\n...\n\"Sid\": \"AllowS3Read...", "source": "web", "title": "Using Iam With Mcp Servers...", "url": "https://aws.amazon.com/blogs/security/understanding-iam-for-managed-aws-mcp-servers/"}, {"date": null, "last_updated": "2026-05-30", "place_metadata": null, "snippet": "An AWS Labs Model Context Protocol (MCP) server for AWS S3 Tables that enables AI assistants to interact with S3-based table storage.\n...\nThe S3 Tables MCP Server simplifies the management of S3-based tables by providing capabilities to create and query tables, generate tables directly from CSV file...", "source": "web", "title": "AWS S3 Tables MCP Server", "url": "https://awslabs.github.io/mcp/servers/s3-tables-mcp-server"}, {"date": "2026-06-08", "last_updated": "2026-06-24", "place_metadata": null, "snippet": "- Security pattern: Always deploy the S3 MCP server with a scoped IAM role that restricts access to specific bucket ARNs.\nNever grant s3:* to an MCP server role — it is a massive blast radius if the server process is compromised.\n...\nThe DynamoDB MCP server enables AI agents to query, scan, and writ...", "source": "web", "title": "How to Build and Deploy an AWS MCP Server", "url": "https://go-cloud.io/aws-mcp-server/"}, {"date": "2026-01-13", "last_updated": "2026-02-15", "place_metadata": null, "snippet": "Comprehensive AWS integration supporting S3, Lambda, DynamoDB, and more:\n...\n\"mcpServers\": {\n\"s3\": {\n\"command\": \"npx\",\n\"args\": [\"-y\", \"mcp-server-s3\"],\n...\n|Service|Operations|\n|--|--|\n...\n|DynamoDB|Query/scan tables, put/get/delete items, create tables, batch operations|", "source": "web", "title": "AWS MCP Servers - Complete Guide to Amazon Web Services MCP ...", "url": "https://mcpplaygroundonline.com/blog/aws-mcp-servers"}, {"date": null, "last_updated": "2026-08-07", "place_metadata": null, "snippet": "**For RDS Data API-based access:**\n```\n{\n\"mcpServers\": {\n\"awslabs-dynamodb-mcp-server\": {\n\"command\": \"uvx\",\n\"args\": [\"awslabs.dynamodb-mcp-server@latest\"],\n\"env\": {\n\"AWS_PROFILE\": \"default\",\n\"AWS_REGION\": \"us-west-2\",\n\"FASTMCP_LOG_LEVEL\": \"ERROR\",\n\"MYSQL_CLUSTER_ARN\": \"arn:aws:rds:$REGION:$ACCOUNT_I...", "source": "web", "title": "Amazon DynamoDB MCP Server", "url": "https://awslabs.github.io/mcp/servers/dynamodb-mcp-server"}, {"date": null, "last_updated": "2026-08-04", "place_metadata": null, "snippet": "- Native service integration: AWS SDK enables seamless access to S3, DynamoDB, RDS, Bedrock, and other AWS services.", "source": "web", "title": "Why deploy MCP servers on AWS", "url": "https://docs.aws.amazon.com/prescriptive-guidance/latest/mcp-deployment-patterns-on-aws/resources.html"}, {"date": "2025-03-15", "last_updated": "2025-09-01", "place_metadata": null, "snippet": "An Amazon S3 Model Context Protocol (MCP) server that provides tools for interacting with S3 buckets and objects.\n...\nThis MCP server allows Large Language Models (LLMs) like Claude to interact with AWS S3 storage.\nIt provides tools for:\n- Listing available S3 buckets\n- Listing objects within a buck...", "source": "web", "title": "MCP server to integrate AWS S3 and LLM - GitHub", "url": "https://github.com/samuraikun/aws-s3-mcp"}, {"date": null, "last_updated": "2026-07-18", "place_metadata": null, "snippet": "The integration secures these connections by using Proof Key for Code Exchange (PKCE) with the S256 challenge method and Resource Indicators (RFC 8707) to bind access tokens to specific MCP servers.", "source": "web", "title": "Model Context Protocol (MCP) integration - Amazon Quick", "url": "https://docs.aws.amazon.com/quick/latest/userguide/mcp-integration.html"}, {"date": "2024-12-23", "last_updated": "2025-08-14", "place_metadata": null, "snippet": "An MCP server implementation for retrieving data such as PDF's from S3.\n...\nExpose AWS S3 Data through **Resources**.\n(think of these sort of like GET endpoints; they are used to load information into the LLM's context).\n...\n1. Obtain AWS access key ID, secret access key, and region from the AWS Man...", "source": "web", "title": "GitHub - aws-samples/sample-mcp-server-s3", "url": "https://github.com/aws-samples/sample-mcp-server-s3"}, {"date": "2023-01-15", "last_updated": "2026-06-12", "place_metadata": null, "snippet": "An MCP server for managing files and buckets on AWS S3.\nRequires AWS credentials for authentication.\n...\nA Model Context Protocol (MCP) server that gives AI assistants (Claude, Cursor, etc.) direct access to AWS S3 — enabling them to list, upload, download, and manage S3 buckets and objects through ...", "source": "web", "title": "AWS S3 MCP Server", "url": "https://mcpservers.org/servers/gangadharrr/aws-s3-mcp"}, {"date": "2025-01-07", "last_updated": "2025-08-20", "place_metadata": null, "snippet": "A Model Context Protocol server for managing Amazon DynamoDB resources.\nThis server provides tools for table management, capacity management, and data operations.", "source": "web", "title": "GitHub - imankamyabi/dynamodb-mcp-server: Model Context Protocol server for managing Amazon DynamoDB resources", "url": "https://github.com/imankamyabi/dynamodb-mcp-server"}, {"date": "2025-06-03", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "- **Amazon Simple Storage (Amazon S3) buckets** containing documents, images, and unstructured data\n- **Amazon DynamoDB tables** storing structured business information", "source": "web", "title": "Unlocking the power of Model Context Protocol (MCP) on AWS", "url": "https://aws.amazon.com/blogs/machine-learning/unlocking-the-power-of-model-context-protocol-mcp-on-aws/"}, {"date": "2025-03-21", "last_updated": "2026-03-17", "place_metadata": null, "snippet": "awslabs / **\nmcp ** Public\ngenerated from amazon-archives/__template_Apache-2.0", "source": "web", "title": "awslabs/mcp: Open source MCP Servers for AWS", "url": "https://github.com/awslabs/mcp"}, {"date": "2025-06-03", "last_updated": "2026-03-20", "place_metadata": null, "snippet": "MCP servers can be used with a valid MCP client - Cursor, Claude code, etc.", "source": "web", "title": "How to install Amazon DynamoDB MCP Server?", "url": "https://stackoverflow.com/questions/79650623/how-to-install-amazon-dynamodb-mcp-server"}]}
{"engine": "perplexity", "model": "sonar", "index": 8, "phrasing": "We are building an AI dev tool that needs read-only access to AWS architecture via MCP. What MCP server implementation is best?", "citations": ["https://docs.aws.amazon.com/pdfs/prescriptive-guidance/latest/mcp-strategies/mcp-strategies.pdf", "https://docs.aws.amazon.com/prescriptive-guidance/latest/mcp-deployment-patterns-on-aws/", "https://docs.aws.amazon.com/solutions/deploying-model-context-protocol-servers-on-aws/", "https://github.com/awslabs/mcp", "https://awslabs.github.io/mcp/servers/aws-serverless-mcp-server", "https://github.com/aws-solutions-library-samples/guidance-for-deploying-model-context-protocol-servers-on-aws", "https://aws.amazon.com/blogs/compute/introducing-aws-serverless-mcp-server-ai-powered-development-for-modern-applications/", "https://aws.amazon.com/blogs/aws/the-aws-mcp-server-is-now-generally-available/", "https://hidekazu-konishi.com/entry/mcp_server_aws_lambda_complete_guide.html", "https://github.com/awslabs/mcp/blob/main/DESIGN_GUIDELINES.md", "https://aws.amazon.com/blogs/containers/deploying-model-context-protocol-mcp-servers-on-amazon-ecs/", "https://www.satitechnology.com/blog/aws-mcp-servers-claude-code-45-ai-tools/", "https://builder.aws.com/content/3AhUQwsagNYcNcTAGa7X9aqDUAD/10-best-practices-to-secure-mcp-servers", "https://dev.to/dxsim/deploying-mcp-servers-on-aws-serverlessly-3eb8", "https://go-cloud.io/aws-mcp-server/", "https://dev.to/aws-builders/mcp-server-with-aws-lambda-and-http-api-gateway-1j49", "https://github.com/awslabs/run-model-context-protocol-servers-with-aws-lambda", "https://dev.to/lucasbrogni1/building-an-mcp-server-on-aws-lambda-complete-serverless-architecture-guide-56jm", "https://awslabs.github.io/mcp/", "https://aws.amazon.com/blogs/machine-learning/unlocking-the-power-of-model-context-protocol-mcp-on-aws/"], "search_results": [{"date": null, "last_updated": "2026-08-09", "place_metadata": null, "snippet": "For example, AWS provides the AWS\nMCP Server, a managed remote MCP server that provides AI assistants and agents with secure, \nauthenticated access to AWS services through natural language interactions.\n...\nrecommended that you implement guardrails at the agent level that restrict which MCP servers ...", "source": "web", "title": "AWS Prescriptive Guidance - Model Context Protocol strategies ...", "url": "https://docs.aws.amazon.com/pdfs/prescriptive-guidance/latest/mcp-strategies/mcp-strategies.pdf"}, {"date": null, "last_updated": "2026-08-05", "place_metadata": null, "snippet": "This prescriptive guidance provides architecture patterns and implementation approaches for deploying MCP servers on AWS using AWS Lambda with Amazon API Gateway, Amazon Elastic Container Service (Amazon ECS), and Amazon Elastic Kubernetes Service (Amazon EKS) and others.", "source": "web", "title": "Model Context Protocol (MCP) Deployment Patterns on AWS", "url": "https://docs.aws.amazon.com/prescriptive-guidance/latest/mcp-deployment-patterns-on-aws/"}, {"date": null, "last_updated": "2026-08-14", "place_metadata": null, "snippet": "This Guidance demonstrates how to securely run Model Context Protocol (MCP) servers on the AWS Cloud using containerized architecture.", "source": "web", "title": "Guidance for Deploying Model Context Protocol Servers on ...", "url": "https://docs.aws.amazon.com/solutions/deploying-model-context-protocol-servers-on-aws/"}, {"date": "2025-03-21", "last_updated": "2026-03-17", "place_metadata": null, "snippet": "mcp ** Public\ngenerated from amazon-archives/__template_Apache-2.0", "source": "web", "title": "awslabs/mcp: Open source MCP Servers for AWS - GitHub", "url": "https://github.com/awslabs/mcp"}, {"date": null, "last_updated": "2026-08-13", "place_metadata": null, "snippet": "The AWS Serverless Model Context Protocol (MCP) Server is an open-source tool that combines AI assistance with serverless expertise to streamline how developers build serverless applications.\n...\nEnables write access mode, which allows mutating operations and creation of public resources.\nBy default...", "source": "web", "title": "AWS Serverless MCP Server", "url": "https://awslabs.github.io/mcp/servers/aws-serverless-mcp-server"}, {"date": "2025-05-08", "last_updated": "2025-11-28", "place_metadata": null, "snippet": "This guidance demonstrates how to deploy Model Context Protocol (MCP) servers on AWS with secure authentication using Amazon Cognito, implementing the **2025-06-18 MCP specification** with OAuth 2.0 Protected Resource Metadata (RFC9728).", "source": "web", "title": "GitHub - aws-solutions-library-samples/guidance-for-deploying-model-context-protocol-servers-on-aws: This Guidance demonstrates how to securely run Model Context Protocol (MCP) servers on the AWS Cloud using containerized architecture. It helps organizations implement industry-standard OAuth 2.0 authentication while protecting server deployments with multiple security layers, including content delivery networks and web application firewalls.", "url": "https://github.com/aws-solutions-library-samples/guidance-for-deploying-model-context-protocol-servers-on-aws"}, {"date": "2025-05-29", "last_updated": "2026-08-13", "place_metadata": null, "snippet": "The Serverless MCP Server incorporates built-in guardrails to ensure secure and controlled development.\nBy default, the MCP server operates in a read-only mode, allowing only non-mutating actions.\nThis safety-first approach allows you to explore serverless capabilities and architectural patterns whi...", "source": "web", "title": "Introducing AWS Serverless MCP Server: AI-powered development ...", "url": "https://aws.amazon.com/blogs/compute/introducing-aws-serverless-mcp-server-ai-powered-development-for-modern-applications/"}, {"date": "2026-05-06", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "I’m happy to announce the general availability of the AWS MCP Server, a managed remote Model Context Protocol (MCP) server that gives AI agents and coding assistants secure, authenticated access to all AWS services through a small, fixed set of tools.\n...\nYou can use IAM policies or Service Control ...", "source": "web", "title": "The AWS MCP Server is now generally available", "url": "https://aws.amazon.com/blogs/aws/the-aws-mcp-server-is-now-generally-available/"}, {"date": "2026-04-28", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "First, OAuth 2.1 with Cognito as the authorization server, RFC 9728 Protected Resource Metadata published from the same HTTP API, and RFC 8707 audience binding enforced per request (§11) — skipping any of these turns the server into a confused-deputy waiting to happen.", "source": "web", "title": "6. Tool Annotations And...", "url": "https://hidekazu-konishi.com/entry/mcp_server_aws_lambda_complete_guide.html"}, {"date": "2025-03-21", "last_updated": "2026-03-19", "place_metadata": null, "snippet": "2. Allow region configuration via `AWS_REGION` environment variable\n3. Provide clear error messages for authentication failures", "source": "web", "title": "mcp/DESIGN_GUIDELINES.md at main · awslabs/mcp - GitHub", "url": "https://github.com/awslabs/mcp/blob/main/DESIGN_GUIDELINES.md"}, {"date": "2026-04-14", "last_updated": "2026-08-13", "place_metadata": null, "snippet": "|Component|Technology|Role|\n...\n|**MCP Server**|FastMCP on Amazon ECS|Exposes product catalog as MCP tools over Streamable HTTP|", "source": "web", "title": "Deploying Model Context Protocol (MCP) servers on ...", "url": "https://aws.amazon.com/blogs/containers/deploying-model-context-protocol-mcp-servers-on-amazon-ecs/"}, {"date": "2025-07-11", "last_updated": "2026-08-08", "place_metadata": null, "snippet": "Every MCP server includes:\n- 🔐 **Read-only modes** for production safety\n- 🛡️ **Built-in security scanning** (CDK Nag, Checkov)\n- 📝 **Audit trails** for compliance\n- 🔑 **IAM best practices** enforced automatically\n- 🚦 **Approval workflows** for sensitive operations\n…\n...\nUse read-only modes, test in...", "source": "web", "title": "AWS MCP Servers for Claude Code: Overview of 45+ AI-Powered ...", "url": "https://www.satitechnology.com/blog/aws-mcp-servers-claude-code-45-ai-tools/"}, {"date": "2026-04-30", "last_updated": "2026-07-14", "place_metadata": null, "snippet": "You can provide a way better UX than this when your app throws errors by providing your own `ErrorBoundary` or `errorElement` prop on your route.", "source": "web", "title": "10 Best Practices to Secure MCP Servers | AWS Builder Center", "url": "https://builder.aws.com/content/3AhUQwsagNYcNcTAGa7X9aqDUAD/10-best-practices-to-secure-mcp-servers"}, {"date": "2025-05-25", "last_updated": "2026-03-22", "place_metadata": null, "snippet": "You can choose the embedded route where you directly create these servers through the base framework (ie FastMCP for Pythonistas) or relegate the creation to higher order modules (ie FastAgent)", "source": "web", "title": "Deploying MCP Servers on AWS.. Serverlessly", "url": "https://dev.to/dxsim/deploying-mcp-servers-on-aws-serverlessly-3eb8"}, {"date": "2026-06-08", "last_updated": "2026-06-24", "place_metadata": null, "snippet": "The AWS Documentation MCP server is the recommended first server to deploy — it gives your AI agent access to the full AWS documentation corpus and is low-risk with no write permissions:\n...\n# server.py — minimal custom AWS MCP server\nfrom awslabs.mcp import FastMCP\nimport boto3\nfrom typing import A...", "source": "web", "title": "How to Build and Deploy an AWS MCP Server - GoCloud", "url": "https://go-cloud.io/aws-mcp-server/"}, {"date": "2025-05-04", "last_updated": "2026-06-25", "place_metadata": null, "snippet": "I build an MCP Server and deploy it as the AWS Lambda function behind HTTP Gateway.", "source": "web", "title": "MCP Server with AWS Lambda and HTTP Api Gateway", "url": "https://dev.to/aws-builders/mcp-server-with-aws-lambda-and-http-api-gateway-1j49"}, {"date": "2025-03-21", "last_updated": "2025-09-17", "place_metadata": null, "snippet": "This project enables you to run Model Context Protocol stdio-based servers in AWS Lambda functions.", "source": "web", "title": "awslabs/run-model-context-protocol-servers-with-aws ...", "url": "https://github.com/awslabs/run-model-context-protocol-servers-with-aws-lambda"}, {"date": "2026-02-02", "last_updated": "2026-02-07", "place_metadata": null, "snippet": "### 1.\nStart with the Tool Schema\nBefore writing any code, define your tool schemas:\n...\n### 2.\nUse Zod for Runtime Validation\nTypeScript types vanish at runtime.\nUse Zod for actual validation:\n...\n### 4.\nUse Factory Functions for Dependency Injection\nAvoid global state.\nUse factories:\n...\n### 8.\nTe...", "source": "web", "title": "Building an MCP Server on AWS Lambda", "url": "https://dev.to/lucasbrogni1/building-an-mcp-server-on-aws-lambda-complete-serverless-architecture-guide-56jm"}, {"date": null, "last_updated": "2026-08-14", "place_metadata": null, "snippet": "An MCP Server is a lightweight program that exposes specific capabilities through the standardized Model Context Protocol.", "source": "web", "title": "Welcome to Open Source MCP Servers for AWS", "url": "https://awslabs.github.io/mcp/"}, {"date": "2025-06-03", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "**Implementation steps:**\n1. Identify a high-value use case where AI needs access to enterprise data\n2. Select the appropriate MCP servers for your data sources\n3. Set up a development environment with local MCP implementations\n4. Integrate with Amazon Bedrock using the patterns described in this po...", "source": "web", "title": "Practical Implementation...", "url": "https://aws.amazon.com/blogs/machine-learning/unlocking-the-power-of-model-context-protocol-mcp-on-aws/"}]}
{"engine": "perplexity", "model": "sonar", "index": 9, "phrasing": "Top open source MCP servers for AWS integration", "citations": ["https://awslabs.github.io/mcp/", "https://github.com/Rodert/awesome-mcp", "https://github.com/awslabs/mcp", "https://blog.logrocket.com/top-15-mcp-servers-ai-projects/", "https://awslabs.github.io/mcp/servers", "https://github.com/ever-works/awesome-mcp-servers", "https://enterprisedna.co/directories/mcp/awslabs-mcp/", "https://github.com/tolkonepiu/best-of-mcp-servers", "https://github.com/aswinthulasir/mcp-all-servers", "https://ithub.global.ssl.fastly.net/awslabs/mcp", "https://www.shareuhack.com/en/posts/best-mcp-servers-guide-2026", "https://aws.amazon.com/blogs/compute/introducing-aws-serverless-mcp-server-ai-powered-development-for-modern-applications/", "https://aws.amazon.com/blogs/machine-learning/introducing-aws-mcp-servers-for-code-assistants-part-1/", "https://aws.amazon.com/blogs/big-data/accelerating-development-with-the-aws-data-processing-mcp-server-and-agent/", "https://aws.amazon.com/about-aws/whats-new/2025/10/aws-api-mcp-server-v1-0-0-release/", "https://mcpservers.org/", "https://aws.amazon.com/blogs/aws/the-aws-mcp-server-is-now-generally-available/", "https://www.truefoundry.com/blog/aws-mcp-gateway-alternatives", "https://aws.amazon.com/blogs/machine-learning/unlocking-the-power-of-model-context-protocol-mcp-on-aws/", "https://awslabs.github.io/mcp/servers/aws-api-mcp-server"], "search_results": [{"date": null, "last_updated": "2026-08-14", "place_metadata": null, "snippet": "- **⚡ Core**: Flexible open-source servers for broad AWS access and task orchestration\n...\nShowing 62 of 62 servers", "source": "web", "title": "Welcome to Open Source MCP Servers for AWS", "url": "https://awslabs.github.io/mcp/"}, {"date": "2025-11-22", "last_updated": "2026-06-01", "place_metadata": null, "snippet": "97. ** mcp ** - ⭐ 9,162 Open source MCP Servers for AWS", "source": "web", "title": "Rodert/awesome-mcp: A curated list of MCP servers ...", "url": "https://github.com/Rodert/awesome-mcp"}, {"date": "2025-03-21", "last_updated": "2026-03-17", "place_metadata": null, "snippet": "mcp ** Public\ngenerated from amazon-archives/__template_Apache-2.0", "source": "web", "title": "awslabs/mcp: Open source MCP Servers for AWS - GitHub", "url": "https://github.com/awslabs/mcp"}, {"date": "2026-07-15", "last_updated": "2026-08-11", "place_metadata": null, "snippet": "Below is a comparison table of the 15 servers this guide covers, showing their transports, authentication, and hosting at a glance.\n|Server Name|Primary Use Case|Key Features|Installation Method|Authentication|Transport|Official vs Community|Pricing/Free Tier|\n...\n|GitHub MCP Server|Code automation ...", "source": "web", "title": "The top 15 MCP servers for your AI projects", "url": "https://blog.logrocket.com/top-15-mcp-servers-ai-projects/"}, {"date": null, "last_updated": "2026-08-08", "place_metadata": null, "snippet": "Browse all available MCP Servers for AWS.\nUse the filters and search to find the servers you need.", "source": "web", "title": "Available MCP Servers - Open Source at AWS", "url": "https://awslabs.github.io/mcp/servers"}, {"date": "2025-05-14", "last_updated": "2025-07-14", "place_metadata": null, "snippet": "- AWS Lambda MCP Server - A community MCP Server for AWS Lambda that enables serverless cost tracking and automation of Lambda functions from within the MCP ecosystem.\n...\n- Aws MCP - A Model Context Protocol (MCP) server that enables direct interaction with AWS services using the AWS SDK v2, allowi...", "source": "web", "title": "GitHub - ever-works/awesome-mcp-servers: A curated list of the best MCP Servers, featuring top solutions, libraries, tools, and more. - https://mcpserver.works", "url": "https://github.com/ever-works/awesome-mcp-servers"}, {"date": "2026-06-01", "last_updated": "2026-08-08", "place_metadata": null, "snippet": "A collection of open-source Model Context Protocol (MCP) servers for AWS services, maintained by AWS Labs.", "source": "web", "title": "awslabs/mcp — MCP Servers · Directories by Enterprise DNA", "url": "https://enterprisedna.co/directories/mcp/awslabs-mcp/"}, {"date": "2025-08-01", "last_updated": "2025-10-19", "place_metadata": null, "snippet": "**awslabs/mcp** (🥇26 · ⭐ 6.7K) - AWS MCP servers for seamless integration with AWS services and resources.\n...\n**cloudflare/mcp-server-cloudflare** (🥇22 · ⭐ 3K) - Integration with Cloudflare services including Workers, KV, R2, and D1.\n...\n**alexei-led/aws-mcp-server** (🥉12 · ⭐ 160) - A lightweight b...", "source": "web", "title": "tolkonepiu/best-of-mcp-servers", "url": "https://github.com/tolkonepiu/best-of-mcp-servers"}, {"date": "2025-04-22", "last_updated": "2026-04-17", "place_metadata": null, "snippet": "This repository is a collection of *reference implementations* for the Model Context Protocol (MCP), as well as references to community built servers and additional resources.", "source": "web", "title": "GitHub - aswinthulasir/mcp-all-servers: All MCP servers including brave can be connected", "url": "https://github.com/aswinthulasir/mcp-all-servers"}, {"date": "2025-03-21", "last_updated": "2026-06-20", "place_metadata": null, "snippet": "|Server Name|Description|Install|\n...\n|AWS MCP Server (in preview)|Start here for secure, auditable AWS interactions!\nThis 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...", "source": "web", "title": "GitHub - awslabs/mcp: Open source MCP Servers for AWS", "url": "https://ithub.global.ssl.fastly.net/awslabs/mcp"}, {"date": "2026-07-16", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "My top recommendation for frontend/fullstack developers, and it's **completely free**.\n...\n## Token Cost Quick Reference: All 10 Servers\n|MCP Server|Scene|Token Cost|CLI Alternative|Free Option|\n|--|--|--|--|--|\n|GitHub MCP|Coding|Medium (7-32× CLI)|``` gh ``` CLI ✅|Needs GitHub PAT|\n|Context7 MCP|C...", "source": "web", "title": "Best MCP Servers 2026: Top 15 Ranked by Developer Use ...", "url": "https://www.shareuhack.com/en/posts/best-mcp-servers-guide-2026"}, {"date": "2025-05-29", "last_updated": "2026-08-13", "place_metadata": null, "snippet": "To get started, download the AWS Serverless MCP Server from GitHub or Python Package Index (PyPi) and follow the installation instructions.", "source": "web", "title": "Introducing AWS Serverless MCP Server: AI-powered development ...", "url": "https://aws.amazon.com/blogs/compute/introducing-aws-serverless-mcp-server-ai-powered-development-for-modern-applications/"}, {"date": "2025-04-01", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "You can download the AWS MCP Servers on GitHub or through the PyPI package manager.", "source": "web", "title": "Introducing AWS MCP Servers for code assistants (Part 1)", "url": "https://aws.amazon.com/blogs/machine-learning/introducing-aws-mcp-servers-for-code-assistants-part-1/"}, {"date": "2025-07-22", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "To address these challenges and enhance developer productivity, we’re excited to introduce the AWS Data Processing MCP Server, an open-source tool that uses the Model Context Protocol (MCP) to simplify analytics environment setup on AWS.\n...\nGet started today by accessing the open source code, docum...", "source": "web", "title": "Accelerating development with the AWS Data Processing MCP ...", "url": "https://aws.amazon.com/blogs/big-data/accelerating-development-with-the-aws-data-processing-mcp-server-and-agent/"}, {"date": "2025-10-01", "last_updated": "2026-05-05", "place_metadata": null, "snippet": "The AWS API MCP Server is open-source and available now.\nVisit the AWS Labs GitHub repository to view the source, download, and start experimenting with natural language interaction with AWS APIs today.", "source": "web", "title": "AWS API MCP Server v1.0.0 release", "url": "https://aws.amazon.com/about-aws/whats-new/2025/10/aws-api-mcp-server-v1-0-0-release/"}, {"date": "2026-07-08", "last_updated": "2026-07-27", "place_metadata": null, "snippet": "A collection of servers for the Model Context Protocol\nFeaturedAllOfficial 🌟SearchWeb ScrapingCommunicationProductivityMarketingDesignMemoryFinanceDevelopmentDatabaseCloud ServiceFile SystemCloud StorageVersion ControlOtherFeaturedAllOfficial 🌟SearchWeb ScrapingCommunicationProductivityMarketingDesi...", "source": "web", "title": "Awesome MCP Servers", "url": "https://mcpservers.org/"}, {"date": "2026-05-06", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "I’m happy to announce the general availability of the AWS MCP Server, a managed remote Model Context Protocol (MCP) server that gives AI agents and coding assistants secure, authenticated access to all AWS services through a small, fixed set of tools.", "source": "web", "title": "The AWS MCP Server is now generally available", "url": "https://aws.amazon.com/blogs/aws/the-aws-mcp-server-is-now-generally-available/"}, {"date": "2026-05-19", "last_updated": "2026-08-13", "place_metadata": null, "snippet": "**TrueFoundry MCP Gateway** ** ** stands as the premier enterprise-grade alternative to AWS MCP Gateway, offering a comprehensive solution that combines performance, security, and extensive functionality in a single platform.\n...\nTop alternatives include TrueFoundry, Docker’s container-native gatewa...", "source": "web", "title": "Top 5 AWS MCP Gateway Alternatives - Truefoundry", "url": "https://www.truefoundry.com/blog/aws-mcp-gateway-alternatives"}, {"date": "2025-06-03", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "**Implementation steps:**\n1. Identify a high-value use case where AI needs access to enterprise data\n2. Select the appropriate MCP servers for your data sources\n3. Set up a development environment with local MCP implementations\n4. Integrate with Amazon Bedrock using the patterns described in this po...", "source": "web", "title": "Unlocking the power of Model Context Protocol (MCP) on AWS", "url": "https://aws.amazon.com/blogs/machine-learning/unlocking-the-power-of-model-context-protocol-mcp-on-aws/"}, {"date": null, "last_updated": "2026-08-13", "place_metadata": null, "snippet": "The AWS API MCP Server enables AI assistants to interact with AWS services and resources through AWS CLI commands.", "source": "web", "title": "AWS API MCP Server - Open Source at AWS", "url": "https://awslabs.github.io/mcp/servers/aws-api-mcp-server"}]}
{"engine": "perplexity", "model": "sonar", "index": 10, "phrasing": "Which Model Context Protocol server works best for Amazon Bedrock LLMs?", "citations": ["https://www.cloudkeeper.com/insights/blog/model-context-protocol-mcp-server-amazon-bedrock", "https://thecraftman.medium.com/full-mcp-server-end-to-end-on-amazon-bedrock-agentcore-runtime-979d1d98a251", "https://aws.amazon.com/about-aws/whats-new/2025/10/open-source-mcp-server-amazon-bedrock-agentcore/", "https://aws.amazon.com/blogs/machine-learning/harness-the-power-of-mcp-servers-with-amazon-bedrock-agents/", "https://aws.amazon.com/blogs/machine-learning/unlocking-the-power-of-model-context-protocol-mcp-on-aws/", "https://aws.amazon.com/blogs/machine-learning/introducing-stateful-mcp-client-capabilities-on-amazon-bedrock-agentcore-runtime/", "https://awslabs.github.io/mcp/", "https://docs.aws.amazon.com/bedrock-agentcore/latest/devguide/runtime-mcp-protocol-contract.html", "https://github.com/awslabs/mcp/", "https://docs.aws.amazon.com/prescriptive-guidance/latest/semantic-layer-agentic-ai-ontology-reasoning-virtual-knowledge-graph/mcp-server.html", "https://github.com/madhukarkumar/anthropic-mcp-servers", "https://github.com/awslabs/mcp", "https://builder.aws.com/content/2iNqN9UdXdWogIiWkqkjoF3ql5G/model-context-protocol-server-integration-patterns-for-amazon-bedrock-agentcore", "https://aws.amazon.com/blogs/machine-learning/introducing-aws-mcp-servers-for-code-assistants-part-1/", "https://aws.amazon.com/blogs/containers/deploying-model-context-protocol-mcp-servers-on-amazon-ecs/", "https://aws.amazon.com/ko/blogs/tech/amazon-bedrock-agents-mcp-model-context-protocol/", "https://aws.amazon.com/blogs/machine-learning/extend-large-language-models-powered-by-amazon-sagemaker-ai-using-model-context-protocol/", "https://medium.com/@wael-saideni/building-production-ready-mcp-workflows-with-amazon-bedrock-agentcore-gateway-d8386db65df3", "https://www.linkedin.com/posts/jeffbarr_model-context-protocol-mcp-is-an-emerging-activity-7310676957325574144-QbPo"], "search_results": [{"date": "2025-09-25", "last_updated": "2026-08-11", "place_metadata": null, "snippet": "#### 1.\nAlways Have More Than One MCP Server\nJust like a single Aurora Reader causes downtime if it fails, a lone MCP server creates a single point of failure.\n- Always deploy redundant MCP servers for critical tasks.\n- Use fallback logic and exponential backoff in the client.\n- Use smaller or idle-...", "source": "web", "title": "Model Context Protocol (MCP) Server with Amazon Bedrock", "url": "https://www.cloudkeeper.com/insights/blog/model-context-protocol-mcp-server-amazon-bedrock"}, {"date": "2026-05-23", "last_updated": "2026-08-02", "place_metadata": null, "snippet": "In this tutorial, build a complete stateless MCP server that exposes tools, prompts, and resources, then deploy it to Amazon Bedrock AgentCore Runtime.\nThe result is a fully managed MCP endpoint that any MCP-compatible client — Claude Desktop, Cursor, custom Strands agents, LangGraph workflows — can...", "source": "web", "title": "Full MCP server end-to-end on Amazon Bedrock AgentCore ...", "url": "https://thecraftman.medium.com/full-mcp-server-end-to-end-on-amazon-bedrock-agentcore-runtime-979d1d98a251"}, {"date": "2025-10-02", "last_updated": "2026-08-11", "place_metadata": null, "snippet": "# Open Source Model Context Protocol (MCP) Server now available for Amazon Bedrock AgentCore\n...\nThe open-source MCP server is available globally via GitHub.", "source": "web", "title": "Open Source Model Context Protocol (MCP) Server now available ...", "url": "https://aws.amazon.com/about-aws/whats-new/2025/10/open-source-mcp-server-amazon-bedrock-agentcore/"}, {"date": "2025-04-01", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "Developed by Anthropic as an open protocol, MCP provides a standardized way to connect AI models to virtually any data source or tool.\nUsing a client-server architecture, MCP enables developers to expose their data through lightweight MCP servers while building AI applications as MCP clients that co...", "source": "web", "title": "Harness the power of MCP servers with Amazon Bedrock Agents", "url": "https://aws.amazon.com/blogs/machine-learning/harness-the-power-of-mcp-servers-with-amazon-bedrock-agents/"}, {"date": "2025-06-03", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "- **MCP servers** provide standardized access to specific data sources, whether that’s a GitHub repository, Slack workspace, or AWS service\n...\n**Implementation steps:**\n1. Identify a high-value use case where AI needs access to enterprise data\n2. Select the appropriate MCP servers for your data sou...", "source": "web", "title": "Practical Implementation...", "url": "https://aws.amazon.com/blogs/machine-learning/unlocking-the-power-of-model-context-protocol-mcp-on-aws/"}, {"date": "2026-04-09", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "- Sampling (request LLM-generated content from the client)\n- Progress notification (stream real-time updates)\n...\nModel Context Protocol (MCP) is an open standard defining how LLM applications connect with external tools and data sources.\n...\nmcp.run( transport=\"streamable-http\", host=\"0.0.0.0\", por...", "source": "web", "title": "Introducing stateful MCP client capabilities on Amazon Bedrock AgentCore Runtime | Amazon Web Services", "url": "https://aws.amazon.com/blogs/machine-learning/introducing-stateful-mcp-client-capabilities-on-amazon-bedrock-agentcore-runtime/"}, {"date": null, "last_updated": "2026-08-14", "place_metadata": null, "snippet": "### Amazon Bedrock Knowledge Bases Retrieval MCP Server\nAI & Machine LearningConversational Assistants\nQuery enterprise knowledge bases with citation support\n### Amazon Kendra Index MCP Server\n...\nModel Context Protocol (MCP) server for document parsing and content extraction\n### Amazon Bedrock Cust...", "source": "web", "title": "Welcome to Open Source MCP Servers for AWS", "url": "https://awslabs.github.io/mcp/"}, {"date": null, "last_updated": "2026-07-29", "place_metadata": null, "snippet": "Your MCP server must implement these specific protocol requirements:\n- **Transport** : Streamable-http transport is required.\nBy default, use stateless mode ( `stateless_http=True` ) for compatibility with AWS's session management and load balancing.\n- **Session Management** : Platform automatically...", "source": "web", "title": "MCP protocol contract - Amazon Bedrock AgentCore", "url": "https://docs.aws.amazon.com/bedrock-agentcore/latest/devguide/runtime-mcp-protocol-contract.html"}, {"date": "2025-03-21", "last_updated": "2025-08-20", "place_metadata": null, "snippet": "|Server Name|Description|Install|\n|--|--|--|\n|Amazon Bedrock Knowledge Bases Retrieval MCP Server|Query enterprise knowledge bases with citation support| |\n|Amazon Kendra Index MCP Server|Enterprise search and RAG enhancement| |\n...\n|AWS Bedrock Data Automation MCP Server|Analyze documents, images, ...", "source": "web", "title": "GitHub - awslabs/mcp: AWS MCP Servers — helping you get the most out of AWS, wherever you use MCP.", "url": "https://github.com/awslabs/mcp/"}, {"date": null, "last_updated": "2026-08-05", "place_metadata": null, "snippet": "**1.\nMCP Client → AgentCore Gateway** The MCP Client initiates a connection to the MCP Server endpoint exposed via **Amazon Bedrock AgentCore Gateway**.", "source": "web", "title": "Model Context Protocol (MCP) - AWS Prescriptive Guidance", "url": "https://docs.aws.amazon.com/prescriptive-guidance/latest/semantic-layer-agentic-ai-ontology-reasoning-virtual-knowledge-graph/mcp-server.html"}, {"date": "2025-02-22", "last_updated": "2025-10-25", "place_metadata": null, "snippet": "- **AWS KB Retrieval** - Retrieval from AWS Knowledge Base using Bedrock Agent Runtime\n...\nFor example, this will start the Memory server:\n```\nnpx -y @modelcontextprotocol/server-memory\n```\n...\nFor example, this will start the Git server:\n```\n...\nuvx mcp-server-git\n# With pip\npip install mcp-server-...", "source": "web", "title": "madhukarkumar/anthropic-mcp-servers: Model Context Protocol ...", "url": "https://github.com/madhukarkumar/anthropic-mcp-servers"}, {"date": "2025-03-21", "last_updated": "2026-03-17", "place_metadata": null, "snippet": "mcp ** Public\ngenerated from amazon-archives/__template_Apache-2.0", "source": "web", "title": "awslabs/mcp: Open source MCP Servers for AWS - GitHub", "url": "https://github.com/awslabs/mcp"}, {"date": null, "last_updated": "2026-07-10", "place_metadata": null, "snippet": "You can provide a way better UX than this when your app throws errors by providing your own", "source": "web", "title": "Integrating MCP Servers with Amazon Bedrock AgentCore", "url": "https://builder.aws.com/content/2iNqN9UdXdWogIiWkqkjoF3ql5G/model-context-protocol-server-integration-patterns-for-amazon-bedrock-agentcore"}, {"date": "2025-04-01", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "We’re excited to announce the open source release of AWS MCP Servers for code assistants — a suite of specialized Model Context Protocol (MCP) servers that bring Amazon Web Services (AWS) best practices directly to your development workflow.\n...\n- **Amazon Bedrock Knowledge Bases** – Enables seamles...", "source": "web", "title": "Introducing AWS MCP Servers for code assistants (Part 1)", "url": "https://aws.amazon.com/blogs/machine-learning/introducing-aws-mcp-servers-for-code-assistants-part-1/"}, {"date": "2026-04-14", "last_updated": "2026-08-13", "place_metadata": null, "snippet": "|Component|Technology|Role|\n|--|--|--|\n...\n|**MCP Server**|FastMCP on Amazon ECS|Exposes product catalog as MCP tools over Streamable HTTP|", "source": "web", "title": "Deploying Model Context Protocol (MCP) servers on ...", "url": "https://aws.amazon.com/blogs/containers/deploying-model-context-protocol-mcp-servers-on-amazon-ecs/"}, {"date": "2025-06-12", "last_updated": "2026-08-03", "place_metadata": null, "snippet": "MCP는 애플리케이션이 생성형 AI에 컨텍스트를 제공하는 방법을 표준화하는 개방형 프로토콜입니다.", "source": "web", "title": "Amazon Bedrock Agents와 MCP(Model Context Protocol) 통합 ...", "url": "https://aws.amazon.com/ko/blogs/tech/amazon-bedrock-agents-mcp-model-context-protocol/"}, {"date": "2025-05-01", "last_updated": "2026-08-12", "place_metadata": null, "snippet": "Although this architecture uses SageMaker AI as its reasoning core, it can be quickly adapted to support Amazon Bedrock models as well.\n...\nTo create an MCP server, we use the official Model Context Protocol Python SDK.", "source": "web", "title": "Extend large language models powered by Amazon SageMaker AI ...", "url": "https://aws.amazon.com/blogs/machine-learning/extend-large-language-models-powered-by-amazon-sagemaker-ai-using-model-context-protocol/"}, {"date": "2025-07-29", "last_updated": "2025-10-22", "place_metadata": null, "snippet": "Model Context Protocol (MCP) is an emerging open-source standard designed to address key challenges in generative and agentic AI applications.\nPublished by Anthropic in November 2024, MCP tackles the complex issues that arise when AI systems need to access multiple external data sources or tools via...", "source": "web", "title": "Building Production-Ready MCP Workflows with Amazon Bedrock ...", "url": "https://medium.com/@wael-saideni/building-production-ready-mcp-workflows-with-amazon-bedrock-agentcore-gateway-d8386db65df3"}, {"date": "2025-03-26", "last_updated": "2026-06-30", "place_metadata": null, "snippet": "Model Context Protocol (MCP) is an emerging standard that allows AI models to connect to clients (data sources and tools) over stdio (Unix standard I/O to a local process) or HTTP to a server, with the goal of giving the models additional context and power.", "source": "web", "title": "How to create an MCP client for Amazon Bedrock - LinkedIn", "url": "https://www.linkedin.com/posts/jeffbarr_model-context-protocol-mcp-is-an-emerging-activity-7310676957325574144-QbPo"}]}
{"engine": "perplexity", "model": "sonar", "index": 11, "phrasing": "How to connect an LLM assistant to AWS cloud resources using MCP?", "citations": ["https://aws.amazon.com/blogs/machine-learning/introducing-aws-mcp-servers-for-code-assistants-part-1/", "https://aws.amazon.com/blogs/devops/introducing-aws-cloud-control-api-mcp-server-natural-language-infrastructure-management-on-aws/", "https://awslabs.github.io/mcp/", "https://aws.amazon.com/blogs/machine-learning/harness-the-power-of-mcp-servers-with-amazon-bedrock-agents/", "https://www.infoq.com/news/2026/05/aws-mcp-ga/", "https://aws.amazon.com/blogs/machine-learning/extend-large-language-models-powered-by-amazon-sagemaker-ai-using-model-context-protocol/", "https://github.com/aws/mcp-proxy-for-aws", "https://dev.to/aws-builders/mcp-explained-how-the-model-context-protocol-transforms-ai-in-the-cloud-4hba", "https://awslabs.github.io/mcp/servers/eks-mcp-server", "https://agentpedia.codes/mcp/aws", "https://mcpservers.org/servers/RafalWilinski/aws-mcp", "https://awslabs.github.io/mcp/servers/aws-api-mcp-server", "https://docs.aws.amazon.com/quick/latest/userguide/mcp-integration.html", "https://awslabs.github.io/mcp/servers", "https://awslabs.github.io/mcp/servers/aws-knowledge-mcp-server", "https://docs.aws.amazon.com/solutions/vibe-coding-with-aws-mcp-servers/", "https://docs.aws.amazon.com/opensearch-service/latest/developerguide/aws-mcp-server.html", "https://dev.to/gitaroktato/using-your-own-architecture-agent-with-opencode-and-aws-mcp-servers-2j26", "https://builder.aws.com/content/30WIQTrIGfD2xGRgVNt5bpoaAs6/developing-mcp-servers-in-the-enterprise-aws-environment", "https://www.reddit.com/r/aws/comments/1m1qbyr/aws_api_mcp_server_enables_ai_assistants_to/"], "search_results": [{"date": "2025-04-01", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "- An MCP-compatible LLM client (such as Anthropic’s Claude for Desktop, Cline, Amazon Q CLI, or Cursor)\n...\nAdd the server to your MCP client configuration:", "source": "web", "title": "Introducing AWS MCP Servers for code assistants (Part 1)", "url": "https://aws.amazon.com/blogs/machine-learning/introducing-aws-mcp-servers-for-code-assistants-part-1/"}, {"date": "2025-08-13", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "1. With the `mcp.json` file correctly set, try to run a sample prompt.\nIn your terminal, run q chat to start using Amazon Q in the CLI.\n2. This will start initializing the MCP servers in the background, allowing you to immediately start using Q Chat even if they are still loading.\n...\nTo check the s...", "source": "web", "title": "Introducing AWS Cloud Control API MCP Server", "url": "https://aws.amazon.com/blogs/devops/introducing-aws-cloud-control-api-mcp-server-natural-language-infrastructure-management-on-aws/"}, {"date": null, "last_updated": "2026-08-14", "place_metadata": null, "snippet": "Host applications (such as chatbots, IDEs, and other AI tools) have MCP clients that maintain 1:1 connections with MCP servers.", "source": "web", "title": "Welcome to Open Source MCP Servers for AWS", "url": "https://awslabs.github.io/mcp/"}, {"date": "2025-04-01", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "Developed by Anthropic as an open protocol, MCP provides a standardized way to connect AI models to virtually any data source or tool.", "source": "web", "title": "Harness the power of MCP servers with Amazon Bedrock ...", "url": "https://aws.amazon.com/blogs/machine-learning/harness-the-power-of-mcp-servers-with-amazon-bedrock-agents/"}, {"date": "2026-05-24", "last_updated": "2026-08-12", "place_metadata": null, "snippet": "The MCP Server can be integrated with any AI agent that supports MCP, including Claude Code, Kiro, Cursor, and Codex.\nIn the following example, the setup connects Claude Code to the MCP server through a local configuration command:\n```\nclaude mcp add-json aws-mcp --scope user \\\n'{\"command\":\"uvx\",\"ar...", "source": "web", "title": "AWS MCP Server Reaches GA with Full API Coverage and ...", "url": "https://www.infoq.com/news/2026/05/aws-mcp-ga/"}, {"date": "2025-05-01", "last_updated": "2026-08-12", "place_metadata": null, "snippet": "1. The client connects to the MCP server and obtains a list of available tools.\n2. The client invokes the LLM using a prompt engineered with the list of tools available on the MCP server (message of type “user”).\n3. The LLM reasons with respect to which ones it needs to call and how many times, and ...", "source": "web", "title": "Extend large language models powered by ...", "url": "https://aws.amazon.com/blogs/machine-learning/extend-large-language-models-powered-by-amazon-sagemaker-ai-using-model-context-protocol/"}, {"date": "2025-09-24", "last_updated": "2025-11-28", "place_metadata": null, "snippet": "The **MCP Proxy for AWS** package provides two ways to connect AI applications to MCP servers on AWS:\n1. **Using it as a proxy** - It becomes a lightweight, client-side bridge between MCP clients (AI assistants like Claude Desktop, Amazon Q Developer CLI) and MCP servers on AWS.\n(See MCP Proxy)\n2. *...", "source": "web", "title": "GitHub - aws/mcp-proxy-for-aws: AWS MCP Proxy Server", "url": "https://github.com/aws/mcp-proxy-for-aws"}, {"date": "2025-04-07", "last_updated": "2026-06-25", "place_metadata": null, "snippet": "At its core, MCP is a standardized, open protocol that enables seamless interaction between large language models (LLMs), data sources, and tools.\n...\n1. **Request**: You ask a question or give a task to your LLM\n2. **Recognition**: The LLM recognizes that it needs external information or tools\n3. *...", "source": "web", "title": "How the Model Context Protocol transforms AI in the Cloud", "url": "https://dev.to/aws-builders/mcp-explained-how-the-model-context-protocol-transforms-ai-in-the-cloud-4hba"}, {"date": null, "last_updated": "2026-08-14", "place_metadata": null, "snippet": "The Amazon EKS MCP server provides AI code assistants with resource management tools and real-time cluster state visibility.", "source": "web", "title": "Amazon EKS MCP Server", "url": "https://awslabs.github.io/mcp/servers/eks-mcp-server"}, {"date": "2025-11-30", "last_updated": "2026-06-09", "place_metadata": null, "snippet": "Visit the official repository at the URL provided above\n2\nReview the README.md file for specific installation instructions\n3\nInstall the MCP server using npm, pip, or the recommended package manager\n4\nConfigure the server with your API keys or credentials (if required)\n5\nAdd the server to your MCP c...", "source": "web", "title": "AWS MCP Server - Agentpedia Codes", "url": "https://agentpedia.codes/mcp/aws"}, {"date": null, "last_updated": "2026-07-06", "place_metadata": null, "snippet": "Interact with your AWS environment using natural language to query and manage resources.\nRequires local AWS credentials.\n...\nA Model Context Protocol (MCP) server that enables AI assistants like Claude to interact with your AWS environment.\nThis allows for natural language querying and management of...", "source": "web", "title": "AWS MCP Server", "url": "https://mcpservers.org/servers/RafalWilinski/aws-mcp"}, {"date": null, "last_updated": "2026-08-13", "place_metadata": null, "snippet": "The AWS API MCP Server enables AI assistants to interact with AWS services and resources through AWS CLI commands.", "source": "web", "title": "AWS API MCP Server - Open Source at AWS", "url": "https://awslabs.github.io/mcp/servers/aws-api-mcp-server"}, {"date": null, "last_updated": "2026-07-18", "place_metadata": null, "snippet": "Before you set up MCP integration, make sure that you have the following:\n- An MCP server endpoint with appropriate access.\n- Authentication credentials for the MCP server, if required.\nFor more information, see Prepare MCP server setup and authentication.\n- An Amazon Quick Enterprise subscription.\n...", "source": "web", "title": "Model Context Protocol (MCP) integration - Amazon Quick", "url": "https://docs.aws.amazon.com/quick/latest/userguide/mcp-integration.html"}, {"date": null, "last_updated": "2026-08-08", "place_metadata": null, "snippet": "Interact with AWS services and resources through AWS CLI commands.\n...\nExecute Lambda functions as AI tools for private resource access", "source": "web", "title": "Available MCP Servers - Open Source at AWS", "url": "https://awslabs.github.io/mcp/servers"}, {"date": null, "last_updated": "2026-08-05", "place_metadata": null, "snippet": "You can configure the Knowledge MCP server for use with any MCP client that supports Streamable HTTP transport (HTTP) using the following URL:\n```\nhttps://knowledge-mcp.global.api.aws", "source": "web", "title": "AWS Knowledge MCP Server", "url": "https://awslabs.github.io/mcp/servers/aws-knowledge-mcp-server"}, {"date": null, "last_updated": "2026-08-06", "place_metadata": null, "snippet": "Developers install an AI coding assistant that supports the Model Context Protocol (MCP), such as Amazon Q Developer, Kiro, or compatible alternatives.\nMCP enables AI assistants to access structured, domain-specific capabilities through standardized server integrations.\n...\nDevelopers configure AWS ...", "source": "web", "title": "Guidance for Vibe Coding with AWS MCP servers", "url": "https://docs.aws.amazon.com/solutions/vibe-coding-with-aws-mcp-servers/"}, {"date": null, "last_updated": "2026-07-13", "place_metadata": null, "snippet": "The AWS MCP Server is a managed Model Context Protocol server from the Agent\nToolkit for AWS.\nIt gives your AI agent authenticated access to AWS – running\nAWS API calls on your behalf, executing scripts in a sandboxed environment, and serving\nAWS skills (including the amazon-opensearch-service skill...", "source": "web", "title": "Set up the AWS MCP Server - Amazon OpenSearch Service", "url": "https://docs.aws.amazon.com/opensearch-service/latest/developerguide/aws-mcp-server.html"}, {"date": "2026-02-06", "last_updated": "2026-02-20", "place_metadata": null, "snippet": "The Model Context Protocol, developed by Anthropic, offers a standardized way to connect AI models to external data sources and tools through a client-server architecture.\n...\nCheck if the specified MCP servers are working correctly with the following OpenCode CLI command:\n```\nopencode mcp list\n```", "source": "web", "title": "Creating Your Own AWS Architect with OpenCode and AWS MCP ...", "url": "https://dev.to/gitaroktato/using-your-own-architecture-agent-with-opencode-and-aws-mcp-servers-2j26"}, {"date": "2025-07-28", "last_updated": "2026-07-19", "place_metadata": null, "snippet": "You can provide a way better UX than this when your app throws errors by providing your own", "source": "web", "title": "Developing MCP Servers in the Enterprise AWS Environment", "url": "https://builder.aws.com/content/30WIQTrIGfD2xGRgVNt5bpoaAs6/developing-mcp-servers-in-the-enterprise-aws-environment"}, {"date": "2025-07-16", "last_updated": "2026-01-18", "place_metadata": null, "snippet": "### AWS API MCP Server - enables AI assistants to interact with AWS services and resources through AWS CLI commands", "source": "web", "title": "AWS API MCP Server - enables AI assistants to interact ...", "url": "https://www.reddit.com/r/aws/comments/1m1qbyr/aws_api_mcp_server_enables_ai_assistants_to/"}]}
{"engine": "perplexity", "model": "sonar", "index": 12, "phrasing": "What is the most reliable MCP server for inspecting AWS IAM roles and Security Groups?", "citations": ["https://aws.amazon.com/blogs/security/understanding-iam-for-managed-aws-mcp-servers/", "https://aws.amazon.com/blogs/security/secure-ai-agent-access-patterns-to-aws-resources-using-model-context-protocol/", "https://docs.aws.amazon.com/agent-toolkit/latest/userguide/security-iam.html", "https://awslabs.github.io/mcp/servers/iam-mcp-server", "https://docs.aws.amazon.com/pdfs/aws-mcp/latest/userguide/mcp-ug.pdf", "https://dev.to/aws/i-switched-to-the-agent-toolkit-for-aws-heres-why-5hf", "https://aws.amazon.com/blogs/machine-learning/harness-the-power-of-mcp-servers-with-amazon-bedrock-agents/", "https://github.com/awslabs/mcp/issues/620", "https://elevata.io/en/aws-mcp-server-secure-agent-access", "https://ai-revolution.co.jp/media/aws-mcp-server-ga/", "https://awslabs.github.io/mcp/", "https://dev.to/aws-builders/how-to-secure-mcp-tools-on-aws-for-ai-agents-with-authentication-authorization-and-least-privilege-50ea", "https://github.com/awslabs/mcp", "https://www.infoq.com/news/2026/05/aws-mcp-ga/", "https://qiita.com/yoshimi0227/items/cd97de409813fa408813", "https://awslabs.github.io/mcp/servers/aws-knowledge-mcp-server", "https://dev.to/jangwook_kim_e31e7291ad98/aws-mcp-server-ga-secure-aws-api-access-for-ai-agents-2bia", "https://qiita.com/YShiba92/items/15b39efa801c05dec754", "https://builder.aws.com/content/3AhUQwsagNYcNcTAGa7X9aqDUAD/10-best-practices-to-secure-mcp-servers", "https://www.reddit.com/r/mcp/comments/1p1pmn5/thinking_of_building_a_iam_mcp_for_ai_tools/"], "search_results": [{"date": "2026-03-02", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "Use context keys to differentiate calls using AI solutions from direct developer actions.", "source": "web", "title": "Understanding IAM for Managed AWS MCP Servers", "url": "https://aws.amazon.com/blogs/security/understanding-iam-for-managed-aws-mcp-servers/"}, {"date": "2026-04-14", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "- **For code controlled agents:** Implement session policies for every tool invocation.\nUse `AssumeRole` with the minimum permissions each operation requires rather than relying on the execution role’s base permissions.\n- **For config-bound agents:** Create agent-specific IAM roles with narrower per...", "source": "web", "title": "Secure AI agent access patterns to AWS resources using Model ...", "url": "https://aws.amazon.com/blogs/security/secure-ai-agent-access-patterns-to-aws-resources-using-model-context-protocol/"}, {"date": null, "last_updated": "2026-06-04", "place_metadata": null, "snippet": "An *IAM group* specifies a collection of IAM users and makes permissions easier to manage for large sets of users.", "source": "web", "title": "Identity and access management for AWS MCP Server", "url": "https://docs.aws.amazon.com/agent-toolkit/latest/userguide/security-iam.html"}, {"date": null, "last_updated": "2026-08-05", "place_metadata": null, "snippet": "A Model Context Protocol (MCP) server for comprehensive AWS Identity and Access Management (IAM) operations.\n...\nList IAM roles in the account with optional filtering.", "source": "web", "title": "AWS IAM MCP Server", "url": "https://awslabs.github.io/mcp/servers/iam-mcp-server"}, {"date": null, "last_updated": "2026-03-11", "place_metadata": null, "snippet": "If you receive an error that you're not authorized to perform the iam:PassRole action, your ", "source": "web", "title": "[PDF] AWS MCP Server - User Guide", "url": "https://docs.aws.amazon.com/pdfs/aws-mcp/latest/userguide/mcp-ug.pdf"}, {"date": "2026-06-12", "last_updated": "2026-08-07", "place_metadata": null, "snippet": "| |Old (`awslabs.aws-api-mcp-server`)|New (Agent Toolkit `aws-mcp`)|", "source": "web", "title": "I Switched to the Agent Toolkit for AWS. Here's Why. - DEV Community", "url": "https://dev.to/aws/i-switched-to-the-agent-toolkit-for-aws-heres-why-5hf"}, {"date": "2025-04-01", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "git clone https://github.com/aws-samples/sample-cloud-spend-mcp-server.git\n...\ndocker build -t aws-cost-explorer-mcp .", "source": "web", "title": "Harness the power of MCP servers with Amazon Bedrock Agents", "url": "https://aws.amazon.com/blogs/machine-learning/harness-the-power-of-mcp-servers-with-amazon-bedrock-agents/"}, {"date": "2025-06-18", "last_updated": "2026-04-16", "place_metadata": null, "snippet": "- `list_roles` - List IAM roles with optional path prefix filtering and pagination", "source": "web", "title": "RFC: AWS IAM MCP Server · Issue #620 · awslabs/mcp", "url": "https://github.com/awslabs/mcp/issues/620"}, {"date": "2026-05-07", "last_updated": "2026-08-10", "place_metadata": null, "snippet": "The AWS MCP Server is a managed remote MCP server from AWS that lets AI agents and coding assistants interact with AWS through a small set of tools.\n...\nNo separate IAM permission is required to invoke the MCP server. Authorization occurs at the AWS service level using existing IAM roles and policie...", "source": "web", "title": "AWS MCP Server General Availability: Secure AI Agent Access", "url": "https://elevata.io/en/aws-mcp-server-secure-agent-access"}, {"date": "2026-05-11", "last_updated": "2026-08-08", "place_metadata": null, "snippet": "**AWS MCP Serverは、2026年5月6日に一般提供（GA）が開始されたAWS公式のマネージド・リモートMCPサーバーで、IAM認証とCloudTrail監査を備えたまま、Claude CodeやCursorから15,000以上のAWS APIを安全に呼び出せる仕組みです。\n...\n既存のAWS CLI設定（`~/.aws/credentials` / `~/.aws/config`）がそのまま使えます。MCPサーバーには**最小権限のIAMロール** を割り当てます。\n...\n**最小権限のIAMロール＋**`aws:ViaAWSMCPService`**を使った読み取り限定ポリ...", "source": "web", "title": "AWS MCP Server 一般提供開始まとめ｜IAM認証・ ...", "url": "https://ai-revolution.co.jp/media/aws-mcp-server-ga/"}, {"date": null, "last_updated": "2026-08-14", "place_metadata": null, "snippet": "### AWS IAM MCP Server\nDeveloper Tools & SupportVibe Coding & Development\nComprehensive IAM user, role, group, and policy management with security best practices\n…", "source": "web", "title": "Welcome to Open Source MCP Servers for AWS", "url": "https://awslabs.github.io/mcp/"}, {"date": "2026-04-05", "last_updated": "2026-05-28", "place_metadata": null, "snippet": "the gateway role should only have permission to invoke the specific targets it actually needs", "source": "web", "title": "How to secure MCP tools on AWS for AI agents ...", "url": "https://dev.to/aws-builders/how-to-secure-mcp-tools-on-aws-for-ai-agents-with-authentication-authorization-and-least-privilege-50ea"}, {"date": "2025-03-21", "last_updated": "2026-03-17", "place_metadata": null, "snippet": "awslabs / **\nmcp ** Public\ngenerated from amazon-archives/__template_Apache-2.0", "source": "web", "title": "awslabs/mcp: Open source MCP Servers for AWS - GitHub", "url": "https://github.com/awslabs/mcp"}, {"date": "2026-05-24", "last_updated": "2026-08-12", "place_metadata": null, "snippet": "The MCP server provides IAM-based access controls, CloudWatch metrics, and CloudTrail logging, enabling organizations to govern and audit agent activity independently.", "source": "web", "title": "AWS MCP Server Reaches GA with Full API Coverage and ...", "url": "https://www.infoq.com/news/2026/05/aws-mcp-ga/"}, {"date": "2025-12-02", "last_updated": "2026-05-17", "place_metadata": null, "snippet": "「ap-northeast-1 の EC2インスタンスを一覧表示して」「ポート22の空いているセキュリティグループを一覧表示して」のような指示を自然言語で出すだけで、指示に対応したAWS CLIコマンドを実行してくれます。", "source": "web", "title": "AWS API MCP Serverの機能を理解して使いこなそう - Qiita", "url": "https://qiita.com/yoshimi0227/items/cd97de409813fa408813"}, {"date": null, "last_updated": "2026-08-05", "place_metadata": null, "snippet": "You can configure the Knowledge MCP server for use with any MCP client that supports Streamable HTTP transport (HTTP) using the following URL:\n...\nhttps://knowledge-mcp.global.api.aws", "source": "web", "title": "AWS Knowledge MCP Server", "url": "https://awslabs.github.io/mcp/servers/aws-knowledge-mcp-server"}, {"date": "2026-05-29", "last_updated": "2026-05-31", "place_metadata": null, "snippet": "Your local IAM credentials are bridged to it through an open-source proxy called **MCP Proxy for AWS** (`github.com/aws/mcp-proxy-for-aws`), which runs locally, translates your IAM credential chain into signed OAuth-compatible requests, and forwards them to the hosted endpoint.", "source": "web", "title": "AWS MCP Server GA: Secure AWS API Access for AI Agents", "url": "https://dev.to/jangwook_kim_e31e7291ad98/aws-mcp-server-ga-secure-aws-api-access-for-ai-agents-2bia"}, {"date": "2026-06-15", "last_updated": "2026-08-06", "place_metadata": null, "snippet": "|検証項目|一言結果|\n...\n**最大の発見**: AWS MCP Server は「便利な CLI ラッパー」ではなく、**条件キー・CloudTrail・サンドボックスの三層でガバナンスを設計されたサービス** だった。", "source": "web", "title": "【実機検証】AWS MCP Server を「セキュリティ視点」で解剖したら", "url": "https://qiita.com/YShiba92/items/15b39efa801c05dec754"}, {"date": "2026-04-30", "last_updated": "2026-07-14", "place_metadata": null, "snippet": "You can provide a way better UX than this when your app throws errors by providing your own `ErrorBoundary` or `errorElement` prop on your route.", "source": "web", "title": "10 Best Practices to Secure MCP Servers | AWS Builder Center", "url": "https://builder.aws.com/content/3AhUQwsagNYcNcTAGa7X9aqDUAD/10-best-practices-to-secure-mcp-servers"}, {"date": "2025-11-20", "last_updated": "2026-02-21", "place_metadata": null, "snippet": "If you’re looking for a more lightweight alternative and don’t require highly detailed security controls, MCPO is an excellent option.", "source": "web", "title": "Thinking of building a “IAM + MCP for AI tools” startup, meant for non ...", "url": "https://www.reddit.com/r/mcp/comments/1p1pmn5/thinking_of_building_a_iam_mcp_for_ai_tools/"}]}
{"engine": "perplexity", "model": "sonar", "index": 13, "phrasing": "Best MCP server for querying CloudWatch logs with natural language", "citations": ["https://www.satitechnology.com/blog/aws-mcp-servers-claude-code-45-ai-tools/", "https://github.com/madhurprash/AWS_CloudGuardMCP", "https://mcpservers.org/servers/serkanh/cloudwatch-logs-mcp", "https://mcp.aibase.com/server/1916355697510948865", "https://aws.amazon.com/blogs/database/amazon-rds-log-analysis-natural-language-queries-with-kiro-and-mcp/", "https://www.pulsemcp.com/servers/awslabs-log-analyzer-cloudwatch", "https://aws.amazon.com/blogs/mt/enhance-your-aiops-introducing-amazon-cloudwatch-and-application-signals-mcp-servers/", "https://awslabs.github.io/mcp/servers/cloudwatch-logs-mcp-server/", "https://docs.aws.amazon.com/AmazonCloudWatch/latest/logs/CloudWatchLogs-Insights-Query-Assist.html", "https://awslabs.github.io/mcp/servers/cloudwatch-applicationsignals-mcp-server", "https://mcpmarket.com/server/cloudwatch", "https://www.reddit.com/r/aws/comments/1jn08wh/i_vibe_coded_an_mcp_server_that_feeds_cloudwatch/", "https://github.com/awslabs/Log-Analyzer-with-MCP", "https://github.com/hyorimitsu/mcp-amazon-cloudwatch-logs", "https://mcp.aibase.com/tag/Log%20analysis", "https://github.com/awslabs/Log-Analyzer-with-MCP/blob/main/docs/usage.md", "https://gallery.ecr.aws/awslabs-mcp/awslabs/cloudwatch-logs-mcp-server"], "search_results": [{"date": "2025-07-11", "last_updated": "2026-08-08", "place_metadata": null, "snippet": "### 8.\n📊 CloudWatch Logs MCP Server - The Insight Generator\n**What it does**: Queries logs with natural language and automatically identifies patterns.\n**Real impact**: In my experience, diagnosing production issues takes far less time when an AI can read and summarize the logs for you.", "source": "web", "title": "AWS MCP Servers for Claude Code: Overview of 45+ AI-Powered ...", "url": "https://www.satitechnology.com/blog/aws-mcp-servers-claude-code-45-ai-tools/"}, {"date": "2025-03-20", "last_updated": "2026-04-16", "place_metadata": null, "snippet": "|Tool|Description|\n...\n|`list_cloudwatch_dashboards()`|Lists all CloudWatch dashboards in your AWS account|\n|`fetch_cloudwatch_logs_for_service(service_name, days, filter_pattern)`|Retrieves CloudWatch logs for a specified service|\n|`get_cloudwatch_alarms_for_service(service_name)`|Fetches CloudWatc...", "source": "web", "title": "GitHub - madhurprash/AWS_CloudGuardMCP: This is a system that responds to incidents within your AWS accounts by analyzing cloudwatch logs for a given service, alarms, applies diagnosis and then creates a JIRA ticket for it. All of this is implemented using Claude Model Context Protocol (MCP).", "url": "https://github.com/madhurprash/AWS_CloudGuardMCP"}, {"date": null, "last_updated": "2026-07-13", "place_metadata": null, "snippet": "An MCP (Model Context Protocol) server that provides tools for accessing AWS CloudWatch logs.", "source": "web", "title": "Cloud Watch Logs MCP Server", "url": "https://mcpservers.org/servers/serkanh/cloudwatch-logs-mcp"}, {"date": "2025-04-29", "last_updated": "2025-08-12", "place_metadata": null, "snippet": "It allows users to query and analyze Bedrock logs in AWS CloudWatch Logs through natural language.", "source": "web", "title": "Aws Bedrock Logs MCP Server", "url": "https://mcp.aibase.com/server/1916355697510948865"}, {"date": "2026-07-01", "last_updated": "2026-08-11", "place_metadata": null, "snippet": "1. Set up your AWS profile:\n...\n2. Verify your Kiro CLI version is 1.9.x or later to use MCP features.\nYou can check the Kiro CLI version by running `kiro-cli --version` in your terminal.\n3. Configure the Amazon CloudWatch MCP server.\nKiro CLI supports two levels of MCP configuration: - **Global con...", "source": "web", "title": "natural language queries with Kiro and MCP", "url": "https://aws.amazon.com/blogs/database/amazon-rds-log-analysis-natural-language-queries-with-kiro-and-mcp/"}, {"date": null, "last_updated": "2026-07-06", "place_metadata": null, "snippet": "Provides structured access to CloudWatch Logs data for searching, analyzing, and correlating logs across AWS services to help with troubleshooting and pattern identification.", "source": "web", "title": "Official Log Analyzer with CloudWatch Logs MCP Server - PulseMCP", "url": "https://www.pulsemcp.com/servers/awslabs-log-analyzer-cloudwatch"}, {"date": "2025-08-18", "last_updated": "2026-08-10", "place_metadata": null, "snippet": "Run `/mcp` command to confirm MCP servers are loaded as shown in Figure 1.", "source": "web", "title": "Introducing Amazon CloudWatch and Application Signals MCP ...", "url": "https://aws.amazon.com/blogs/mt/enhance-your-aiops-introducing-amazon-cloudwatch-and-application-signals-mcp-servers/"}, {"date": null, "last_updated": "2025-07-04", "place_metadata": null, "snippet": "- Converting human-readable questions and commands into CloudWatch Log Insight queries and executing them against the discovered log groups.", "source": "web", "title": "AWS Labs cloudwatch-logs MCP Server (DEPRECATED)", "url": "https://awslabs.github.io/mcp/servers/cloudwatch-logs-mcp-server/"}, {"date": null, "last_updated": "2026-03-30", "place_metadata": null, "snippet": "queries for CloudWatch Logs Insights, OpenSearch Service PPL, OpenSearch Service SQL, and CloudWatch Metrics Insights.", "source": "web", "title": "Use natural language to generate and update CloudWatch Logs ...", "url": "https://docs.aws.amazon.com/AmazonCloudWatch/latest/logs/CloudWatchLogs-Insights-Query-Assist.html"}, {"date": "2024-01-15", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "to directly run *awslabs.cloudwatch-applicationsignals-mcp-server*.\n...\nFor 100% trace visibility, enable AWS X-Ray Transaction Search:\n1. Configure X-Ray to send traces to CloudWatch Logs\n2. Set destination to 'CloudWatchLogs' with status 'ACTIVE'\n3. This enables the", "source": "web", "title": "CloudWatch Application Signals MCP Server - Open Source at AWS", "url": "https://awslabs.github.io/mcp/servers/cloudwatch-applicationsignals-mcp-server"}, {"date": null, "last_updated": "2026-03-23", "place_metadata": null, "snippet": "Automatic JSON parsing for the @message field in log queries enhances usability.", "source": "web", "title": "CloudWatch MCP Server: Monitor & Query AWS Logs", "url": "https://mcpmarket.com/server/cloudwatch"}, {"date": "2025-03-30", "last_updated": "2025-11-03", "place_metadata": null, "snippet": "### I vibe coded an MCP server that feeds CloudWatch logs directly to LLMs for troubleshooting - no more copy/paste hell when debugging AWS issues", "source": "web", "title": "r/aws on Reddit: I vibe coded an MCP server that feeds CloudWatch ...", "url": "https://www.reddit.com/r/aws/comments/1jn08wh/i_vibe_coded_an_mcp_server_that_feeds_cloudwatch/"}, {"date": "2025-04-14", "last_updated": "2025-10-28", "place_metadata": null, "snippet": "A Model Context Protocol (MCP) server that provides AI assistants access to AWS CloudWatch Logs for analysis, searching, and correlation.", "source": "web", "title": "awslabs/Log-Analyzer-with-MCP", "url": "https://github.com/awslabs/Log-Analyzer-with-MCP"}, {"date": "2025-03-29", "last_updated": "2025-06-04", "place_metadata": null, "snippet": "You specify the log groups and time range to query and the query string to use.|", "source": "web", "title": "GitHub - hyorimitsu/mcp-amazon-cloudwatch-logs: A Model Context Protocol (MCP) server that enables AI assistants to interact with Amazon CloudWatch Logs through a standardized interface using AWS SDK.", "url": "https://github.com/hyorimitsu/mcp-amazon-cloudwatch-logs"}, {"date": "2025-04-29", "last_updated": "2025-07-30", "place_metadata": null, "snippet": "A service based on the Model Context Protocol (MCP) that provides AI assistants with the ability to access and analyze AWS CloudWatch logs, supporting functions such as log search, summary generation, and error pattern recognition.Python", "source": "web", "title": "# Log analysis", "url": "https://mcp.aibase.com/tag/Log%20analysis"}, {"date": "2025-04-14", "last_updated": "2026-04-16", "place_metadata": null, "snippet": "|`list_log_groups`|List available CloudWatch log groups with filtering options|\n|`search_logs`|Execute CloudWatch Logs Insights queries|", "source": "web", "title": "Log-Analyzer-with-MCP/docs/usage.md at main · awslabs/Log-Analyzer-with-MCP", "url": "https://github.com/awslabs/Log-Analyzer-with-MCP/blob/main/docs/usage.md"}, {"date": null, "last_updated": "2026-06-20", "place_metadata": null, "snippet": "The requested repository does not exist or is no longer available.\nVisit the Amazon ECR Public Gallery to view the available public repositories.", "source": "web", "title": "AWS Labs MCP/awslabs/cloudwatch-logs-mcp-server", "url": "https://gallery.ecr.aws/awslabs-mcp/awslabs/cloudwatch-logs-mcp-server"}]}
{"engine": "perplexity", "model": "sonar", "index": 14, "phrasing": "We need an MCP server that lets developers ask an AI agent about active AWS EC2 instances. What options exist?", "citations": ["https://docs.aws.amazon.com/agent-toolkit/latest/userguide/monitoring-overview.html", "https://mcp.aibase.com/server/1916354888681365506", "https://www.mcpserver.in/servers/aws-mcp-server/", "https://mcpmarket.com/server/aws-instances", "https://pypi.org/project/awslabs.ec2-mcp-server/", "https://awslabs.github.io/mcp/servers", "https://awslabs.github.io/mcp/servers/aws-api-mcp-server", "https://docs.aws.amazon.com/AmazonECS/latest/developerguide/ecs-mcp-introduction.html", "https://docs.aws.amazon.com/agent-toolkit/latest/userguide/mcp-server.html", "https://github.com/LokiMCPUniverse/aws-mcp-server", "https://aws.amazon.com/blogs/mt/prometheus-mcp-server-ai-driven-monitoring-intelligence-for-aws-users/", "https://github.com/awslabs/mcp", "https://aws.amazon.com/blogs/contact-center/using-mcp-with-amazon-connect-to-monitor-operational-readiness/", "https://opensearch.org/blog/opensearch-mcp-server-empowering-the-amazon-ec2-teams-droplet-analysis/", "https://docs.aws.amazon.com/pdfs/aws-mcp/latest/userguide/mcp-ug.pdf", "https://awslabs.github.io/mcp/", "https://aws.amazon.com/blogs/containers/deploying-model-context-protocol-mcp-servers-on-amazon-ecs/", "https://www.reddit.com/r/modelcontextprotocol/comments/1kr59ar/how_to_deploy_a_remote_mcp_server_on_aws_ec2/", "https://aws.amazon.com/blogs/devops/introducing-aws-cloud-control-api-mcp-server-natural-language-infrastructure-management-on-aws/", "https://github.com/alexei-led/aws-mcp-server"], "search_results": [{"date": null, "last_updated": "2026-06-01", "place_metadata": null, "snippet": "AWS provides the following monitoring\ntools to watch AWS MCP Server, report when something is wrong, and take automatic actions when\nappropriate:\n- *Amazon CloudWatch* monitors your AWS resources and the applications you run on AWS in real time.\nYou can collect and track metrics, create customized d...", "source": "web", "title": "Monitoring AWS MCP Server - Agent Toolkit for AWS", "url": "https://docs.aws.amazon.com/agent-toolkit/latest/userguide/monitoring-overview.html"}, {"date": "2025-04-23", "last_updated": "2026-02-08", "place_metadata": null, "snippet": "### What is the AWS EC2 Instance MCP Server?The AWS EC2 Instance MCP Server is an application based on the Model Context Protocol (MCP) that is used to obtain and display information about running EC2 instances in a specific AWS region.\n### How to use the AWS EC2 Instance MCP Server?You only need to...", "source": "web", "title": "Aws Instances MCP (model Context Protocol) Server", "url": "https://mcp.aibase.com/server/1916354888681365506"}, {"date": "2026-07-29", "last_updated": "2026-08-09", "place_metadata": null, "snippet": "- List active EC2 resources and dynos\n...\nThe **AWS MCP server** is a production-grade integration that exposes aws's capabilities to AI agents through the Model Context Protocol (MCP).\n...\n| Feature | Description | Status |\n|---------|-------------|--------|\n| EC2 details checks | Core capability e...", "source": "web", "title": "MCPserver.in — Hosted MCP Platform for AI Agents", "url": "https://www.mcpserver.in/servers/aws-mcp-server/"}, {"date": null, "last_updated": "2026-04-20", "place_metadata": null, "snippet": "The AWS Instances tool is a Model Context Protocol (MCP) server designed to connect to MCP clients, such as Claude Desktop, and retrieve information about running AWS EC2 instances.\nUsing the AWS SDK, it retrieves and lists instances within a specified region, providing detailed information like ins...", "source": "web", "title": "AWS Instances MCP: List EC2 Instances with AI Agents - MCP Market", "url": "https://mcpmarket.com/server/aws-instances"}, {"date": "2025-07-27", "last_updated": "2025-10-22", "place_metadata": null, "snippet": "**- List EC2 instances with advanced filtering and status information**\n`list_instances`\n**- Get comprehensive instance details including networking and security**\n`get_instance_details`", "source": "web", "title": "awslabs.ec2-mcp-server - PyPI", "url": "https://pypi.org/project/awslabs.ec2-mcp-server/"}, {"date": null, "last_updated": "2026-08-08", "place_metadata": null, "snippet": "Browse all available MCP Servers for AWS.\nUse the filters and search to find the servers you need.", "source": "web", "title": "Available MCP Servers - Open Source at AWS", "url": "https://awslabs.github.io/mcp/servers"}, {"date": null, "last_updated": "2026-08-13", "place_metadata": null, "snippet": "The AWS API MCP Server enables AI assistants to interact with AWS services and resources through AWS CLI commands.\nIt provides programmatic access to manage your AWS infrastructure while maintaining proper security controls.\n...\nTo centralize your logs in AWS CloudWatch for better monitoring and ana...", "source": "web", "title": "AWS API MCP Server - Open Source at AWS", "url": "https://awslabs.github.io/mcp/servers/aws-api-mcp-server"}, {"date": null, "last_updated": "2026-08-02", "place_metadata": null, "snippet": "The Amazon ECS MCP server is a fully managed service enabling AI-powered experiences for development and operations.\nModel Context Protocol (MCP) provides a standardized interface that enriches AI agents and applications with real-time, contextual knowledge of your Amazon ECS workloads, enabling mor...", "source": "web", "title": "Amazon ECS MCP server", "url": "https://docs.aws.amazon.com/AmazonECS/latest/developerguide/ecs-mcp-introduction.html"}, {"date": null, "last_updated": "2026-08-14", "place_metadata": null, "snippet": "The AWS MCP Server is a managed server that gives agents access to AWS through the Model\nContext Protocol (MCP).\nAgents can search AWS documentation and retrieve service information\nwithout authentication.", "source": "web", "title": "AWS MCP Server - Agent Toolkit for AWS", "url": "https://docs.aws.amazon.com/agent-toolkit/latest/userguide/mcp-server.html"}, {"date": "2025-06-09", "last_updated": "2025-09-16", "place_metadata": null, "snippet": "#### List Instances\n```\n{\n\"tool\": \"aws_ec2_list_instances\",\n\"arguments\": {\n\"filters\": [\n{\"Name\": \"instance-state-name\", \"Values\": [\"running\"]}\n],\n\"region\": \"us-east-1\"\n}\n}", "source": "web", "title": "GitHub - LokiMCPUniverse/aws-mcp-server", "url": "https://github.com/LokiMCPUniverse/aws-mcp-server"}, {"date": "2025-12-09", "last_updated": "2026-08-13", "place_metadata": null, "snippet": "We recently launched the open source Prometheus Model Context Protocol (MCP) server for Amazon Managed Service for Prometheus.\nThis new capability enables artificial intelligence (AI) code assistants such as Amazon Q Developer CLI, Cline, and Cursor to interact with your Prometheus monitoring infras...", "source": "web", "title": "Prometheus MCP Server: AI-Driven Monitoring Intelligence for AWS ...", "url": "https://aws.amazon.com/blogs/mt/prometheus-mcp-server-ai-driven-monitoring-intelligence-for-aws-users/"}, {"date": "2025-03-21", "last_updated": "2026-03-17", "place_metadata": null, "snippet": "mcp ** Public\ngenerated from amazon-archives/__template_Apache-2.0", "source": "web", "title": "awslabs/mcp: Open source MCP Servers for AWS - GitHub", "url": "https://github.com/awslabs/mcp"}, {"date": "2025-11-19", "last_updated": "2026-05-20", "place_metadata": null, "snippet": "AWS MCP Servers repository provides several MCP servers that you can use for Amazon Connect observability workflows:\n- **AWS API MCP** Server enables direct interaction with AWS services, including Amazon Connect instance management and configuration analysis.\n- **CloudWatch MCP** Server provides ac...", "source": "web", "title": "Using MCP with Amazon Connect to monitor operational readiness", "url": "https://aws.amazon.com/blogs/contact-center/using-mcp-with-amazon-connect-to-monitor-operational-readiness/"}, {"date": "2025-09-04", "last_updated": "2026-07-10", "place_metadata": null, "snippet": "- **OpenSearch MCP server** as the connectivity layer for multiple OpenSearch clusters.\n...\n*The architecture shows Amazon Q CLI connecting to an EC2 instance that runs the OpenSearch MCP server.", "source": "web", "title": "OpenSearch MCP server: Empowering the Amazon EC2 ...", "url": "https://opensearch.org/blog/opensearch-mcp-server-empowering-the-amazon-ec2-teams-droplet-analysis/"}, {"date": null, "last_updated": "2026-03-11", "place_metadata": null, "snippet": "The AWS MCP Server is a managed remote Model Context Protocol (MCP) server that provides AI \nassistants and agents with secure, authenticated access to AWS services through natural language \ninteractions.\n...\nMonitoring is an important part of maintaining the reliability, availability, and performan...", "source": "web", "title": "[PDF] AWS MCP Server - User Guide", "url": "https://docs.aws.amazon.com/pdfs/aws-mcp/latest/userguide/mcp-ug.pdf"}, {"date": null, "last_updated": "2026-08-14", "place_metadata": null, "snippet": "- **💰 Cost & Operations**: Monitor, optimize, and manage your AWS infrastructure and costs", "source": "web", "title": "Welcome to Open Source MCP Servers for AWS", "url": "https://awslabs.github.io/mcp/"}, {"date": "2026-04-14", "last_updated": "2026-08-13", "place_metadata": null, "snippet": "AWS Lambda works well for lightweight, stateless tool endpoints with bursty traffic patterns.\nAmazon Bedrock AgentCore provides a fully managed agent orchestration suite with built-in identity, memory, and tool discovery.\nIf your workloads need more control over the runtime, networking, and connecti...", "source": "web", "title": "Deploying Model Context Protocol (MCP) servers on ...", "url": "https://aws.amazon.com/blogs/containers/deploying-model-context-protocol-mcp-servers-on-amazon-ecs/"}, {"date": "2025-05-20", "last_updated": "2026-01-19", "place_metadata": null, "snippet": "Have you considered using Lambdas instead?\n...\nThere’s even a demonstration available for AWS that illustrates how efficient they can be for MCP, especially if your requirements are solely focused on the MCP bridge layer.", "source": "web", "title": "How to Deploy a Remote MCP Server on AWS EC2 - Reddit", "url": "https://www.reddit.com/r/modelcontextprotocol/comments/1kr59ar/how_to_deploy_a_remote_mcp_server_on_aws_ec2/"}, {"date": "2025-08-13", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "Today, we’re officially announcing the** AWS Cloud Control API (CCAPI) MCP Server**.\nThis MCP server transforms AWS infrastructure management by allowing developers to create, read, update, delete, and list resources using natural language.\n...\nThis MCP server is powered by the **AWS Cloud Control A...", "source": "web", "title": "Introducing AWS Cloud Control API MCP Server: Natural Language ...", "url": "https://aws.amazon.com/blogs/devops/introducing-aws-cloud-control-api-mcp-server-natural-language-infrastructure-management-on-aws/"}, {"date": "2025-03-19", "last_updated": "2025-08-20", "place_metadata": null, "snippet": "|Prompt|Description|Parameters|\n|--|--|--|\n|``` service_monitoring ```|Set up comprehensive monitoring|``` service ``` ,\n``` metric_type ``` (optional)|", "source": "web", "title": "GitHub - alexei-led/aws-mcp-server: A lightweight service that enables AI assistants to execute AWS CLI commands (in safe containerized environment) through the Model Context Protocol (MCP). Bridges Claude, Cursor, and other MCP-aware AI tools with AWS CLI for enhanced cloud infrastructure management.", "url": "https://github.com/alexei-led/aws-mcp-server"}]}
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For Kiro, Claude Code, Codex, & ...", "url": "https://aws.amazon.com/products/developer-tools/agent-toolkit-for-aws/"}, {"date": null, "last_updated": "2026-03-11", "place_metadata": null, "snippet": "The AWS MCP Server is a managed remote Model Context Protocol (MCP) server that provides AI \nassistants and agents with secure, authenticated access to AWS services through natural language \ninteractions.\nYou can use the AWS MCP Server to perform complex, multi-step AWS tasks by\ncombining real-time ...", "source": "web", "title": "[PDF] AWS MCP Server - User Guide", "url": "https://docs.aws.amazon.com/pdfs/aws-mcp/latest/userguide/mcp-ug.pdf"}, {"date": null, "last_updated": "2026-08-12", "place_metadata": null, "snippet": "To integrate an MCP server with Connect Customer, you must configure a Bedrock AgentCore gateway.\n...\nSelect a Bedrock AgentCore gateway to connect with Connect Customer.", "source": "web", "title": "Integrate an MCP server with Connect Customer", "url": "https://docs.aws.amazon.com/connect/latest/adminguide/3p-apps-mcp-server.html"}, {"date": null, "last_updated": "2026-08-13", "place_metadata": null, "snippet": "AWS MCP Server (MCP) is an open standard that enables seamless communication between AI agents and external tools.", "source": "web", "title": "Integrating MCP - AWS Marketplace", "url": "https://docs.aws.amazon.com/marketplace/latest/userguide/integrating-mcp.html"}, {"date": "2026-03-30", "last_updated": "2026-06-29", "place_metadata": null, "snippet": "The AWS API MCP Server enables AI assistants to interact with AWS services and resources through AWS CLI commands.\n...\nThe AWS API MCP Server enables AI assistants to interact with AWS services through the Model Context Protocol (MCP).\nWhen deployed to AgentCore, it provides secure, scalable access ...", "source": "web", "title": "AWS Marketplace: AWS API MCP Server - Amazon.com", "url": "https://aws.amazon.com/marketplace/pp/prodview-lqqkwbcraxsgw"}, {"date": null, "last_updated": "2026-08-01", "place_metadata": null, "snippet": "Securely connect Claude and other AI models to AWS services through documented APIs, SOP workflows, and best-practice access patterns.\nFor developers building AI agents that need to read, query, or automate AWS infrastructure.\nio.github.aws/mcp-proxy-for-aws\nTry MCP with AI models\n...\nTransport\nSTDI...", "source": "web", "title": "AWS MCP Server MCP Server — Connect with AI", "url": "https://mcpplaygroundonline.com/mcp-servers/io-github-aws-mcp-proxy-for-aws"}, {"date": "2025-07-01", "last_updated": "2026-08-13", "place_metadata": null, "snippet": "FastMCP is a lightweight server that takes an OpenAPI specification and automatically converts API endpoints into tools that AI agents can understand and call.", "source": "web", "title": "Enabling AI agents to interact with existing applications | Amazon Web Services", "url": "https://aws.amazon.com/blogs/migration-and-modernization/enabling-ai-agents-to-interact-with-existing-applications/"}, {"date": "2026-07-29", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "**Pre-built MCP servers (ready to configure):** Amazon Redshift MCP server — warehouse queries for supply chain inventory and OEE analytics AWS S3 Tables MCP server — Iceberg-format historical data in S3 Amazon Aurora PostgreSQL MCP server — operational data for equipment registry and maintenance hi...", "source": "web", "title": "Generate Autonomous Business Insights with AI Agent and ...", "url": "https://aws.amazon.com/blogs/machine-learning/generate-autonomous-business-insights-with-ai-agent-and-mcp-servers/"}, {"date": null, "last_updated": "2026-08-10", "place_metadata": null, "snippet": "If you are currently using the AWS API MCP Server or AWS Knowledge MCP Server, we recommend switching to the AWS MCP Server.\nThe AWS MCP Server is a managed remote MCP server that reduces setup and maintenance effort and offers enhanced security controls through IAM condition keys.\n...\n1. Start your...", "source": "web", "title": "Setting up the AWS MCP Server - Agent Toolkit for AWS", "url": "https://docs.aws.amazon.com/agent-toolkit/latest/userguide/getting-started-aws-mcp-server.html"}, {"date": "2026-04-11", "last_updated": "2026-08-13", "place_metadata": null, "snippet": "AWS Labs provides official Model Context Protocol (MCP) servers that expose AWS capabilities through structured tools, with the AWS IaC MCP Server serving as a prime example of how AI can interact with CloudFormation, CDK, and infrastructure operations.\n...\nAWS Labs provides multiple MCP servers, ea...", "source": "web", "title": "AWS SDK with MCP: AI integration for enterprise workloads", "url": "https://www.mintmcp.com/blog/aws-sdk-with-mcp"}, {"date": "2025-04-01", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "Developed by Anthropic as an open protocol, MCP provides a standardized way to connect AI models to virtually any data source or tool.", "source": "web", "title": "Harness the power of MCP servers with Amazon Bedrock ...", "url": "https://aws.amazon.com/blogs/machine-learning/harness-the-power-of-mcp-servers-with-amazon-bedrock-agents/"}, {"date": "2025-05-29", "last_updated": "2026-08-13", "place_metadata": null, "snippet": "AWS currently offers the AWS Lambda Tool MCP Server, which allows AI models to directly interact with existing Lambda functions as MCP tools without any code changes.\nThis MCP server acts as a bridge between MCP clients and Lambda functions, allowing AI assistants to access and invoke Lambda functio...", "source": "web", "title": "Introducing AWS Serverless MCP Server: AI-powered development ...", "url": "https://aws.amazon.com/blogs/compute/introducing-aws-serverless-mcp-server-ai-powered-development-for-modern-applications/"}, {"date": "2026-03-23", "last_updated": "2026-07-17", "place_metadata": null, "snippet": "at HTMLLinkElement.<anonymous> (https://builder.aws.com/assets/index-KDxRmdPU.js:2:27936)", "source": "web", "title": "Build and Connect Your Own MCP Server to Amazon Quick", "url": "https://builder.aws.com/content/3AOtD7wpB6e9625ssryvBMsimn2/build-and-connect-your-own-mcp-server-to-amazon-quick"}, {"date": "2025-08-13", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "Today, we’re officially announcing the** AWS Cloud Control API (CCAPI) MCP Server**.", "source": "web", "title": "Introducing AWS Cloud Control API MCP Server", "url": "https://aws.amazon.com/blogs/devops/introducing-aws-cloud-control-api-mcp-server-natural-language-infrastructure-management-on-aws/"}, {"date": "2025-03-19", "last_updated": "2025-08-20", "place_metadata": null, "snippet": "The AWS MCP Server provides a bridge between MCP-aware AI assistants (like Claude Desktop, Cursor, Windsurf) and the AWS CLI.\n...\nA lightweight service that enables AI assistants to execute AWS CLI commands (in safe containerized environment) through the Model Context Protocol (MCP).\nBridges Claude,...", "source": "web", "title": "GitHub - alexei-led/aws-mcp-server: A lightweight service that enables AI assistants to execute AWS CLI commands (in safe containerized environment) through the Model Context Protocol (MCP). Bridges Claude, Cursor, and other MCP-aware AI tools with AWS CLI for enhanced cloud infrastructure management.", "url": "https://github.com/alexei-led/aws-mcp-server"}, {"date": "2025-07-16", "last_updated": "2026-01-18", "place_metadata": null, "snippet": "### AWS API MCP Server - enables AI assistants to interact with AWS services and resources through AWS CLI commands", "source": "web", "title": "AWS API MCP Server - enables AI assistants to interact with AWS services ...", "url": "https://www.reddit.com/r/aws/comments/1m1qbyr/aws_api_mcp_server_enables_ai_assistants_to/"}]}
{"engine": "perplexity", "model": "sonar", "index": 16, "phrasing": "Best production-ready MCP server for AWS API interactions", "citations": ["https://aws.amazon.com/blogs/aws/the-aws-mcp-server-is-now-generally-available/", "https://aws.amazon.com/blogs/machine-learning/building-and-connecting-a-production-ready-ecommerce-mcp-server-using-amazon-bedrock-agentcore-and-mistral-ai-studio/", "https://github.com/ever-works/awesome-mcp-servers", "https://mcpplaygroundonline.com/blog/awesome-mcp-servers", "https://www.satitechnology.com/blog/aws-mcp-servers-claude-code-45-ai-tools/", "https://builder.aws.com/content/30F9zDjUWXx8A1AqKLXaojDeFaf/building-production-ready-mcp-servers-aws-lets-build-a-startup-s3e2", "https://www.stainless.com/mcp/10-best-mcp-servers-for-developers/", "https://awslabs.github.io/mcp/servers", "https://awslabs.github.io/mcp/servers/aws-serverless-mcp-server", "https://www.infoq.com/articles/secure-mcp-server-aws/", "https://awslabs.github.io/mcp/", "https://aws.amazon.com/about-aws/whats-new/2025/07/aws-api-mcp-server-available/", "https://github.com/awslabs/mcp/", "https://go-cloud.io/aws-mcp-server/", "https://aws.amazon.com/blogs/machine-learning/introducing-aws-mcp-servers-for-code-assistants-part-1/", "https://awslabs.github.io/mcp/servers/aws-api-mcp-server", "https://www.infoworld.com/article/4129024/five-mcp-servers-to-rule-the-cloud.html", "https://www.reddit.com/r/mcp/comments/1plkqcq/which_aws_mcp_can_help_me_reviewexplain_my/", "https://aws.amazon.com/blogs/devops/introducing-aws-cloud-control-api-mcp-server-natural-language-infrastructure-management-on-aws/", "https://medium.com/@tadeodonegana/build-and-deploy-remote-mcp-servers-to-aws-ec2-5888514892c4"], "search_results": [{"date": "2026-05-06", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "** The AWS MCP Server is available today in the US East (N. Virginia) and Europe (Frankfurt) AWS Regions and can make API calls to any Region.", "source": "web", "title": "The AWS MCP Server is now generally available", "url": "https://aws.amazon.com/blogs/aws/the-aws-mcp-server-is-now-generally-available/"}, {"date": "2026-07-08", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "- Use AgentCore Gateway for API management: Place AgentCore Gateway in front of your runtime to manage rate limiting, request routing, and additional access controls at the API layer.\n- Descope tokens before passing to tools: When forwarding a JWT to a tool, strip it to only the claims the tool need...", "source": "web", "title": "Building and connecting a production-ready ecommerce MCP ...", "url": "https://aws.amazon.com/blogs/machine-learning/building-and-connecting-a-production-ready-ecommerce-mcp-server-using-amazon-bedrock-agentcore-and-mistral-ai-studio/"}, {"date": "2025-05-14", "last_updated": "2025-07-14", "place_metadata": null, "snippet": "- Aws MCP - A Model Context Protocol (MCP) server that enables direct interaction with AWS services using the AWS SDK v2, allowing resource management and querying in cloud environments.", "source": "web", "title": "GitHub - ever-works/awesome-mcp-servers: A curated list of the best MCP Servers, featuring top solutions, libraries, tools, and more. - https://mcpserver.works", "url": "https://github.com/ever-works/awesome-mcp-servers"}, {"date": "2026-01-13", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "|Server|URL|Capabilities|\n...\n|**AWS** NEW|`https://aws-mcp.us-east-1.api.aws/mcp`|15,000+ AWS API operations, docs search, sandboxed scripts|", "source": "web", "title": "Quick Setup Example", "url": "https://mcpplaygroundonline.com/blog/awesome-mcp-servers"}, {"date": "2025-07-11", "last_updated": "2026-08-08", "place_metadata": null, "snippet": "**Q: Is it production-ready?**\nA: Yes, but start carefully.\nUse read-only modes, test in development environments first, and always review generated configurations.\nMany teams use it for development/staging and gradually adopt it for production with proper safeguards.", "source": "web", "title": "AWS MCP Servers for Claude Code: Overview of 45+ AI-Powered ...", "url": "https://www.satitechnology.com/blog/aws-mcp-servers-claude-code-45-ai-tools/"}, {"date": "2025-07-22", "last_updated": "2026-07-19", "place_metadata": null, "snippet": "You can provide a way better UX than this when your app throws errors by providing your own\n```\n...\nor\n```\n...\n```", "source": "web", "title": "Building Production-Ready MCP Servers - AWS Let's Build a Startup ...", "url": "https://builder.aws.com/content/30F9zDjUWXx8A1AqKLXaojDeFaf/building-production-ready-mcp-servers-aws-lets-build-a-startup-s3e2"}, {"date": null, "last_updated": "2026-08-14", "place_metadata": null, "snippet": "- **Ease of implementation:** How quickly we could set up and configure the server", "source": "web", "title": "10 Best MCP Servers For Developers - Stainless", "url": "https://www.stainless.com/mcp/10-best-mcp-servers-for-developers/"}, {"date": null, "last_updated": "2026-08-08", "place_metadata": null, "snippet": "CoreVibe Coding & Development\nInteract with AWS services and resources through AWS CLI commands.", "source": "web", "title": "Available MCP Servers - Open Source at AWS", "url": "https://awslabs.github.io/mcp/servers"}, {"date": null, "last_updated": "2026-08-13", "place_metadata": null, "snippet": "### Production use cases​\nThe AWS Serverless MCP Server can be used for production environments with proper security controls in place.\nFor production use cases, consider the following:\n- **Read-Only Mode by Default**: The server runs in read-only mode by default, which is safer for production envir...", "source": "web", "title": "AWS Serverless MCP Server", "url": "https://awslabs.github.io/mcp/servers/aws-serverless-mcp-server"}, {"date": "2026-05-18", "last_updated": "2026-08-12", "place_metadata": null, "snippet": "- MCP servers should be designed as production interfaces, not as thin demo wrappers around existing APIs.", "source": "web", "title": "Building a Secure MCP Server on AWS for a Million- ...", "url": "https://www.infoq.com/articles/secure-mcp-server-aws/"}, {"date": null, "last_updated": "2026-08-14", "place_metadata": null, "snippet": "### AWS API MCP Server\n...\nInteract with AWS services and resources through AWS CLI commands.", "source": "web", "title": "Welcome to Open Source MCP Servers for AWS", "url": "https://awslabs.github.io/mcp/"}, {"date": "2025-07-16", "last_updated": "2026-05-17", "place_metadata": null, "snippet": "Today, AWS announces the developer preview of the AWS API model context protocol (MCP) server, a new tool that enables foundation models (FMs) to interact with any AWS API through natural language by creating and executing syntactically correct and valid CLI commands.", "source": "web", "title": "AWS API MCP Server now available", "url": "https://aws.amazon.com/about-aws/whats-new/2025/07/aws-api-mcp-server-available/"}, {"date": "2025-03-21", "last_updated": "2025-08-20", "place_metadata": null, "snippet": "|Server Name|Description|Install|\n...\n|AWS API MCP Server|Start here for general AWS interactions!", "source": "web", "title": "GitHub - awslabs/mcp: AWS MCP Servers — helping you get the most out of AWS, wherever you use MCP.", "url": "https://github.com/awslabs/mcp/"}, {"date": "2026-06-08", "last_updated": "2026-06-24", "place_metadata": null, "snippet": "For production deployments, AWS MCP servers integrate with Amazon Bedrock Agents via the HTTP+SSE transport.\nThe recommended deployment pattern:\n1. Deploy the MCP server as an AWS Lambda function behind an Application Load Balancer or API Gateway (for low-traffic use) or as an ECS Fargate service (f...", "source": "web", "title": "How to Build and Deploy an AWS MCP Server - GoCloud", "url": "https://go-cloud.io/aws-mcp-server/"}, {"date": "2025-04-01", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "The Cost Analysis MCP Server generates a detailed cost analysis report showing projected expenses for each AWS service and provides specific recommendations to reduce costs.\n...\n- Keep MCP Servers updated with the latest AWS security best practices", "source": "web", "title": "Introducing AWS MCP Servers for code assistants (Part 1)", "url": "https://aws.amazon.com/blogs/machine-learning/introducing-aws-mcp-servers-for-code-assistants-part-1/"}, {"date": null, "last_updated": "2026-08-13", "place_metadata": null, "snippet": "1. **Install the CloudWatch Agent** on your machine: - **Amazon Linux 2/2023**:", "source": "web", "title": "AWS API MCP Server - Open Source at AWS", "url": "https://awslabs.github.io/mcp/servers/aws-api-mcp-server"}, {"date": "2026-02-16", "last_updated": "2026-07-14", "place_metadata": null, "snippet": "The general-purpose AWS MCP Server is the best place to start.\nIt’s a remote server hosted by AWS that connects agents with the latest documentation, API references, and standard operating procedures (SOPs) to execute multi-step workflows.", "source": "web", "title": "Five MCP servers to rule the cloud", "url": "https://www.infoworld.com/article/4129024/five-mcp-servers-to-rule-the-cloud.html"}, {"date": "2025-12-13", "last_updated": "2026-02-20", "place_metadata": null, "snippet": "I have utilized the resources found at this link: https://awslabs.github.io/mcp/.", "source": "web", "title": "Which AWS MCP can help me review/explain my infrastructure (i ...", "url": "https://www.reddit.com/r/mcp/comments/1plkqcq/which_aws_mcp_can_help_me_reviewexplain_my/"}, {"date": "2025-08-13", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "3. Once that you have validated that the MCP server was loaded successfully, try a sample command.", "source": "web", "title": "Introducing AWS Cloud Control API MCP Server", "url": "https://aws.amazon.com/blogs/devops/introducing-aws-cloud-control-api-mcp-server-natural-language-infrastructure-management-on-aws/"}, {"date": "2025-04-25", "last_updated": "2025-07-18", "place_metadata": null, "snippet": "Follow these steps to launch your MCP server:\n**Create an EC2 instance**\n- Launch a new EC2 Instance via the EC2 Dashboard\n- Choose Ubuntu AMI and a `t2.micro` instance.\n- Generate or select an existing key pair.\n**Connect and setup dependencies**\n...\nsudo apt-get install curlcurl -sL https://deb.no...", "source": "web", "title": "Build and deploy remote MCP servers to AWS EC2", "url": "https://medium.com/@tadeodonegana/build-and-deploy-remote-mcp-servers-to-aws-ec2-5888514892c4"}]}
{"engine": "perplexity", "model": "sonar", "index": 17, "phrasing": "We are an enterprise cloud platform team looking for a compliant AWS MCP server for internal AI tools. What should we evaluate?", "citations": ["https://docs.aws.amazon.com/prescriptive-guidance/latest/mcp-deployment-patterns-on-aws/resources.html", "https://docs.aws.amazon.com/agent-toolkit/latest/userguide/security.html", "https://docs.aws.amazon.com/pdfs/aws-mcp/latest/userguide/mcp-ug.pdf", "https://aws.amazon.com/blogs/aws/the-aws-mcp-server-is-now-generally-available/", "https://docs.aws.amazon.com/agent-toolkit/latest/userguide/compliance-validation.html", "https://docs.aws.amazon.com/devopsagent/latest/userguide/configuring-integrations-and-knowledge-connecting-mcp-servers.html", "https://aws.amazon.com/blogs/devops/introducing-the-aws-infrastructure-as-code-mcp-server-ai-powered-cdk-and-cloudformation-assistance/", "https://builder.aws.com/content/34ehRAhM6rygBjYNee6sZ6AjPSi/model-context-protocol-mcp-security-implementation-guide-for-aws", "https://docs.aws.amazon.com/marketplace/latest/userguide/integrating-mcp.html", "https://docs.aws.amazon.com/solutions/deploying-model-context-protocol-servers-on-aws/", "https://docs.aws.amazon.com/prescriptive-guidance/latest/mcp-strategies/introduction.html", "https://docs.aws.amazon.com/marketplace/latest/developerguide/marketplace-mcp-server.html", "https://aws.amazon.com/blogs/containers/deploying-model-context-protocol-mcp-servers-on-amazon-ecs/", "https://mcpservers.org/servers/groovyBugify/aws-security-mcp", "https://aws.amazon.com/blogs/security/secure-ai-agent-access-patterns-to-aws-resources-using-model-context-protocol/", "https://github.com/aws-solutions-library-samples/guidance-for-deploying-model-context-protocol-servers-on-aws", "https://docs.aws.amazon.com/agent-toolkit/latest/userguide/security_iam_service-with-iam.html", "https://www.mintmcp.com/blog/aws-sdk-with-mcp", "https://aws.amazon.com/blogs/security/understanding-iam-for-managed-aws-mcp-servers/", "https://awslabs.github.io/mcp/"], "search_results": [{"date": null, "last_updated": "2026-08-04", "place_metadata": null, "snippet": "- AWS Account and Permissions: You need an active AWS account with appropriate permissions to create AWS Lambda functions and execution roles for serverless deployments, Amazon EC2 instances and security groups for EC2 patterns, Amazon ECS clusters, task definitions, and services for containerized d...", "source": "web", "title": "Why deploy MCP servers on AWS", "url": "https://docs.aws.amazon.com/prescriptive-guidance/latest/mcp-deployment-patterns-on-aws/resources.html"}, {"date": null, "last_updated": "2026-07-27", "place_metadata": null, "snippet": "To learn about the compliance programs that apply to AWS MCP Server, see AWS Services in Scope by Compliance Program.", "source": "web", "title": "Security in AWS MCP Server - Agent Toolkit for AWS", "url": "https://docs.aws.amazon.com/agent-toolkit/latest/userguide/security.html"}, {"date": null, "last_updated": "2026-03-11", "place_metadata": null, "snippet": "recommend that you secure your data in the following ways:\n• Use multi-factor authentication (MFA) with each account.\n• Use SSL/TLS to communicate with AWS resources.\nWe require TLS 1.2 and recommend TLS 1.3.\n...\nTo learn whether an AWS service is within the scope of specific compliance programs, se...", "source": "web", "title": "[PDF] AWS MCP Server - User Guide", "url": "https://docs.aws.amazon.com/pdfs/aws-mcp/latest/userguide/mcp-ug.pdf"}, {"date": "2026-05-06", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "The AWS MCP Server uses AWS Identity and Access Management (IAM) and IAM SigV4 authentication.", "source": "web", "title": "The AWS MCP Server is now generally available", "url": "https://aws.amazon.com/blogs/aws/the-aws-mcp-server-is-now-generally-available/"}, {"date": null, "last_updated": "2026-06-23", "place_metadata": null, "snippet": "AWS services in Scope by Compliance Program and choose the compliance program that you are interested in.", "source": "web", "title": "Compliance validation for AWS MCP Server - Agent Toolkit for AWS", "url": "https://docs.aws.amazon.com/agent-toolkit/latest/userguide/compliance-validation.html"}, {"date": null, "last_updated": "2026-08-13", "place_metadata": null, "snippet": "Before connecting an MCP server, ensure your server meets these requirements:\n- **Streamable HTTP transport protocol** – Only MCP servers that implement the Streamable HTTP transport protocol are supported.\n- **Authentication support** – Your MCP server must support one of the following authenticati...", "source": "web", "title": "Connecting MCP Servers - AWS DevOps Agent", "url": "https://docs.aws.amazon.com/devopsagent/latest/userguide/configuring-integrations-and-knowledge-connecting-mcp-servers.html"}, {"date": "2025-11-28", "last_updated": "2026-08-10", "place_metadata": null, "snippet": "**Local Execution:** The MCP server runs entirely on your local machine using uv (the fast Python package manager).\nNo code or templates are sent to external services except for documentation searches.\n**AWS Credentials:** The server uses your existing AWS credentials (from ~/.aws/credentials, envir...", "source": "web", "title": "Introducing the AWS Infrastructure as Code MCP Server: AI ...", "url": "https://aws.amazon.com/blogs/devops/introducing-the-aws-infrastructure-as-code-mcp-server-ai-powered-cdk-and-cloudformation-assistance/"}, {"date": "2025-10-27", "last_updated": "2026-07-16", "place_metadata": null, "snippet": "You can provide a way better UX than this when your app throws errors by providing your own `ErrorBoundary` or `errorElement` prop on your route.", "source": "web", "title": "Model Context Protocol (MCP) Security Implementation Guide for AWS", "url": "https://builder.aws.com/content/34ehRAhM6rygBjYNee6sZ6AjPSi/model-context-protocol-mcp-security-implementation-guide-for-aws"}, {"date": null, "last_updated": "2026-08-13", "place_metadata": null, "snippet": "Your AWS MCP Server server must implement the following core protocol specifications:\n- JSON-RPC 2.0 communication protocol\n- Standard AWS MCP Server message types and formats\n- Capability advertisement and discovery\n- Authentication and session management\n- Error handling and status reporting\n### I...", "source": "web", "title": "Integrating MCP - AWS Marketplace", "url": "https://docs.aws.amazon.com/marketplace/latest/userguide/integrating-mcp.html"}, {"date": null, "last_updated": "2026-08-14", "place_metadata": null, "snippet": "It helps organizations implement industry-standard OAuth 2.0 authentication while protecting server deployments with multiple security layers, including content delivery networks and web application firewalls.", "source": "web", "title": "Guidance for Deploying Model Context Protocol Servers on ...", "url": "https://docs.aws.amazon.com/solutions/deploying-model-context-protocol-servers-on-aws/"}, {"date": null, "last_updated": "2026-08-10", "place_metadata": null, "snippet": "The recommendations in this guide map to the following five pillars of the AWS Well-Architected Framework:\n- **Security** – Token isolation, scoped-down credentials, separate read/write authorization\n- **Operational Excellence** – Tool selection accuracy metrics, golden datasets for regression testi...", "source": "web", "title": "Model Context Protocol strategies on AWS", "url": "https://docs.aws.amazon.com/prescriptive-guidance/latest/mcp-strategies/introduction.html"}, {"date": null, "last_updated": "2026-08-12", "place_metadata": null, "snippet": "You need the following to get started:\n1. An MCP-compatible agent framework or client.\n2. An HTTP client capable of making JSON-RPC 2.0 requests.\n...\n**Authentication:** No authentication is required.\nOmit auth headers in HTTP requests.\n...\nPass the identifier in the custom HTTP header:", "source": "web", "title": "About the AWS Marketplace MCP server", "url": "https://docs.aws.amazon.com/marketplace/latest/developerguide/marketplace-mcp-server.html"}, {"date": "2026-04-14", "last_updated": "2026-08-13", "place_metadata": null, "snippet": "AI agents need secure access to AWS resources through MCP, with proper access control and permission enforcement for agent-initiated requests.\n...\nThe Amazon ECS MCP server addresses this challenge through a defense-in-depth security architecture that bridges MCP’s OAuth 2.1 authentication standard ...", "source": "web", "title": "Deploying Model Context Protocol (MCP) servers on ...", "url": "https://aws.amazon.com/blogs/containers/deploying-model-context-protocol-mcp-servers-on-amazon-ecs/"}, {"date": null, "last_updated": "2026-07-10", "place_metadata": null, "snippet": "MCP Server's AWS credentials must have the following permissions:\n...\n**SecurityAudit Policy (Required)**\nAttach the AWS managed SecurityAudit policy to your MCP Server's IAM user or IAM role:\n```\nPolicy ARN: arn:aws:iam::aws:policy/SecurityAudit\n```\nThis policy provides comprehensive read-only acce...", "source": "web", "title": "AWS Security MCP Server", "url": "https://mcpservers.org/servers/groovyBugify/aws-security-mcp"}, {"date": "2026-04-14", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "- **Assess direct access paths:** Evaluate whether your agents have access to general-purpose tools (bash, shell, code execution) that can bypass MCP servers.\nIf they do, rely on principles 1 and 2 for those paths and consider restricting tool availability where possible.\n- **Choose a differentiatio...", "source": "web", "title": "Secure AI agent access patterns to AWS resources using ...", "url": "https://aws.amazon.com/blogs/security/secure-ai-agent-access-patterns-to-aws-resources-using-model-context-protocol/"}, {"date": "2025-05-08", "last_updated": "2025-11-28", "place_metadata": null, "snippet": "This guidance demonstrates how to deploy Model Context Protocol (MCP) servers on AWS with secure authentication using Amazon Cognito, implementing the **2025-06-18 MCP specification** with OAuth 2.0 Protected Resource Metadata (RFC9728).\nIt enables you to host MCP servers that can be accessed remote...", "source": "web", "title": "GitHub - aws-solutions-library-samples/guidance-for-deploying-model-context-protocol-servers-on-aws: This Guidance demonstrates how to securely run Model Context Protocol (MCP) servers on the AWS Cloud using containerized architecture. It helps organizations implement industry-standard OAuth 2.0 authentication while protecting server deployments with multiple security layers, including content delivery networks and web application firewalls.", "url": "https://github.com/aws-solutions-library-samples/guidance-for-deploying-model-context-protocol-servers-on-aws"}, {"date": null, "last_updated": "2026-08-13", "place_metadata": null, "snippet": "During the preview period, AWS MCP Server required the following service-specific IAM\nactions:\n- `aws-mcp:InvokeMcp`\n- `aws-mcp:CallReadOnlyTool`\n- `aws-mcp:CallReadWriteTool`\nThese actions are no longer required and have no effect.\nIf you previously configured\nIAM permissions using these actions, w...", "source": "web", "title": "How AWS MCP Server works with IAM", "url": "https://docs.aws.amazon.com/agent-toolkit/latest/userguide/security_iam_service-with-iam.html"}, {"date": "2026-04-11", "last_updated": "2026-08-13", "place_metadata": null, "snippet": "- Validation and compliance checks run locally without AWS permissions—IAM is only needed for deployment troubleshooting\n...\n- `validate_cloudformation_template` - Syntax and schema validation with fix suggestions (runs locally, no AWS permissions needed)\n- `check_cloudformation_template_compliance`...", "source": "web", "title": "AWS SDK with MCP: AI integration for enterprise workloads - MintMCP", "url": "https://www.mintmcp.com/blog/aws-sdk-with-mcp"}, {"date": "2026-03-02", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "- **aws:ViaAWSMCPService** (boolean): Set to true when the request comes through an AWS-managed MCP server.\nUse this to allow or deny all MCP-initiated actions.\n- **aws:CalledViaAWSMCP** (string, single valued): Contains the service principal name of the MCP server (for example, `aws-mcp.amazonaws.c...", "source": "web", "title": "Understanding IAM for Managed AWS MCP Servers", "url": "https://aws.amazon.com/blogs/security/understanding-iam-for-managed-aws-mcp-servers/"}, {"date": null, "last_updated": "2026-08-14", "place_metadata": null, "snippet": "Built with safety and control in mind: syntactically validated API calls, IAM-based permissions with zero credential exposure, and complete CloudTrail audit logging.", "source": "web", "title": "Welcome to Open Source MCP Servers for AWS", "url": "https://awslabs.github.io/mcp/"}]}
{"engine": "perplexity", "model": "sonar", "index": 18, "phrasing": "Which MCP server gives AI coding assistants real-time context on AWS cloud infrastructure?", "citations": ["https://aws.amazon.com/blogs/aws/the-aws-mcp-server-is-now-generally-available/", "https://aws.amazon.com/about-aws/whats-new/2025/05/new-model-context-protocol-servers-aws-serverless-containers/", "https://docs.aws.amazon.com/prescriptive-guidance/latest/patterns/deploy-real-time-coding-security-validation-by-using-an-mcp-server-with-kiro-and-other-coding-assistants.html", "https://docs.aws.amazon.com/AmazonECS/latest/developerguide/ecs-mcp-introduction.html", "https://aws.amazon.com/products/developer-tools/agent-toolkit-for-aws/", "https://dev.to/latchudevops/announcing-mcp-servers-for-aws-serverless-containers-smarter-ai-for-devops-hbc", "https://aws.amazon.com/blogs/devops/introducing-the-aws-infrastructure-as-code-mcp-server-ai-powered-cdk-and-cloudformation-assistance/", "https://aws.amazon.com/blogs/machine-learning/introducing-aws-mcp-servers-for-code-assistants-part-1/", "https://awslabs.github.io/mcp/", "https://aws.amazon.com/blogs/compute/introducing-aws-serverless-mcp-server-ai-powered-development-for-modern-applications/", "https://awslabs.github.io/mcp/servers/aws-dataprocessing-mcp-server", "https://builder.aws.com/content/37OUn4FLJII9HcNF4q1pJrpbuMa/aws-mcp-servers-part-1-your-ai-assistants-gateway-to-real-time-aws-knowledge", "https://aws.amazon.com/blogs/machine-learning/generate-autonomous-business-insights-with-ai-agent-and-mcp-servers/", "https://aws.amazon.com/blogs/machine-learning/harness-the-power-of-mcp-servers-with-amazon-bedrock-agents/", "https://github.com/awslabs/mcp", "https://github.com/awslabs/mcp/"], "search_results": [{"date": "2026-05-06", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "I’m happy to announce the general availability of the AWS MCP Server, a managed remote Model Context Protocol (MCP) server that gives AI agents and coding assistants secure, authenticated access to all AWS services through a small, fixed set of tools.\n...\nThe AWS MCP Server addresses this through a ...", "source": "web", "title": "The AWS MCP Server is now generally available", "url": "https://aws.amazon.com/blogs/aws/the-aws-mcp-server-is-now-generally-available/"}, {"date": "2025-05-29", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "Today, AWS announces the release of Model Context Protocol (MCP) servers for AWS Lambda, Amazon Elastic Container Service (ECS), Amazon Elastic Kubernetes Service (EKS), and Finch.\nMCP servers are a standard interface to enhance AI-assisted application development by equipping AI code assistants wit...", "source": "web", "title": "Announcing new Model Context Protocol (MCP) Servers ...", "url": "https://aws.amazon.com/about-aws/whats-new/2025/05/new-model-context-protocol-servers-aws-serverless-containers/"}, {"date": null, "last_updated": "2026-08-10", "place_metadata": null, "snippet": "This pattern describes how to implement a Model Context Protocol (MCP) server that integrates three industry-standard security scanning tools to provide comprehensive code security analysis.\nThe server enables AI coding assistants (such as Kiro, Amazon Q Developer, and Cline) to automatically scan c...", "source": "web", "title": "Deploy real-time coding security validation by using an ...", "url": "https://docs.aws.amazon.com/prescriptive-guidance/latest/patterns/deploy-real-time-coding-security-validation-by-using-an-mcp-server-with-kiro-and-other-coding-assistants.html"}, {"date": null, "last_updated": "2026-08-02", "place_metadata": null, "snippet": "The Amazon ECS MCP server is a fully managed service enabling AI-powered experiences for development and operations.\nModel Context Protocol (MCP) provides a standardized interface that enriches AI agents and applications with real-time, contextual knowledge of your Amazon ECS workloads, enabling mor...", "source": "web", "title": "Amazon ECS MCP server", "url": "https://docs.aws.amazon.com/AmazonECS/latest/developerguide/ecs-mcp-introduction.html"}, {"date": "2026-08-07", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "The AWS MCP Server is a managed, remote server that gives AI agents secure access to AWS through the Model Context Protocol (MCP).\nAgents can execute AWS CLI commands, search AWS documentation, and follow curated skills — all through a single authenticated endpoint with CloudWatch metrics and IAM-ba...", "source": "web", "title": "Agent Toolkit for AWS - For Kiro, Claude Code, Codex, & MCP ...", "url": "https://aws.amazon.com/products/developer-tools/agent-toolkit-for-aws/"}, {"date": "2025-05-31", "last_updated": "2026-03-22", "place_metadata": null, "snippet": "> 🚀 AWS just released Model Context Protocol (MCP) servers for Lambda, ECS, EKS, and Finch!\n...\nModel Context Protocol (MCP) servers provide AI assistants (like ChatGPT, Amazon Q, or GitHub Copilot) with real-time, contextual knowledge of AWS services — specifically:\n- 🟣 AWS Lambda\n- 🟧 Amazon ECS\n- ...", "source": "web", "title": "🤖📦 Announcing MCP Servers for AWS Serverless & Containers — Smarter AI for DevOps", "url": "https://dev.to/latchudevops/announcing-mcp-servers-for-aws-serverless-containers-smarter-ai-for-devops-hbc"}, {"date": "2025-11-28", "last_updated": "2026-08-10", "place_metadata": null, "snippet": "Today, we’re excited to introduce the AWS Infrastructure-as-Code (IaC) MCP Server, a new tool that bridges the gap between AI assistants and your AWS infrastructure development workflow.\nBuilt on the Model Context Protocol (MCP), this server enables AI assistants like Kiro CLI, Claude or Cursor to h...", "source": "web", "title": "Introducing the AWS Infrastructure as Code MCP Server: AI ...", "url": "https://aws.amazon.com/blogs/devops/introducing-the-aws-infrastructure-as-code-mcp-server-ai-powered-cdk-and-cloudformation-assistance/"}, {"date": "2025-04-01", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "We’re excited to announce the open source release of AWS MCP Servers for code assistants — a suite of specialized Model Context Protocol (MCP) servers that bring Amazon Web Services (AWS) best practices directly to your development workflow.", "source": "web", "title": "Introducing AWS MCP Servers for code assistants (Part 1)", "url": "https://aws.amazon.com/blogs/machine-learning/introducing-aws-mcp-servers-for-code-assistants-part-1/"}, {"date": null, "last_updated": "2026-08-14", "place_metadata": null, "snippet": "MCP Servers for AWS use this protocol to provide AI applications access to AWS documentation, contextual guidance, and best practices.", "source": "web", "title": "Welcome to Open Source MCP Servers for AWS", "url": "https://awslabs.github.io/mcp/"}, {"date": "2025-05-29", "last_updated": "2026-08-13", "place_metadata": null, "snippet": "Today, AWS announces the open-source AWS Serverless Model Context Protocol (MCP) Server, a tool that combines the power of AI assistance with serverless expertise to enhance how developers build modern applications.\nThe Serverless MCP Server provides contextual guidance specific to serverless develo...", "source": "web", "title": "Introducing AWS Serverless MCP Server: AI-powered development ...", "url": "https://aws.amazon.com/blogs/compute/introducing-aws-serverless-mcp-server-ai-powered-development-for-modern-applications/"}, {"date": null, "last_updated": "2026-08-09", "place_metadata": null, "snippet": "The AWS DataProcessing MCP server provides AI code assistants with comprehensive data processing tools and real-time pipeline visibility across AWS Glue and Amazon EMR-EC2.\nThis integration equips large language models (LLMs) with essential data engineering capabilities and contextual awareness, ena...", "source": "web", "title": "AWS Data Processing MCP Server", "url": "https://awslabs.github.io/mcp/servers/aws-dataprocessing-mcp-server"}, {"date": "2026-01-20", "last_updated": "2026-07-16", "place_metadata": null, "snippet": "at HTMLLinkElement.<anonymous> (https://builder.aws.com/assets/index-DE6_GkHh.js:2:27936)", "source": "web", "title": "AWS MCP Servers (Part-1): Your AI Assistant's Gateway to Real ...", "url": "https://builder.aws.com/content/37OUn4FLJII9HcNF4q1pJrpbuMa/aws-mcp-servers-part-1-your-ai-assistants-gateway-to-real-time-aws-knowledge"}, {"date": "2026-07-29", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "**Custom MCP servers (for services without a pre-built option):** Custom MCP servers (for services without a pre-built option)- IoT Telemetry MCP server — queries Amazon Timestream for real-time sensor time-series (vibration, temperature, pressure).\nBuilt with FastMCP framework.\n...\nThe Model Contex...", "source": "web", "title": "Generate Autonomous Business Insights with AI Agent and MCP ...", "url": "https://aws.amazon.com/blogs/machine-learning/generate-autonomous-business-insights-with-ai-agent-and-mcp-servers/"}, {"date": "2025-04-01", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "You can accomplish this using two MCP servers: a custom-built MCP server for retrieving the AWS spend data and an open source MCP server from Perplexity AI to interpret the data.\n...\n3. **Servers**: You create two MCP servers that each run locally on your machine and communicate to your application ...", "source": "web", "title": "Harness the power of MCP servers with Amazon Bedrock ...", "url": "https://aws.amazon.com/blogs/machine-learning/harness-the-power-of-mcp-servers-with-amazon-bedrock-agents/"}, {"date": "2025-03-21", "last_updated": "2026-03-17", "place_metadata": null, "snippet": "awslabs / **\nmcp ** Public\ngenerated from amazon-archives/__template_Apache-2.0", "source": "web", "title": "awslabs/mcp: Open source MCP Servers for AWS - GitHub", "url": "https://github.com/awslabs/mcp"}, {"date": "2025-03-21", "last_updated": "2025-08-20", "place_metadata": null, "snippet": "- Browse by What You're Building - 📚 Real-time access to official AWS documentation\n...\nAWS MCP Servers use this protocol to provide AI applications access to AWS documentation, contextual guidance, and best practices.\n...\n|Server Name|Description|Install|\n|--|--|--|\n|AWS API MCP Server|Start here f...", "source": "web", "title": "GitHub - awslabs/mcp: AWS MCP Servers — helping you get the most out of AWS, wherever you use MCP.", "url": "https://github.com/awslabs/mcp/"}]}
{"engine": "perplexity", "model": "sonar", "index": 19, "phrasing": "What MCP server should I use to let AI models run AWS CLI commands safely?", "citations": ["https://github.com/alexei-led/aws-mcp-server", "https://docs.aws.amazon.com/amazonq/latest/qdeveloper-ug/command-line-mcp-config-CLI.html", "https://hub.docker.com/r/mcp/aws-api-mcp-server", "https://mcpservers.org/servers/runjivu/use_aws_mcp", "https://aws.amazon.com/about-aws/whats-new/2025/07/aws-api-mcp-server-available/", "https://awslabs.github.io/mcp/servers/aws-api-mcp-server", "https://github.com/IcyKallen/aws-cli-mcp-server/blob/main/README.md", "https://qiita.com/yoshimi0227/items/cd97de409813fa408813", "https://mcpservers.org/servers/andresthor/cmd-line-mcp", "https://aws.amazon.com/blogs/devops/introducing-aws-cloud-control-api-mcp-server-natural-language-infrastructure-management-on-aws/", "https://docs.aws.amazon.com/agent-toolkit/latest/userguide/getting-started-aws-mcp-server.html", "https://claudemarketplaces.com/mcp/musaddiq-dev/aws-cli-mcp-server", "https://aws.amazon.com/blogs/aws/the-aws-mcp-server-is-now-generally-available/", "https://www.reddit.com/r/aws/comments/1qgshy7/what_is_the_value_proposition_of_aws_mcp_server/", "https://awslabs.github.io/mcp/", "https://mcpmarket.com/server/use-aws"], "search_results": [{"date": "2025-03-19", "last_updated": "2025-08-20", "place_metadata": null, "snippet": "# Clone repository\ngit clone https://github.com/alexei-led/aws-mcp-server.git\ncd aws-mcp-server\n# Set up virtual environment\npython -m venv venv\nsource venv/bin/activate # On Windows: venv\\Scripts\\activate\n# Install in development mode\npip install -e .\n# Run the server\npython -m aws_mcp_server\n```\n....", "source": "web", "title": "AWS MCP Server", "url": "https://github.com/alexei-led/aws-mcp-server"}, {"date": null, "last_updated": "2026-03-09", "place_metadata": null, "snippet": "Remote MCP servers are configured in your agent configuration file using the `type` and `url` fields:\n...\n{\n\"mcpServers\": {\n\"find-a-domain\": {\n\"type\": \"http\",\n\"url\": \"https://api.findadomain.dev/mcp\"\n}", "source": "web", "title": "MCP configuration in the CLI - Amazon Q Developer", "url": "https://docs.aws.amazon.com/amazonq/latest/qdeveloper-ug/command-line-mcp-config-CLI.html"}, {"date": "2025-11-06", "last_updated": "2026-08-10", "place_metadata": null, "snippet": "|Tools provided by this Server|Short Description|\n|--|--|\n|`call_aws`|Execute AWS CLI commands|\n|`suggest_aws_commands`|Suggest AWS CLI commands|\n...\nExecute AWS CLI commands with validation and proper error handling.\nThis is the PRIMARY tool to use when you are confident about the exact AWS CLI com...", "source": "web", "title": "mcp/aws-api-mcp-server - Docker Image", "url": "https://hub.docker.com/r/mcp/aws-api-mcp-server"}, {"date": "2025-06-27", "last_updated": "2026-07-21", "place_metadata": null, "snippet": "```\nuse_aws_mcp\n```\nis a standalone Model Context Protocol (MCP) server that provides AWS CLI functionality through a standardized interface.\nThis server replicates the functionality of the\n```\nuse_aws\n```\ntool from the Amazon Q Developer CLI.\n...\n- **AWS CLI Integration**: Execute AWS CLI commands ...", "source": "web", "title": "AWS CLI", "url": "https://mcpservers.org/servers/runjivu/use_aws_mcp"}, {"date": "2025-07-16", "last_updated": "2026-05-17", "place_metadata": null, "snippet": "Today, AWS announces the developer preview of the AWS API model context protocol (MCP) server, a new tool that enables foundation models (FMs) to interact with any AWS API through natural language by creating and executing syntactically correct and valid CLI commands.\n...\nThe server provides secure ...", "source": "web", "title": "AWS API MCP Server now available", "url": "https://aws.amazon.com/about-aws/whats-new/2025/07/aws-api-mcp-server-available/"}, {"date": null, "last_updated": "2026-08-13", "place_metadata": null, "snippet": "This safety mechanism uses elicitation so it requires a client that supports elicitation.|", "source": "web", "title": "AWS API MCP Server", "url": "https://awslabs.github.io/mcp/servers/aws-api-mcp-server"}, {"date": "2025-03-24", "last_updated": "2026-04-17", "place_metadata": null, "snippet": "An MCP (Model Context Protocol) server that lets you generate and execute AWS CLI commands directly from Claude.\n...\n- This server executes AWS CLI commands with the same permissions as your configured AWS credentials\n- Be careful about who can access this server\n- Consider implementing additional a...", "source": "web", "title": "aws-cli-mcp-server/README.md at main · IcyKallen/aws-cli-mcp-server", "url": "https://github.com/IcyKallen/aws-cli-mcp-server/blob/main/README.md"}, {"date": "2025-12-02", "last_updated": "2026-05-17", "place_metadata": null, "snippet": "「ap-northeast-1 の EC2インスタンスを一覧表示して」「ポート22の空いているセキュリティグループを一覧表示して」のような指示を自然言語で出すだけで、指示に対応したAWS CLIコマンドを実行してくれます。\nAWS API MCP Serverの実行方法には下記の選択肢があります。\n- KiroやCursor、Claude Desktop等を活用してローカルPC上で実行\n- AWSが公開しているDockerイメージを活用してECSやEKSにデプロイ\n- AWS Marketplace経由でAWS API MCP Serverをダウンロードし、AgentCore Runtimeに...", "source": "web", "title": "AWS API MCP Serverの機能を理解して使いこなそう - Qiita", "url": "https://qiita.com/yoshimi0227/items/cd97de409813fa408813"}, {"date": "2026-03-16", "last_updated": "2026-08-11", "place_metadata": null, "snippet": "A secure MCP server for executing terminal commands with controlled directory access and command permissions.\n...\nAn MCP server that lets AI assistants run terminal commands safely.\nCommands are categorized (read/write/system), directories are whitelisted, and dangerous patterns are blocked automati...", "source": "web", "title": "Command Line MCP Server", "url": "https://mcpservers.org/servers/andresthor/cmd-line-mcp"}, {"date": "2025-08-13", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "- An **MCP Host** application installed that supports MCP Clients and MCP Servers (e.g. Amazon Q Developer, Claude Desktop, Cursor, etc.).\n...\nTo start using the CCAPI MCP server, you will need to set up your server configuration which is typically in a file named `mcp.json`.\n...\n### Security Consid...", "source": "web", "title": "Introducing AWS Cloud Control API MCP Server", "url": "https://aws.amazon.com/blogs/devops/introducing-aws-cloud-control-api-mcp-server-natural-language-infrastructure-management-on-aws/"}, {"date": null, "last_updated": "2026-08-10", "place_metadata": null, "snippet": "If you are currently using the AWS API MCP Server or AWS Knowledge MCP Server, we recommend switching to the AWS MCP Server.\nThe AWS MCP Server is a managed remote MCP server that reduces setup and maintenance effort and offers enhanced security controls through IAM condition keys.\nTo switch, remove...", "source": "web", "title": "Setting up the AWS MCP Server - Agent Toolkit for AWS", "url": "https://docs.aws.amazon.com/agent-toolkit/latest/userguide/getting-started-aws-mcp-server.html"}, {"date": "2025-12-15", "last_updated": "2026-07-17", "place_metadata": null, "snippet": "A Python Model Context Protocol (MCP) server that lets MCP-compatible clients inspect and operate AWS through the AWS CLI.\nIt supports command execution with validation, command suggestions, AWS region lookup, and caller identity checks.\nThis server can execute AWS CLI commands using the credentials...", "source": "web", "title": "AWS CLI MCP Server - Claude Code Marketplaces", "url": "https://claudemarketplaces.com/mcp/musaddiq-dev/aws-cli-mcp-server"}, {"date": "2026-05-06", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "I’m happy to announce the general availability of the AWS MCP Server, a managed remote Model Context Protocol (MCP) server that gives AI agents and coding assistants secure, authenticated access to all AWS services through a small, fixed set of tools.\n...\nThe `call_aws` tool executes any of the 15,0...", "source": "web", "title": "The AWS MCP Server is now generally available", "url": "https://aws.amazon.com/blogs/aws/the-aws-mcp-server-is-now-generally-available/"}, {"date": "2026-02-15", "last_updated": "2026-03-29", "place_metadata": null, "snippet": "Given that many AWS users already have the CLI set up, an MCP client can easily execute CLI commands that correspond to a prompt, making the process straightforward.", "source": "web", "title": "What is the value proposition of AWS MCP server?", "url": "https://www.reddit.com/r/aws/comments/1qgshy7/what_is_the_value_proposition_of_aws_mcp_server/"}, {"date": null, "last_updated": "2026-08-14", "place_metadata": null, "snippet": "Features pre-built Agent SOPs that follow AWS best practices, helping agents complete complex multi-step AWS tasks reliably.\nBuilt with safety and control in mind: syntactically validated API calls, IAM-based permissions with zero credential exposure, and complete CloudTrail audit logging.\nAccess al...", "source": "web", "title": "Welcome to Open Source MCP Servers for AWS", "url": "https://awslabs.github.io/mcp/"}, {"date": null, "last_updated": "2026-03-28", "place_metadata": null, "snippet": "Building upon the powerful `use_aws` MCP tool from the Amazon Q Developer CLI, this project offers a standalone Model Context Protocol (MCP) server.", "source": "web", "title": "Use AWS MCP Server: Portable AWS CLI for AI Tools & Dev", "url": "https://mcpmarket.com/server/use-aws"}]}
{"engine": "perplexity", "model": "sonar", "index": 20, "phrasing": "Model Context Protocol server for querying AWS Cost Explorer and billing via AI", "citations": ["https://docs.aws.amazon.com/cost-management/latest/userguide/ce-api.html", "https://aws.amazon.com/blogs/aws/new-interactive-aws-cost-explorer-api/", "https://aws.amazon.com/about-aws/whats-new/2017/11/introducing-the-aws-cost-explorer-api/", "https://github.com/dnavarrom/aws-cost-explorer", "https://repost.aws/questions/QUlAiIOPYmSlu6O4KEJr47NA/different-total-cost-in-cost-explorer-vs-api", "https://medium.com/@devops_83824/report-your-aws-costs-programmatically-using-the-cost-explorer-api-aa8dc0f9d8f1", "https://aws.amazon.com/aws-cost-management/aws-cost-explorer/", "https://github.com/YaleSpinup/cost-api", "https://aws.amazon.com/jp/blogs/news/new-interactive-aws-cost-explorer-api/", "https://docs.aws.amazon.com/cost-management/latest/userguide/ce-api-best-practices.html", "https://docs.aws.amazon.com/ko_kr/cost-management/latest/userguide/ce-api.html", "https://aws.amazon.com/aws-cost-management/aws-cost-explorer/pricing/", "https://costgoat.com/pricing/aws-cost-explorer", "https://www.reddit.com/r/aws/comments/llvf2y/dear_aws_cost_explorer_apis_should_be_free_or/"], "search_results": [{"date": null, "last_updated": "2026-03-30", "place_metadata": null, "snippet": "The Cost Explorer API allows you to programmatically query your cost and usage data.\nYou can\nquery for aggregated data such as total monthly costs or total daily usage.\nYou can also\nquery for granular data, such as the number of daily write operations for DynamoDB database\ntables in your production ...", "source": "web", "title": "Using the AWS Cost Explorer API", "url": "https://docs.aws.amazon.com/cost-management/latest/userguide/ce-api.html"}, {"date": "2017-11-20", "last_updated": "2025-12-11", "place_metadata": null, "snippet": "**New Cost Explorer API** Today we are making the underlying data that feeds into Cost Explorer available programmatically.\nThe new Cost Explorer API gives you a set of functions that allow you do everything that I described above.\nYou can retrieve cost and usage data that is filtered and grouped ac...", "source": "web", "title": "New – Interactive AWS Cost Explorer API | AWS News Blog", "url": "https://aws.amazon.com/blogs/aws/new-interactive-aws-cost-explorer-api/"}, {"date": "2017-11-20", "last_updated": "2026-05-19", "place_metadata": null, "snippet": "Starting today, you can directly access the Cost Explorer API, the low-latency ad-hoc query service that powers the Cost Explorer web application.\nThe Cost Explorer API gives you programmatic access to the full Cost Explorer dataset, including advanced metrics (e.g., Reserved Instance utilization) a...", "source": "web", "title": "Introducing the AWS Cost Explorer API", "url": "https://aws.amazon.com/about-aws/whats-new/2017/11/introducing-the-aws-cost-explorer-api/"}, {"date": "2017-12-08", "last_updated": "2026-04-16", "place_metadata": null, "snippet": "Simple AWS Cost Explorer API Implementation for Node.js\n## Installation\n`npm install aws-cost-explorer`\n...\nThis module requires an AWS Key Pair and access to AWS Cost Explorer API (ce).\n...\n#### getMonthToDateCosts(opts, callback)\n...\n#### getLastMonthCosts(opts, callback)\n#### getYearToDateCosts(o...", "source": "web", "title": "GitHub - dnavarrom/aws-cost-explorer: Simple AWS Cost Explorer API Implementation", "url": "https://github.com/dnavarrom/aws-cost-explorer"}, {"date": "2023-04-04", "last_updated": "2025-02-21", "place_metadata": null, "snippet": "client = boto3.client(\"ce\")\ntotal_cost = client.get_cost_and_usage(", "source": "web", "title": "Different Total Cost in Cost Explorer vs API | AWS re:Post", "url": "https://repost.aws/questions/QUlAiIOPYmSlu6O4KEJr47NA/different-total-cost-in-cost-explorer-vs-api"}, {"date": "2019-11-21", "last_updated": "2025-10-12", "place_metadata": null, "snippet": "Cost Explorer is an AWS service which can be used to view and analyze costs and usage in an AWS account.\nBesides a web interface, it also has an API which can be used to used to view costs programmatically.\nThis article primarily focuses on the **GetCostAndUsage** API call using Boto3’s **get_cost_a...", "source": "web", "title": "Report your AWS Costs programmatically using the Cost ...", "url": "https://medium.com/@devops_83824/report-your-aws-costs-programmatically-using-the-cost-explorer-api-aa8dc0f9d8f1"}, {"date": "2026-08-07", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "Take advantage of direct access to the interactive, ad-hoc analytics engine that powers AWS Cost Explorer.\nThe Cost Explorer API allows you to programmatically query your cost and usage data.", "source": "web", "title": "Cloud Cost Report - 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CostGoat", "url": "https://costgoat.com/pricing/aws-cost-explorer"}, {"date": "2021-02-17", "last_updated": "2026-01-18", "place_metadata": null, "snippet": "If you have AWS credits, the only way to setup billing alerts is using Cost Explorer", "source": "web", "title": "Dear AWS: Cost Explorer APIs Should be Free (or have a ... - Reddit", "url": "https://www.reddit.com/r/aws/comments/llvf2y/dear_aws_cost_explorer_apis_should_be_free_or/"}]}
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AWS Marketplace", "url": "https://docs.aws.amazon.com/marketplace/latest/userguide/integrating-mcp.html"}, {"date": null, "last_updated": "2026-08-14", "place_metadata": null, "snippet": "An MCP Server is a lightweight program that exposes specific capabilities through the standardized Model Context Protocol.\n...\n- **🚀 Essential**: Official AWS MCP servers, fully managed by AWS", "source": "web", "title": "Welcome to Open Source MCP Servers for AWS", "url": "https://awslabs.github.io/mcp/"}, {"date": null, "last_updated": "2026-08-14", "place_metadata": null, "snippet": "This Guidance demonstrates how to securely run Model Context Protocol (MCP) servers on the AWS Cloud using containerized architecture.", "source": "web", "title": "Guidance for Deploying Model Context Protocol Servers on ...", "url": "https://docs.aws.amazon.com/solutions/deploying-model-context-protocol-servers-on-aws/"}, {"date": null, "last_updated": "2026-08-12", "place_metadata": null, "snippet": "AWS Marketplace Model Context Protocol (MCP) provides AI-powered tools for AWS Marketplace discovery, evaluation, research, and proposal generation.\nMCP is a standardized protocol that enables AI assistants to interact with external systems through the following:\n...\n**Endpoint:** `https://marketpla...", "source": "web", "title": "About the AWS Marketplace MCP server", "url": "https://docs.aws.amazon.com/marketplace/latest/developerguide/marketplace-mcp-server.html"}, {"date": null, "last_updated": "2026-08-12", "place_metadata": null, "snippet": "To integrate an MCP server with Connect Customer, you must configure a Bedrock AgentCore gateway.\n...\n- **Integration type** – Select **MCP server**.", "source": "web", "title": "Integrate an MCP server with Connect Customer", "url": "https://docs.aws.amazon.com/connect/latest/adminguide/3p-apps-mcp-server.html"}, {"date": "2025-03-21", "last_updated": "2026-03-17", "place_metadata": null, "snippet": "mcp ** Public\ngenerated from amazon-archives/__template_Apache-2.0", "source": "web", "title": "awslabs/mcp: Open source MCP Servers for AWS - GitHub", "url": "https://github.com/awslabs/mcp"}, {"date": null, "last_updated": "2026-08-13", "place_metadata": null, "snippet": "Model Context Protocol (MCP) servers extend AWS DevOps Agent's investigation capabilities by providing access to data from your external observability tools, custom monitoring systems, and operational data sources.", "source": "web", "title": "Connecting MCP Servers - AWS DevOps Agent", "url": "https://docs.aws.amazon.com/devopsagent/latest/userguide/configuring-integrations-and-knowledge-connecting-mcp-servers.html"}, {"date": "2026-05-24", "last_updated": "2026-08-12", "place_metadata": null, "snippet": "AWS has recently made its managed Model Context Protocol (MCP) server generally available, giving AI coding agents controlled access to AWS APIs, documentation, and operational workflows through a standard interface.\nIt provides a safer and more auditable way to connect AI agents to AWS services wit...", "source": "web", "title": "AWS MCP Server Reaches GA with Full API Coverage and ...", "url": "https://www.infoq.com/news/2026/05/aws-mcp-ga/"}, {"date": null, "last_updated": "2026-07-18", "place_metadata": null, "snippet": "Model Context Protocol (MCP) is an open standard that defines how AI applications communicate with external tools and data sources.\nMCP uses a client-server architecture.\nAI applications act as clients that connect to MCP servers.\nEach MCP server exposes a set of tools.\nThese tools are structured op...", "source": "web", "title": "Model Context Protocol (MCP) integration - Amazon Quick", "url": "https://docs.aws.amazon.com/quick/latest/userguide/mcp-integration.html"}, {"date": "2025-06-12", "last_updated": "2026-08-04", "place_metadata": null, "snippet": "MCP (Model Context Protocol) is the open, vendor-neutral “USB-C for agents” — a single plug-and-play way for Claude, Amazon Q, Cursor and any other MCP-aware client to reach your SaaS securely and invoke its tools.\n...\nThe Model Context Protocol (MCP) is an open standard introduced in late 2024 that...", "source": "web", "title": "MCP Server on AWS – Connector Platform for Secure Agent ...", "url": "https://aws.amazon.com/marketplace/pp/prodview-34bjontfeovme"}, {"date": "2025-11-30", "last_updated": "2026-05-04", "place_metadata": null, "snippet": "Today, AWS announces the AWS MCP Server, a managed remote Model Context Protocol (MCP) server that helps AI agents and AI-native IDEs perform real-world, multi-step tasks across one or more AWS services.\nThe AWS MCP Server consolidates capabilities from the existing AWS API MCP and AWS Knowledge ser...", "source": "web", "title": "AWS announces a preview of the AWS MCP Server", "url": "https://aws.amazon.com/about-aws/whats-new/2025/11/aws-mcp-server/"}, {"date": "2026-04-14", "last_updated": "2026-08-13", "place_metadata": null, "snippet": "--cluster $CLUSTER_NAME \\\n...\n--task-definition ${STACK_NAME}-mcp-server \\", "source": "web", "title": "Deploying Model Context Protocol (MCP) servers on ...", "url": "https://aws.amazon.com/blogs/containers/deploying-model-context-protocol-mcp-servers-on-amazon-ecs/"}, {"date": "2025-06-19", "last_updated": "2026-07-22", "place_metadata": null, "snippet": "**Model Context Protocol (MCP)** is like a universal translator that allows AI applications (like Claude, ChatGPT, or Google's AI agents) to connect to external tools and data sources in a standardized way.", "source": "web", "title": "MCP Deployment AWS - Servers", "url": "https://mcpservers.org/servers/krittaprot/mcp-deployment-aws"}, {"date": "2025-05-29", "last_updated": "2026-08-13", "place_metadata": null, "snippet": "Today, AWS announces the open-source AWS Serverless Model Context Protocol (MCP) Server, a tool that combines the power of AI assistance with serverless expertise to enhance how developers build modern applications.\nThe Serverless MCP Server provides contextual guidance specific to serverless develo...", "source": "web", "title": "Introducing AWS Serverless MCP Server: AI-powered development ...", "url": "https://aws.amazon.com/blogs/compute/introducing-aws-serverless-mcp-server-ai-powered-development-for-modern-applications/"}, {"date": "2025-03-21", "last_updated": "2025-08-20", "place_metadata": null, "snippet": "|Server Name|Description|Install|\n|--|--|--|\n...\n|AWS API MCP Server|Start here for general AWS interactions!\nComprehensive AWS API support with command validation, security controls, and access to all AWS services.\nPerfect for managing infrastructure, exploring resources, and executing AWS operatio...", "source": "web", "title": "GitHub - 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Install the AWS MCP Server.\nFor instructions, see Setting up your AWS MCP Server.", "source": "web", "title": "[PDF] AWS MCP Server - User Guide", "url": "https://docs.aws.amazon.com/pdfs/aws-mcp/latest/userguide/mcp-ug.pdf"}, {"date": "2025-07-22", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "To address these challenges and enhance developer productivity, we’re excited to introduce the AWS Data Processing MCP Server, an open-source tool that uses the Model Context Protocol (MCP) to simplify analytics environment setup on AWS.\n...\nThe AWS Data Processing MCP Server integrates deeply with ...", "source": "web", "title": "Accelerating development with the AWS Data Processing MCP ...", "url": "https://aws.amazon.com/blogs/big-data/accelerating-development-with-the-aws-data-processing-mcp-server-and-agent/"}, {"date": "2026-02-20", "last_updated": "2026-08-13", "place_metadata": null, "snippet": "You can expose your application’s capabilities as MCP tools by hosting your own MCP server and configuring an MCP integration in Amazon Quick.\n...\n- Build and host your own MCP server using an MCP SDK that supports streamable HTTP or SSE.\n...\n1. 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{"engine": "perplexity", "model": "sonar", "index": 22, "phrasing": "Recommended MCP server for connecting AI agents to AWS Lambda and API Gateway", "citations": ["https://hidekazu-konishi.com/entry/mcp_server_aws_lambda_complete_guide.html", "https://dev.to/lucasbrogni1/building-an-mcp-server-on-aws-lambda-complete-serverless-architecture-guide-56jm", "https://manveerc.substack.com/p/best-mcp-gateways", "https://mcpmarket.com/server/openapi-serverless", "https://github.com/awslabs/run-model-context-protocol-servers-with-aws-lambda", "https://github.com/aal80/simple-mcp-server-on-lambda", "https://docs.aws.amazon.com/prescriptive-guidance/latest/mcp-deployment-patterns-on-aws/", "https://ranthebuilder.cloud/blog/mcp-server-on-aws-lambda/", "https://dev.to/aws-builders/mcp-server-with-aws-lambda-and-http-api-gateway-1j49", "https://www.linkedin.com/pulse/hosting-mcp-server-aws-2026-four-paths-how-choose-erick-mancz-skj1f", "https://aws.amazon.com/blogs/compute/introducing-aws-serverless-mcp-server-ai-powered-development-for-modern-applications/", "https://builder.aws.com/content/2yY11khaXLP00QeEowkp75zXhUV/guide-to-building-a-remote-mcp-server-with-api-gateway-and-aws-lambda", "https://zenn.dev/5enxia/articles/0a99fc01c27b0f", "https://github.com/5enxia/serverless-mcp-server-with-apigateway", "https://www.worldprogramming.org/posts/building-lightweight-and-streamable-mcp-servers-on-aws-lambda-with-python-7neghf", "https://www.reddit.com/r/aws/comments/1mk33et/api_gateway_mcp/", "https://github.com/awslabs/mcp/", "https://ranthebuilder.cloud/blog/serverless-mcp-on-aws-lambda-vs-fargate-for-agentic-ai-workloads/", "https://www.truefoundry.com/blog/aws-mcp-gateway-alternatives", "https://aws.amazon.com/blogs/machine-learning/build-modern-serverless-solutions-following-best-practices-using-amazon-q-developer-cli-and-mcp/"], "search_results": [{"date": "2026-04-28", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "First, OAuth 2.1 with Cognito as the authorization server, RFC 9728 Protected Resource Metadata published from the same HTTP API, and RFC 8707 audience binding enforced per request (§11) — skipping any of these turns the server into a confused-deputy waiting to happen.\nSecond, choose the right front...", "source": "web", "title": "MCP Server on AWS Lambda Complete Guide - Building Model ...", "url": "https://hidekazu-konishi.com/entry/mcp_server_aws_lambda_complete_guide.html"}, {"date": "2026-02-02", "last_updated": "2026-02-07", "place_metadata": null, "snippet": "apiGateway:\nthrottle:\nburstLimit: 200\nrateLimit: 100", "source": "web", "title": "Building an MCP Server on AWS Lambda", "url": "https://dev.to/lucasbrogni1/building-an-mcp-server-on-aws-lambda-complete-serverless-architecture-guide-56jm"}, {"date": "2026-07-30", "last_updated": "2026-08-06", "place_metadata": null, "snippet": "- **Best for custom, multi-user B2B gateways: Arcade.dev.** It was the only product in my ten-product evaluation that completed the target architecture, accepted a custom MCP server, and connected successfully from Claude Code within 60 minutes.\n...\n- **Best fit for existing AWS estates: Amazon Bedr...", "source": "web", "title": "Best MCP Gateways in 2026: A Hands-On Comparison", "url": "https://manveerc.substack.com/p/best-mcp-gateways"}, {"date": null, "last_updated": "2026-03-29", "place_metadata": null, "snippet": "This tool provides a comprehensive serverless deployment solution for the AWS Labs OpenAPI MCP Server, leveraging AWS Lambda and API Gateway.", "source": "web", "title": "OpenAPI Serverless: Deploy MCP on AWS Lambda & API ...", "url": "https://mcpmarket.com/server/openapi-serverless"}, {"date": "2025-03-21", "last_updated": "2025-09-17", "place_metadata": null, "snippet": "you retrieve the MCP server's tool schema, and provide it in the\nAgentCore Gateway Lambda target configuration.", "source": "web", "title": "Run Model Context Protocol (MCP) servers with AWS Lambda", "url": "https://github.com/awslabs/run-model-context-protocol-servers-with-aws-lambda"}, {"date": "2025-04-18", "last_updated": "2025-05-25", "place_metadata": null, "snippet": "A simple MCP Server running natively on AWS Lambda and Amazon API Gateway without any extra bridging components or custom transports.", "source": "web", "title": "GitHub - aal80/simple-mcp-server-on-lambda", "url": "https://github.com/aal80/simple-mcp-server-on-lambda"}, {"date": null, "last_updated": "2026-08-05", "place_metadata": null, "snippet": "This prescriptive guidance provides architecture patterns and implementation approaches for deploying MCP servers on AWS using AWS Lambda with Amazon API Gateway, Amazon Elastic Container Service (Amazon ECS), and Amazon Elastic Kubernetes Service (Amazon EKS) and others.", "source": "web", "title": "Model Context Protocol (MCP) Deployment Patterns on AWS", "url": "https://docs.aws.amazon.com/prescriptive-guidance/latest/mcp-deployment-patterns-on-aws/"}, {"date": "2025-05-10", "last_updated": "2026-08-02", "place_metadata": null, "snippet": "API Gateway → Lambda Web Adapter → FastAPI → FastMCP\n```", "source": "web", "title": "Running an MCP Server on AWS Lambda: What Happened", "url": "https://ranthebuilder.cloud/blog/mcp-server-on-aws-lambda/"}, {"date": "2025-05-04", "last_updated": "2026-06-25", "place_metadata": null, "snippet": "architecture: cdk.aws_lambda.Architecture.X86_64,\n...\n})", "source": "web", "title": "MCP Server with AWS Lambda and HTTP Api Gateway", "url": "https://dev.to/aws-builders/mcp-server-with-aws-lambda-and-http-api-gateway-1j49"}, {"date": "2026-05-07", "last_updated": "2026-05-25", "place_metadata": null, "snippet": "Question 1: Is the MCP server stateless and consumed exclusively by callers inside a single AWS trust boundary you control?\nIf yes, Lambda Function URL with AuthType=AWS_IAM is the right answer for almost every workload.\nCheap, fast to ship, governance-light, and the SigV4 requirement makes it secur...", "source": "web", "title": "Hosting an MCP Server on AWS in 2026: Four Paths and How to ...", "url": "https://www.linkedin.com/pulse/hosting-mcp-server-aws-2026-four-paths-how-choose-erick-mancz-skj1f"}, {"date": "2025-05-29", "last_updated": "2026-08-13", "place_metadata": null, "snippet": "AWS currently offers the AWS Lambda Tool MCP Server, which allows AI models to directly interact with existing Lambda functions as MCP tools without any code changes.\nThis MCP server acts as a bridge between MCP clients and Lambda functions, allowing AI assistants to access and invoke Lambda functio...", "source": "web", "title": "Introducing AWS Serverless MCP Server: AI-powered development ...", "url": "https://aws.amazon.com/blogs/compute/introducing-aws-serverless-mcp-server-ai-powered-development-for-modern-applications/"}, {"date": "2025-06-15", "last_updated": "2026-07-17", "place_metadata": null, "snippet": "You can provide a way better UX than this when your app throws errors by providing your own\n...\nor", "source": "web", "title": "Guide to Building a Remote MCP Server with API Gateway and AWS ...", "url": "https://builder.aws.com/content/2yY11khaXLP00QeEowkp75zXhUV/guide-to-building-a-remote-mcp-server-with-api-gateway-and-aws-lambda"}, {"date": "2025-05-20", "last_updated": "2026-03-05", "place_metadata": null, "snippet": "Streamable HTTPに対応したMCP ClientのURLを出力されたURLに変更すれば、AWS Lambdaで動作するRemote MCP Server接続できます。\n```\nhttps://${ServerlessRestApi}.execute-api.${AWS::Region}.amazonaws.com/Prod/mcp/\n```\n...\nAPI GatewayとLambda Web Adapterを使うことで、サーバレスなRemote MCP Serverを簡単に構築できます。", "source": "web", "title": "FastMCP + API Gateway + LambdaでRemote MCP Serverを構築する", "url": "https://zenn.dev/5enxia/articles/0a99fc01c27b0f"}, {"date": "2025-05-19", "last_updated": "2025-06-18", "place_metadata": null, "snippet": "Change the URL of your Streamable HTTP-compatible MCP Client to the output URL to connect to the Remote MCP Server running on AWS Lambda.\n```\nhttps://${ServerlessRestApi}.execute-api.${AWS::Region}.amazonaws.com/Prod/mcp/\n```", "source": "web", "title": "GitHub - 5enxia/serverless-mcp-server-with-apigateway: Building a Remote MCP Server with FastMCP + API Gateway + Lambda", "url": "https://github.com/5enxia/serverless-mcp-server-with-apigateway"}, {"date": "2026-08-12", "last_updated": "2026-08-13", "place_metadata": null, "snippet": "You can run MCP through a regular managed Python Lambda and API Gateway HTTP API v2.", "source": "web", "title": "Building Lightweight and Streamable MCP Servers on AWS Lambda with Python", "url": "https://www.worldprogramming.org/posts/building-lightweight-and-streamable-mcp-servers-on-aws-lambda-with-python-7neghf"}, {"date": "2025-08-07", "last_updated": "2026-01-18", "place_metadata": null, "snippet": "You'll notice that neither FastMCP nor Starlette are AWS products - build your MCP server with whatever tools you want, it's just a docker image.", "source": "web", "title": "API Gateway MCP : r/aws - Reddit", "url": "https://www.reddit.com/r/aws/comments/1mk33et/api_gateway_mcp/"}, {"date": "2025-03-21", "last_updated": "2025-08-20", "place_metadata": null, "snippet": "|AWS Lambda Tool MCP Server|Execute Lambda functions as AI tools for private resource access| |", "source": "web", "title": "GitHub - awslabs/mcp: AWS MCP Servers — helping you get the most out of AWS, wherever you use MCP.", "url": "https://github.com/awslabs/mcp/"}, {"date": "2025-07-16", "last_updated": "2026-08-04", "place_metadata": null, "snippet": "|Category|Lambda + Web Adapter (FastMCP)|Native Lambda (Custom MCP Parser)|Fargate ECS|\n|--|--|--|--|\n|Performance|Cold starts (1–3s), no streaming, SDK overhead|Faster cold starts, no streaming|Always-on, best performance, supports streaming|\n|Cost|Low cost on bursty traffic, pay-per-use|Low cost o...", "source": "web", "title": "Serverless MCP: Lambda vs Fargate for Agentic AI", "url": "https://ranthebuilder.cloud/blog/serverless-mcp-on-aws-lambda-vs-fargate-for-agentic-ai-workloads/"}, {"date": "2026-05-19", "last_updated": "2026-08-13", "place_metadata": null, "snippet": "Top alternatives include TrueFoundry, Docker’s container-native gateway, and open-source tools like Obot.", "source": "web", "title": "Top 5 AWS MCP Gateway Alternatives - Truefoundry", "url": "https://www.truefoundry.com/blog/aws-mcp-gateway-alternatives"}, {"date": "2025-07-28", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "Based on your e-commerce microservices architecture, I recommend AWS SAM (Serverless Application Model) as your primary IaC tool for the serverless components of your application.", "source": "web", "title": "Build modern serverless solutions following best practices using ...", "url": "https://aws.amazon.com/blogs/machine-learning/build-modern-serverless-solutions-following-best-practices-using-amazon-q-developer-cli-and-mcp/"}]}
{"engine": "perplexity", "model": "sonar", "index": 23, "phrasing": "Best MCP server for letting an LLM query Amazon RDS databases", "citations": ["https://aws.amazon.com/blogs/database/amazon-rds-log-analysis-natural-language-queries-with-kiro-and-mcp/", "https://awslabs.github.io/mcp/servers/postgres-mcp-server", "https://mcpservers.org/servers/aws-rds-mcp/rds-management", "https://github.com/aws-rds-mcp", "https://www.infoworld.com/article/4181843/10-mcp-servers-to-connect-llms-with-databases.html", "https://github.com/awslabs/mcp", "https://www.computerwoche.de/article/4183526/mcp-server-fur-datenbanken.html", "https://ca-srg.dev/2084358b43f780cba23cdafad3a6c441", "https://awslabs.github.io/mcp/", "https://awslabs.github.io/mcp/ja/servers/postgres-mcp-server", "https://mcpservers.org/servers/awslabs/mcp", "https://mcp.so/category/databases", "https://dev.to/kazuya_dev/aws-reinvent-2025-coding-an-mcp-server-for-amazon-aurora-dat429-34mj", "https://www.stainless.com/mcp/10-best-mcp-servers-for-developers/", "https://tech.yappli.io/entry/connecting_mcp_to_aurora_db", "https://www.reddit.com/r/AI_Agents/comments/1lmzm2k/what_mcp_servers_do_you_really_use/", "https://docs.aws.amazon.com/zh_cn/aurora-dsql/latest/userguide/SECTION_aurora-dsql-mcp-server.html", "https://mcpservers.org/servers/TheRaLabs/legion-mcp", "https://builder.aws.com/content/3Cibp7Odv1cGosSZsg8b7Tt5B9Z/aws-mcp-servers-part-3-build-smarter-query-faster", "https://docs.aws.amazon.com/aurora-dsql/latest/userguide/SECTION_aurora-dsql-mcp-server.md"], "search_results": [{"date": "2026-07-01", "last_updated": "2026-08-11", "place_metadata": null, "snippet": "2. Verify your Kiro CLI version is 1.9.x or later to use MCP features.\n...\n3. Configure the Amazon CloudWatch MCP server.", "source": "web", "title": "Amazon RDS log analysis: natural language queries with Kiro and ...", "url": "https://aws.amazon.com/blogs/database/amazon-rds-log-analysis-natural-language-queries-with-kiro-and-mcp/"}, {"date": null, "last_updated": "2026-08-11", "place_metadata": null, "snippet": "- Converting human-readable questions and commands into structured Postgres-compatible SQL queries and executing them against the configured Aurora Postgres database.", "source": "web", "title": "Amazon Aurora Postgres MCP Server - Open Source at AWS", "url": "https://awslabs.github.io/mcp/servers/postgres-mcp-server"}, {"date": null, "last_updated": "2026-03-18", "place_metadata": null, "snippet": "The official MCP Server for managing AWS RDS database resources.\nThis server provides comprehensive tools for creating, modifying, deleting, and managing Amazon RDS database instances and clusters.", "source": "web", "title": "AWS RDS Management - Awesome MCP Servers", "url": "https://mcpservers.org/servers/aws-rds-mcp/rds-management"}, {"date": "2025-06-19", "last_updated": "2026-04-17", "place_metadata": null, "snippet": "A Model Context Protocol (MCP) server that enables AI assistants to manage and monitor Amazon RDS databases through natural language interactions.", "source": "web", "title": "AWS RDS CP MCP Server", "url": "https://github.com/aws-rds-mcp"}, {"date": "2026-06-08", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "According to the documentation on GitHub, the Amazon Aurora MySQL MCP Server can be used to convert natural language commands into MySQL-compatible SQL queries, which can then be executed against Aurora MySQL databases.", "source": "web", "title": "10 MCP servers to connect LLMs with databases | InfoWorld", "url": "https://www.infoworld.com/article/4181843/10-mcp-servers-to-connect-llms-with-databases.html"}, {"date": "2025-03-21", "last_updated": "2026-03-17", "place_metadata": null, "snippet": "mcp ** Public\ngenerated from amazon-archives/__template_Apache-2.0", "source": "web", "title": "awslabs/mcp: Open source MCP Servers for AWS - GitHub", "url": "https://github.com/awslabs/mcp"}, {"date": "2026-06-15", "last_updated": "2026-08-12", "place_metadata": null, "snippet": "- DBHub, ein MCP-Server, der den LLM-Zugriff über verschiedene Datenbanktypen hinweg bündelt und mit MySQL, PostgreSQL, SQL Server, MariaDB und SQLite kompatibel ist.", "source": "web", "title": "MCP-Server für Datenbanken - Computerwoche", "url": "https://www.computerwoche.de/article/4183526/mcp-server-fur-datenbanken.html"}, {"date": "2025-06-04", "last_updated": "2026-07-24", "place_metadata": null, "snippet": "自然言語でクエリを実行できることは非常に便利です。今回はMCP serverをread-onlyで起動しており、参照クエリしか許可していないため大きな事故は起きづらいかと思います。", "source": "web", "title": "AWS公式からAurora MySQL MCP Serverがリリース！自然 ...", "url": "https://ca-srg.dev/2084358b43f780cba23cdafad3a6c441"}, {"date": null, "last_updated": "2026-08-14", "place_metadata": null, "snippet": "PostgreSQL database operations via RDS Data API\n...\n### Amazon RDS SQL Server MCP Server\nData & AnalyticsAutonomous Background Agents\nMicrosoft SQL Server operations on AWS RDS via Secrets Manager authentication\n### Amazon Aurora MySQL MCP Server\n...\nMySQL database operations via RDS Data API\n### Am...", "source": "web", "title": "Welcome to Open Source MCP Servers for AWS", "url": "https://awslabs.github.io/mcp/"}, {"date": null, "last_updated": "2026-07-28", "place_metadata": null, "snippet": "AWS プロファイルに、RDS data API および AWS Secrets Manager のシークレットにアクセスする権限があることを確認してください。MCP サーバーは、指定されたプロファイルを使用して boto3 セッションを作成し、AWS サービスで認証を行います。AWS IAM 認証情報はローカルマシン上に保持され、AWS サービスへのアクセスにのみ厳密に使用されます。", "source": "web", "title": "AWS Labs postgres MCP Server", "url": "https://awslabs.github.io/mcp/ja/servers/postgres-mcp-server"}, {"date": "2026-07-18", "last_updated": "2026-07-19", "place_metadata": null, "snippet": "|Amazon Aurora PostgreSQL MCP Server|PostgreSQL database operations via RDS Data API| |", "source": "web", "title": "AWS MCP Server | Awesome MCP Servers", "url": "https://mcpservers.org/servers/awslabs/mcp"}, {"date": "2025-01-01", "last_updated": "2025-07-26", "place_metadata": null, "snippet": "A MCP (model context protocol) server that gives the LLM access to and knowledge about relational databases like SQLite, Postgresql, MySQL & MariaDB, Oracle, and MS-SQL.", "source": "web", "title": "MCP Servers", "url": "https://mcp.so/category/databases"}, {"date": "2025-12-05", "last_updated": "2025-12-07", "place_metadata": null, "snippet": "What we want to do is use low-level security in order to lock that down.", "source": "web", "title": "AWS re:Invent 2025 - Coding an MCP server for Amazon Aurora ...", "url": "https://dev.to/kazuya_dev/aws-reinvent-2025-coding-an-mcp-server-for-amazon-aurora-dat429-34mj"}, {"date": null, "last_updated": "2026-08-14", "place_metadata": null, "snippet": "Postgres MCP allows AI models to interact directly with PostgreSQL databases using SQL.", "source": "web", "title": "10 Best MCP Servers For Developers", "url": "https://www.stainless.com/mcp/10-best-mcp-servers-for-developers/"}, {"date": "2025-06-26", "last_updated": "2026-07-31", "place_metadata": null, "snippet": "今回使用したのは、AWS が提供している\n- Amazon Aurora MySQL MCP Server", "source": "web", "title": "MCPでコーディングエージェントからDBにアクセスできる ...", "url": "https://tech.yappli.io/entry/connecting_mcp_to_aurora_db"}, {"date": "2025-06-28", "last_updated": "2026-01-17", "place_metadata": null, "snippet": "octocode-mcp is an exceptional code assistant that leverages insights from actual code available on GitHub and npm.", "source": "web", "title": "What MCP servers do you really use? : r/AI_Agents - Reddit", "url": "https://www.reddit.com/r/AI_Agents/comments/1lmzm2k/what_mcp_servers_do_you_really_use/"}, {"date": null, "last_updated": "2026-03-24", "place_metadata": null, "snippet": "- 将人类可读的问题和命令转换为结构化的、与 Postgres 兼容的 SQL 查询，并对已配置的 Aurora DSQL 数据库执行这些查询。", "source": "web", "title": "AWS Labs Aurora DSQL MCP 服务器", "url": "https://docs.aws.amazon.com/zh_cn/aurora-dsql/latest/userguide/SECTION_aurora-dsql-mcp-server.html"}, {"date": "2025-05-11", "last_updated": "2026-07-20", "place_metadata": null, "snippet": "Universal database MCP server supporting multiple database types including PostgreSQL, Redshift, CockroachDB, MySQL, RDS MySQL, Microsoft SQL Server, BigQuery, Oracle DB, and SQLite", "source": "web", "title": "Database MCP Server", "url": "https://mcpservers.org/servers/TheRaLabs/legion-mcp"}, {"date": "2026-04-23", "last_updated": "2026-07-10", "place_metadata": null, "snippet": "You can provide a way better UX than this when your app throws errors by providing your own\n```\n...\nor", "source": "web", "title": "AWS MCP Servers Part 3: Build Smarter, Query Faster", "url": "https://builder.aws.com/content/3Cibp7Odv1cGosSZsg8b7Tt5B9Z/aws-mcp-servers-part-3-build-smarter-query-faster"}, {"date": null, "last_updated": "2026-07-12", "place_metadata": null, "snippet": "For Amazon Q Developer CLI, Kiro CLI, Claude CLI/TUI, or Codex CLI/TUI, run `/mcp` to see the status of the MCP server.", "source": "web", "title": "SECTION_aurora-dsql-mcp-server.md", "url": "https://docs.aws.amazon.com/aurora-dsql/latest/userguide/SECTION_aurora-dsql-mcp-server.md"}]}
{"engine": "perplexity", "model": "sonar", "index": 24, "phrasing": "We need an MCP server to let our AI assistant analyze AWS CloudTrail logs. What server works best?", "citations": ["https://awslabs.github.io/mcp/servers/cloudtrail-mcp-server", "https://mcpservers.org/servers/groovyBugify/aws-security-mcp", "https://awslabs.github.io/mcp/servers", "https://dev.to/aws-builders/next-gen-auditing-unlocking-aws-cloudtrail-with-mcp-server-5dll", "https://aws.amazon.com/jp/about-aws/whats-new/2025/09/aws-cloudtrail-mcp-server-enhanced-security-analysis/", "https://mcprated.com/mcpserver/aws-cloudtrail", "https://hub.docker.com/mcp/server/awslabs-cloudtrail", "https://awslabs.github.io/mcp/", "https://aws.amazon.com/ko/about-aws/whats-new/2025/09/aws-cloudtrail-mcp-server-enhanced-security-analysis/", "https://docs.aws.amazon.com/agent-toolkit/latest/userguide/logging-using-cloudtrail.html", "https://aws.amazon.com/tr/about-aws/whats-new/2025/09/aws-cloudtrail-mcp-server-enhanced-security-analysis/", "https://github.com/awslabs/mcp/", "https://aws-logs-mcp.subaud.io/", "https://github.com/awslabs/mcp", "https://www.linkedin.com/posts/loiliangyang_aws-q-mcp-activity-7380497838390239232-UBaC", "https://www.linkedin.com/posts/murataydemirr_whats-new-at-aws-cloud-innovation-news-activity-7372180301474709504-B-sS", "https://www.mintmcp.com/blog/aws-sdk-with-mcp", "https://aws.amazon.com/blogs/mt/enhance-your-aiops-introducing-amazon-cloudwatch-and-application-signals-mcp-servers/", "https://qiita.com/kyonosuke/items/6c6207606eb5f0c8cc6d", "https://github.com/awslabs/mcp/blob/main/src/cloudwatch-logs-mcp-server/README.md"], "search_results": [{"date": null, "last_updated": "2026-08-10", "place_metadata": null, "snippet": "This AWS Labs Model Context Protocol (MCP) server for CloudTrail enables your AI agents to query AWS account activity for security investigations, compliance auditing, and operational troubleshooting.\nIt provides comprehensive access to CloudTrail events and CloudTrail Lake analytics, allowing agent...", "source": "web", "title": "CloudTrail MCP Server - Open Source at AWS", "url": "https://awslabs.github.io/mcp/servers/cloudtrail-mcp-server"}, {"date": null, "last_updated": "2026-07-10", "place_metadata": null, "snippet": "An MCP server that enables AI assistants to interact with AWS security services.\n...\n- **Log Analytics**: Athena-powered analysis of CloudTrail, VPC Flow Logs, and security events\n## Prerequisites\n...\n1. **S3 Buckets**: CloudTrail and VPC Flow Logs must be stored in S3", "source": "web", "title": "AWS Security MCP Server", "url": "https://mcpservers.org/servers/groovyBugify/aws-security-mcp"}, {"date": null, "last_updated": "2026-08-08", "place_metadata": null, "snippet": "Secure, auditable AWS operations with API access, documentation, Agent SOPs, and CloudTrail logging.\n...\n### AWS CloudTrail MCP Server\nCost & OperationsAutonomous Background Agents\nAWS API Activity, User or Resource analysis using CloudTrail Logs\n### AWS IAM MCP Server", "source": "web", "title": "Available MCP Servers - Open Source at AWS", "url": "https://awslabs.github.io/mcp/servers"}, {"date": "2025-09-20", "last_updated": "2025-10-26", "place_metadata": null, "snippet": "### Step 1: Install Python 3.10\nTo run the MCP server locally, Amazon Q requires **Python 3.10**.\nHere's a breakdown of each command to install it properly on Ubuntu 22.04 LTS.\n**1.\nUpdate the package list**\n```\nsudo apt update -y\n```\n...\n**2.\nInstall software-properties-common**\n...\n**4.\nInstall Py...", "source": "web", "title": "Next-Gen Auditing: Unlocking AWS CloudTrail with MCP Server", "url": "https://dev.to/aws-builders/next-gen-auditing-unlocking-aws-cloudtrail-with-mcp-server-5dll"}, {"date": "2025-09-10", "last_updated": "2026-03-25", "place_metadata": null, "snippet": "AWS は、AWS ラボの MCP オープンソースリポジトリに AWS CloudTrail 向けのモデルコンテキストプロトコル (MCP) サーバーを追加しました。このサーバーにより、AI エージェントはシンプルな会話型インターフェイスによって、セキュリティとコンプライアンスの包括的な機能を使用できます。\n...\n使用を開始するにはこちらにアクセスしてください。", "source": "web", "title": "AWS がセキュリティ分析を強化するために CloudTrail MCP ...", "url": "https://aws.amazon.com/jp/about-aws/whats-new/2025/09/aws-cloudtrail-mcp-server-enhanced-security-analysis/"}, {"date": "2025-01-01", "last_updated": "2026-06-11", "place_metadata": null, "snippet": "Use this for CloudTrail event querying and data store management.\nAvoid it for real-time monitoring since `lookup_events` took 943ms.\nBest area: audit trail access.", "source": "web", "title": "AWS CloudTrail — MCP Rated", "url": "https://mcprated.com/mcpserver/aws-cloudtrail"}, {"date": "2025-01-01", "last_updated": "2026-06-11", "place_metadata": null, "snippet": "|**Docker Image**|mcp/cloudtrail-mcp-server⁠|", "source": "web", "title": "AWS CloudTrail MCP Server - Docker Hub", "url": "https://hub.docker.com/mcp/server/awslabs-cloudtrail"}, {"date": null, "last_updated": "2026-08-14", "place_metadata": null, "snippet": "### AWS CloudTrail MCP Server\nCost & OperationsAutonomous Background Agents\nAWS API Activity, User or Resource analysis using CloudTrail Logs\n…", "source": "web", "title": "Welcome to Open Source MCP Servers for AWS", "url": "https://awslabs.github.io/mcp/"}, {"date": "2025-09-10", "last_updated": "2026-03-25", "place_metadata": null, "snippet": "AWS는 AWS Labs MCP 오픈 소스 리포지토리에 AWS CloudTrail용 새로운 Model Context Protocol(MCP) 서버를 추가했습니다.\n이 서버는 AI 에이전트가 간단한 대화형 인터페이스를 통해 포괄적인 보안 및 규정 준수 기능을 활용할 수 있도록 지원합니다.\nCloudTrail MCP 서버를 사용하면 AI 어시스턴트가 자연어 상호 작용을 통해 AWS 환경 전반에서 API 직접 호출을 분석하고, 사용자 활동을 추적하며, 고급 보안 분석을 수행할 수 있습니다.\n...\nCloudTrail MCP 서버는 AWS...", "source": "web", "title": "AWS, 보안 분석 강화를 위한 CloudTrail MCP 서버 출시", "url": "https://aws.amazon.com/ko/about-aws/whats-new/2025/09/aws-cloudtrail-mcp-server-enhanced-security-analysis/"}, {"date": null, "last_updated": "2026-07-13", "place_metadata": null, "snippet": "taken by a user, role, or an AWS service in AWS MCP Server.", "source": "web", "title": "Logging AWS MCP Server API calls using AWS CloudTrail", "url": "https://docs.aws.amazon.com/agent-toolkit/latest/userguide/logging-using-cloudtrail.html"}, {"date": "2025-09-10", "last_updated": "2026-05-01", "place_metadata": null, "snippet": "AWS, AWS Laboratuvarları MCP açık kaynak deposuna AWS CloudTrail için yeni bir Model Bağlam Protokolü (MCP) sunucusu ekliyor.\n...\nCloudTrail MCP sunucusunu AWS Laboratuvarları MCP açık kaynak deposundan indirin.\nBaşlamak için şu adresi ziyaret edin:\n- GitHub'da AWS Laboratuvarları MCP deposu", "source": "web", "title": "AWS, gelişmiş güvenlik analizi için CloudTrail MCP Sunucusu'nu ...", "url": "https://aws.amazon.com/tr/about-aws/whats-new/2025/09/aws-cloudtrail-mcp-server-enhanced-security-analysis/"}, {"date": "2025-03-21", "last_updated": "2025-08-20", "place_metadata": null, "snippet": "|Amazon CloudWatch MCP Server|Metrics, Alarms, and Logs analysis and operational troubleshooting| |\n|Amazon CloudWatch Logs MCP Server (deprecated)|CloudWatch Logs analysis and monitoring| |\n...\n|Server Name|Description|Install|\n...\n|Amazon CloudWatch MCP Server|Metrics, Alarms, and Logs analysis an...", "source": "web", "title": "GitHub - awslabs/mcp: AWS MCP Servers — helping you get the most out of AWS, wherever you use MCP.", "url": "https://github.com/awslabs/mcp/"}, {"date": null, "last_updated": "2025-05-28", "place_metadata": null, "snippet": "Welcome to the AWS Logs MCP documentation.\nThis Model Context Protocol (MCP) server enables AI assistants to securely access and query AWS CloudWatch Logs and CloudTrail Events, helping you troubleshoot issues and monitor your AWS environment with the help of AI.\n...\nAWS Logs MCP is a server that im...", "source": "web", "title": "AWS Logs MCP¶", "url": "https://aws-logs-mcp.subaud.io/"}, {"date": "2025-03-21", "last_updated": "2026-03-17", "place_metadata": null, "snippet": "awslabs / **\nmcp ** Public\ngenerated from amazon-archives/__template_Apache-2.0", "source": "web", "title": "awslabs/mcp: Open source MCP Servers for AWS - GitHub", "url": "https://github.com/awslabs/mcp"}, {"date": "2025-10-05", "last_updated": "2025-10-31", "place_metadata": null, "snippet": "🚀 Query AWS CloudTrail events with AI Agents like Q Developer!\nThe AWS Labs Model Context Protocol (MCP) Server for CloudTrail lets your AI agents directly query AWS account activity for security investigations, compliance audits, and operational troubleshooting.\nIt gives agents unified access to Cl...", "source": "web", "title": "How to Query AWS CloudTrail with AI Agents using MCP - LinkedIn", "url": "https://www.linkedin.com/posts/loiliangyang_aws-q-mcp-activity-7380497838390239232-UBaC"}, {"date": "2025-09-12", "last_updated": "2026-02-18", "place_metadata": null, "snippet": "AWS just announced a CloudTrail MCP Server that lets AI agents query CloudTrail events (90 days history or up to 10 years via CloudTrail Lake) with natural language.", "source": "web", "title": "AWS launches CloudTrail MCP Server for enhanced security ...", "url": "https://www.linkedin.com/posts/murataydemirr_whats-new-at-aws-cloud-innovation-news-activity-7372180301474709504-B-sS"}, {"date": "2026-04-11", "last_updated": "2026-08-13", "place_metadata": null, "snippet": "- The AWS IaC MCP Server provides CloudFormation validation, compliance checking, and deployment troubleshooting with built-in CloudTrail integration\n...\nAWS Labs provides multiple MCP servers, each focused on specific service domains:\n- **AWS IaC MCP Server** (`awslabs.aws-iac-mcp-server`) - CloudF...", "source": "web", "title": "AWS SDK with MCP: AI integration for enterprise workloads", "url": "https://www.mintmcp.com/blog/aws-sdk-with-mcp"}, {"date": "2025-08-18", "last_updated": "2026-08-10", "place_metadata": null, "snippet": "We recently launched two new MCP servers for Amazon CloudWatch and Application Signals.\nAmazon CloudWatch MCP server serves as a unified platform for interacting with CloudWatch’s robust suite of monitoring and observability tools.\nIt enables alarm-based incident response, alarm recommendation, metr...", "source": "web", "title": "Introducing Amazon CloudWatch and Application Signals MCP ...", "url": "https://aws.amazon.com/blogs/mt/enhance-your-aiops-introducing-amazon-cloudwatch-and-application-signals-mcp-servers/"}, {"date": "2025-07-17", "last_updated": "2026-03-24", "place_metadata": null, "snippet": "```\n/.aws/amazonq/mcp.json\n```\nに以下を追加するだけです。\n```\n\"mcpServers\": {\n\"awslabs.cloudwatch-mcp-server\": {\n\"autoApprove\": [],\n\"disabled\": false,\n\"command\": \"uvx\",\n\"args\": [\n\"awslabs.cloudwatch-mcp-server@latest\"\n],\n\"env\": {\n...\n\"FASTMCP_LOG_LEVEL\": \"ERROR\"", "source": "web", "title": "【新機能】面倒なインシデント調査をCloudWatch MCPサーバで ...", "url": "https://qiita.com/kyonosuke/items/6c6207606eb5f0c8cc6d"}, {"date": "2025-03-21", "last_updated": "2025-07-28", "place_metadata": null, "snippet": "An AWS Labs Model Context Protocol (MCP) server for cloudwatch-logs.\n(DEPRECATED).\nPlease use CloudWatch MCP Server for unified CloudWatch Telemetry related tools.\n...\nUse this MCP server to run read-only commands and analyze CloudWatchLogs.\nSupports discovering logs groups as well as running CloudW...", "source": "web", "title": "mcp/src/cloudwatch-logs-mcp-server/README.md at main · awslabs/mcp", "url": "https://github.com/awslabs/mcp/blob/main/src/cloudwatch-logs-mcp-server/README.md"}]}
{"engine": "perplexity", "model": "sonar", "index": 25, "phrasing": "Which MCP server bridges local AI clients with AWS cloud management APIs?", "citations": ["https://aws.amazon.com/blogs/devops/introducing-aws-cloud-control-api-mcp-server-natural-language-infrastructure-management-on-aws/", "https://awslabs.github.io/mcp/servers/ccapi-mcp-server", "https://aws.amazon.com/blogs/aws/the-aws-mcp-server-is-now-generally-available/", "https://aws.amazon.com/about-aws/whats-new/2025/11/the-aws-api-mcp-server-aws-marketplace/", "https://aws.amazon.com/about-aws/whats-new/2025/11/aws-mcp-server/", "https://aws.amazon.com/about-aws/whats-new/2025/07/aws-api-mcp-server-available/", "https://awslabs.github.io/mcp/", "https://awslabs.github.io/mcp/servers", "https://docs.aws.amazon.com/agent-toolkit/latest/userguide/mcp-server.html", "https://awslabs.github.io/mcp/servers/aws-api-mcp-server", "https://github.com/awslabs/mcp", "https://github.com/awslabs/mcp/", "https://github.com/alexei-led/aws-mcp-server", "https://builder.aws.com/content/39eKndHS44s7ohQiYUyGQYb6XCy/aws-mcp-servers-part-2-from-infrastructure-as-code-to-infrastructure-as-conversation"], "search_results": [{"date": "2025-08-13", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "Today, we’re officially announcing the** AWS Cloud Control API (CCAPI) MCP Server**.\nThis MCP server transforms AWS infrastructure management by allowing developers to create, read, update, delete, and list resources using natural language.\nAs part of the awslabs/mcp project, this new and innovative...", "source": "web", "title": "Introducing AWS Cloud Control API MCP Server", "url": "https://aws.amazon.com/blogs/devops/introducing-aws-cloud-control-api-mcp-server-natural-language-infrastructure-management-on-aws/"}, {"date": null, "last_updated": "2026-08-10", "place_metadata": null, "snippet": "> ⚠️ DEPRECATION NOTICE: This server is deprecated and will no longer receive updates.\nPlease migrate to the AWS IAC MCP Server, which provides infrastructure-as-code authoring with CloudFormation and CDK documentation, template validation (cfn-lint), compliance checking (cfn-guard), and deployment ...", "source": "web", "title": "AWS Cloud Control API MCP Server", "url": "https://awslabs.github.io/mcp/servers/ccapi-mcp-server"}, {"date": "2026-05-06", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "I’m happy to announce the general availability of the AWS MCP Server, a managed remote Model Context Protocol (MCP) server that gives AI agents and coding assistants secure, authenticated access to all AWS services through a small, fixed set of tools.\nThe AWS MCP Server is part of the Agent Toolkit ...", "source": "web", "title": "The AWS MCP Server is now generally available", "url": "https://aws.amazon.com/blogs/aws/the-aws-mcp-server-is-now-generally-available/"}, {"date": "2025-11-26", "last_updated": "2026-08-10", "place_metadata": null, "snippet": "AWS announces the availability of the AWS API MCP Server on AWS Marketplace, enabling customers to deploy the Model Context Protocol (MCP) server to Amazon Bedrock AgentCore.\nThe marketplace entry includes step-by-step configuration and deployment instructions for deploying the AWS API MCP Server as...", "source": "web", "title": "The AWS API MCP Server is now available on ...", "url": "https://aws.amazon.com/about-aws/whats-new/2025/11/the-aws-api-mcp-server-aws-marketplace/"}, {"date": "2025-11-30", "last_updated": "2026-05-04", "place_metadata": null, "snippet": "Today, AWS announces the AWS MCP Server, a managed remote Model Context Protocol (MCP) server that helps AI agents and AI-native IDEs perform real-world, multi-step tasks across one or more AWS services.\nThe AWS MCP Server consolidates capabilities from the existing AWS API MCP and AWS Knowledge ser...", "source": "web", "title": "AWS announces a preview of the AWS MCP Server", "url": "https://aws.amazon.com/about-aws/whats-new/2025/11/aws-mcp-server/"}, {"date": "2025-07-16", "last_updated": "2026-05-17", "place_metadata": null, "snippet": "Today, AWS announces the developer preview of the AWS API model context protocol (MCP) server, a new tool that enables foundation models (FMs) to interact with any AWS API through natural language by creating and executing syntactically correct and valid CLI commands.\nWith the AWS API MCP Server, cu...", "source": "web", "title": "AWS API MCP Server now available", "url": "https://aws.amazon.com/about-aws/whats-new/2025/07/aws-api-mcp-server-available/"}, {"date": null, "last_updated": "2026-08-14", "place_metadata": null, "snippet": "An MCP Server is a lightweight program that exposes specific capabilities through the standardized Model Context Protocol.\nHost applications (such as chatbots, IDEs, and other AI tools) have MCP clients that maintain 1:1 connections with MCP servers.\n...\nInteract with AWS services and resources thro...", "source": "web", "title": "Welcome to Open Source MCP Servers for AWS", "url": "https://awslabs.github.io/mcp/"}, {"date": null, "last_updated": "2026-08-08", "place_metadata": null, "snippet": "Browse all available MCP Servers for AWS.\nUse the filters and search to find the servers you need.\n...\nSecure, auditable AWS operations with API access, documentation, Agent SOPs, and CloudTrail logging.\n...\n### AWS API MCP Server\nCoreVibe Coding & Development\nInteract with AWS services and resource...", "source": "web", "title": "Available MCP Servers - Open Source at AWS", "url": "https://awslabs.github.io/mcp/servers"}, {"date": null, "last_updated": "2026-08-14", "place_metadata": null, "snippet": "AWS MCP Server - Agent Toolkit for AWS\n...\nThe AWS MCP Server is a managed server that gives agents access to AWS through the Model\nContext Protocol (MCP).\nAgents can search AWS documentation and retrieve service information\nwithout authentication.\nTo execute AWS API calls, run Python scripts in a s...", "source": "web", "title": "AWS MCP Server - Agent Toolkit for AWS - AWS Documentation", "url": "https://docs.aws.amazon.com/agent-toolkit/latest/userguide/mcp-server.html"}, {"date": null, "last_updated": "2026-08-13", "place_metadata": null, "snippet": "> [!TIP] This MCP server is superseded by the official AWS MCP server.\n...\nThe AWS API MCP Server enables AI assistants to interact with AWS services and resources through AWS CLI commands.\nIt provides programmatic access to manage your AWS infrastructure while maintaining proper security controls.\n...", "source": "web", "title": "AWS API MCP Server - Open Source at AWS", "url": "https://awslabs.github.io/mcp/servers/aws-api-mcp-server"}, {"date": "2025-03-21", "last_updated": "2026-03-17", "place_metadata": null, "snippet": "awslabs / **\nmcp ** Public\ngenerated from amazon-archives/__template_Apache-2.0", "source": "web", "title": "awslabs/mcp: Open source MCP Servers for AWS", "url": "https://github.com/awslabs/mcp"}, {"date": "2025-03-21", "last_updated": "2025-08-20", "place_metadata": null, "snippet": "An MCP Server is a lightweight program that exposes specific capabilities through the standardized Model Context Protocol.\nHost applications (such as chatbots, IDEs, and other AI tools) have MCP clients that maintain 1:1 connections with MCP servers.\n...\n|Server Name|Description|Install|\n|--|--|--|\n...", "source": "web", "title": "GitHub - awslabs/mcp: AWS MCP Servers — helping you get the most out of AWS, wherever you use MCP.", "url": "https://github.com/awslabs/mcp/"}, {"date": "2025-03-19", "last_updated": "2025-08-20", "place_metadata": null, "snippet": "A lightweight service that enables AI assistants to execute AWS CLI commands through the Model Context Protocol (MCP).\n...\nThe AWS MCP Server provides a bridge between MCP-aware AI assistants (like Claude Desktop, Cursor, Windsurf) and the AWS CLI.\nIt enables these assistants to:\n...\nA lightweight s...", "source": "web", "title": "GitHub - alexei-led/aws-mcp-server: A lightweight service that enables AI assistants to execute AWS CLI commands (in safe containerized environment) through the Model Context Protocol (MCP). Bridges Claude, Cursor, and other MCP-aware AI tools with AWS CLI for enhanced cloud infrastructure management.", "url": "https://github.com/alexei-led/aws-mcp-server"}, {"date": "2026-02-15", "last_updated": "2026-07-18", "place_metadata": null, "snippet": "at HTMLLinkElement.<anonymous> (https://builder.aws.com/assets/index-D8Wv0IT0.js:2:27936)", "source": "web", "title": "AWS MCP Servers (Part 2): From Infrastructure as Code to ...", "url": "https://builder.aws.com/content/39eKndHS44s7ohQiYUyGQYb6XCy/aws-mcp-servers-part-2-from-infrastructure-as-code-to-infrastructure-as-conversation"}]}
{"engine": "perplexity", "model": "sonar", "index": 26, "phrasing": "Most active open source MCP server project for Amazon Web Services", "citations": ["https://github.com/awslabs/mcp", "https://awslabs.github.io/mcp/servers", "https://aws.amazon.com/opensource/", "https://aws.amazon.com/about-aws/whats-new/2025/07/aws-api-mcp-server-available/", "https://aws.amazon.com/about-aws/whats-new/2025/10/open-source-mcp-server-amazon-bedrock-agentcore/", "https://aws.amazon.com/blogs/opensource/introducing-mcp-server-for-registry-of-open-data-on-aws/", "https://www.shareuhack.com/en/posts/best-mcp-servers-guide-2026", "https://aws.amazon.com/blogs/aws/the-aws-mcp-server-is-now-generally-available/", "https://awslabs.github.io/mcp/", "https://aws.amazon.com/blogs/compute/introducing-aws-serverless-mcp-server-ai-powered-development-for-modern-applications/", "https://pypi.org/user/awslabs-mcp/", "https://enterprisedna.co/directories/mcp/awslabs-mcp/", "https://awslabs.github.io/mcp/servers/aws-knowledge-mcp-server", "https://mcpservers.org/", "https://aws.amazon.com/marketplace/pp/prodview-lqqkwbcraxsgw", "https://raw.githubusercontent.com/awslabs/mcp/HEAD/README.md", "https://github.com/awslabs/mcp/discussions", "https://www.reddit.com/r/aws/comments/1n0oohi/ai_tool_agents_and_mcp_servers_for_aws/", "https://awesome.ecosyste.ms/projects/github.com%2Fawslabs%2Fmcp", "https://www.linkedin.com/posts/ipolyzos_github-awslabsmcp-official-mcp-servers-activity-7328290476728406017-ywYj"], "search_results": [{"date": "2025-03-21", "last_updated": "2026-03-17", "place_metadata": null, "snippet": "awslabs / **\nmcp ** Public\ngenerated from amazon-archives/__template_Apache-2.0", "source": "web", "title": "awslabs/mcp: Open source MCP Servers for AWS - GitHub", "url": "https://github.com/awslabs/mcp"}, {"date": null, "last_updated": "2026-08-08", "place_metadata": null, "snippet": "Browse all available MCP Servers for AWS.\nUse the filters and search to find the servers you need.", "source": "web", "title": "Available MCP Servers - Open Source at AWS", "url": "https://awslabs.github.io/mcp/servers"}, {"date": "2026-08-07", "last_updated": "2026-08-13", "place_metadata": null, "snippet": "### AWS MCP Servers\n- A suite of specialized Model Context Protocol (MCP) servers that help you get the most out of AWS, wherever you use MCP.\nAWS MCP Servers use this protocol to provide AI applications access to AWS documentation, contextual guidance, and best practices.\nThrough the standardized M...", "source": "web", "title": "Open Source – Amazon Web Services", "url": "https://aws.amazon.com/opensource/"}, {"date": "2025-07-16", "last_updated": "2026-05-17", "place_metadata": null, "snippet": "Today, AWS announces the developer preview of the AWS API model context protocol (MCP) server, a new tool that enables foundation models (FMs) to interact with any AWS API through natural language by creating and executing syntactically correct and valid CLI commands.\n...\nThe AWS API MCP Server is r...", "source": "web", "title": "AWS API MCP Server now available", "url": "https://aws.amazon.com/about-aws/whats-new/2025/07/aws-api-mcp-server-available/"}, {"date": "2025-10-02", "last_updated": "2026-08-11", "place_metadata": null, "snippet": "# Open Source Model Context Protocol (MCP) Server now available for Amazon Bedrock AgentCore\nPosted on:\n...\nThe open-source MCP server is available globally via GitHub.\nTo get started, visit the AgentCore MCP Server GitHub repository for documentation and installation instructions.", "source": "web", "title": "Open Source Model Context Protocol (MCP) Server now available ...", "url": "https://aws.amazon.com/about-aws/whats-new/2025/10/open-source-mcp-server-amazon-bedrock-agentcore/"}, {"date": "2026-07-07", "last_updated": "2026-08-07", "place_metadata": null, "snippet": "The RODA MCP server is an open source project under the Apache 2.0 license.", "source": "web", "title": "Introducing MCP server for Registry of Open Data on AWS", "url": "https://aws.amazon.com/blogs/opensource/introducing-mcp-server-for-registry-of-open-data-on-aws/"}, {"date": "2026-07-16", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "My top recommendation for frontend/fullstack developers, and it's **completely free**.\nContext7, open-sourced by Upstash, has over 54,000 GitHub stars and 890,000 weekly npm downloads as of May 2026, making it the most popular MCP server in the entire ecosystem.\n...\n|MCP Server|Scene|Token Cost|CLI ...", "source": "web", "title": "Best MCP Servers 2026: Top 15 Ranked by Developer Use ...", "url": "https://www.shareuhack.com/en/posts/best-mcp-servers-guide-2026"}, {"date": "2026-05-06", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "I’m happy to announce the general availability of the AWS MCP Server, a managed remote Model Context Protocol (MCP) server that gives AI agents and coding assistants secure, authenticated access to all AWS services through a small, fixed set of tools.", "source": "web", "title": "The AWS MCP Server is now generally available", "url": "https://aws.amazon.com/blogs/aws/the-aws-mcp-server-is-now-generally-available/"}, {"date": null, "last_updated": "2026-08-14", "place_metadata": null, "snippet": "The Model Context Protocol is an open source project run by Anthropic, PBC. and open to contributions from the entire community.\n...\nShowing 62 of 62 servers", "source": "web", "title": "Welcome to Open Source MCP Servers for AWS", "url": "https://awslabs.github.io/mcp/"}, {"date": "2025-05-29", "last_updated": "2026-08-13", "place_metadata": null, "snippet": "Today, AWS announces the open-source AWS Serverless Model Context Protocol (MCP) Server, a tool that combines the power of AI assistance with serverless expertise to enhance how developers build modern applications.\n...\nTo get started, download the AWS Serverless MCP Server from GitHub or Python Pac...", "source": "web", "title": "Introducing AWS Serverless MCP Server: AI-powered development ...", "url": "https://aws.amazon.com/blogs/compute/introducing-aws-serverless-mcp-server-ai-powered-development-for-modern-applications/"}, {"date": "2025-03-18", "last_updated": "2025-09-11", "place_metadata": null, "snippet": "## 65 projects\n### awslabs.aws-api-mcp-server", "source": "web", "title": "Profile of awslabs-mcp", "url": "https://pypi.org/user/awslabs-mcp/"}, {"date": "2026-06-01", "last_updated": "2026-08-08", "place_metadata": null, "snippet": "Added 1 June 2026\n...\n9,171 stars on GitHub.\nLast updated 2026-06-01.", "source": "web", "title": "awslabs/mcp — MCP Servers · Directories by Enterprise DNA", "url": "https://enterprisedna.co/directories/mcp/awslabs-mcp/"}, {"date": null, "last_updated": "2026-08-05", "place_metadata": null, "snippet": "A fully managed remote MCP server that provides up-to-date documentation, code samples, agent skills, knowledge about the regional availability of AWS APIs and CloudFormation resources, and other official AWS content.", "source": "web", "title": "AWS Knowledge MCP Server", "url": "https://awslabs.github.io/mcp/servers/aws-knowledge-mcp-server"}, {"date": "2026-07-08", "last_updated": "2026-07-27", "place_metadata": null, "snippet": "A collection of servers for the Model Context Protocol\n...\n## Featured MCPs\n...\n## Latest MCPs", "source": "web", "title": "Awesome MCP Servers", "url": "https://mcpservers.org/"}, {"date": "2026-03-30", "last_updated": "2026-06-29", "place_metadata": null, "snippet": "https://github.com/awslabs/mcp/tree/main/src/aws-api-mcp-server", "source": "web", "title": "AWS Marketplace: AWS API MCP Server - Amazon.com", "url": "https://aws.amazon.com/marketplace/pp/prodview-lqqkwbcraxsgw"}, {"date": null, "last_updated": "2026-03-30", "place_metadata": null, "snippet": "| Server Name | Description | Install |\n...\n| [AWS Serverless MCP Server](src/aws-serverless-mcp-server) | Complete serverless application lifecycle with SAM CLI | [![Install](https://img.shields.io/badge/Install-Cursor-blue?style=flat-square&logo=cursor)](https://cursor.com/en/install-\n...\n- **[Ama...", "source": "web", "title": "README.md", "url": "https://raw.githubusercontent.com/awslabs/mcp/HEAD/README.md"}, {"date": "2025-09-25", "last_updated": "2025-09-26", "place_metadata": null, "snippet": "awslabs / **\nmcp ** Public\ngenerated from amazon-archives/__template_Apache-2.0", "source": "web", "title": "awslabs mcp · Discussions - GitHub", "url": "https://github.com/awslabs/mcp/discussions"}, {"date": "2025-08-26", "last_updated": "2026-02-21", "place_metadata": null, "snippet": "The AWS Labs team has compiled a list of MCP servers, which you can find at the following link https://slabs.io/m/", "source": "web", "title": "AI tool, Agents and MCP servers for AWS - Reddit", "url": "https://www.reddit.com/r/aws/comments/1n0oohi/ai_tool_agents_and_mcp_servers_for_aws/"}, {"date": "2025-03-21", "last_updated": "2025-10-19", "place_metadata": null, "snippet": "- best-of-mcp-servers - GitHub - 45% open · ⏱️ 11.10.2025) (Cloud Platforms)", "source": "web", "title": "https://github.com/awslabs/mcp", "url": "https://awesome.ecosyste.ms/projects/github.com%2Fawslabs%2Fmcp"}, {"date": "2025-05-14", "last_updated": "2026-05-06", "place_metadata": null, "snippet": "GitHub - awslabs/mcp: Official MCP Servers for AWS github.com", "source": "web", "title": "AWS open-sources MCP Servers for cloud-aware AI", "url": "https://www.linkedin.com/posts/ipolyzos_github-awslabsmcp-official-mcp-servers-activity-7328290476728406017-ywYj"}]}
{"engine": "perplexity", "model": "sonar", "index": 27, "phrasing": "What MCP server allows AI agents to inspect and modify AWS S3 bucket policies?", "citations": ["https://aws.amazon.com/blogs/security/understanding-iam-for-managed-aws-mcp-servers/", "https://docs.aws.amazon.com/agent-toolkit/latest/userguide/security_iam_id-based-policy-examples.html", "https://www.stackone.com/connectors/awss3/mcp/", "https://agentconn.com/skills/aws-mcp/", "https://dev.to/aws/i-switched-to-the-agent-toolkit-for-aws-heres-why-5hf", "https://mcpservers.org/servers/gangadharrr/aws-s3-mcp", "https://aws.amazon.com/blogs/security/secure-ai-agent-access-patterns-to-aws-resources-using-model-context-protocol/", "https://elevata.io/en/aws-mcp-server-secure-agent-access", "https://awslabs.github.io/mcp/servers/s3-tables-mcp-server", "https://www.slideshare.net/slideshow/vinkius-amazon-s3-mcp-for-ai-agents-audit-policies-manage-data-lifecycle-via-conversation/288275761", "https://mcpmarket.com/server/aws-s3-2", "https://awslabs.github.io/mcp/servers/aws-api-mcp-server", "https://www.vendia.com/blog/introducing-vendia-mcp-for-aws-s3/", "https://docs.aws.amazon.com/agent-toolkit/latest/userguide/security_iam_service-with-iam.html", "https://letsdatascience.com/news/aws-defines-secure-access-patterns-for-mcp-7f0252b2", "https://aws.amazon.com/blogs/storage/implementing-conversational-ai-for-s3-tables-using-model-context-protocol-mcp/", "https://www.linkedin.com/posts/michael-lin-b5296842_aws-agenticai-mcp-activity-7457852132642250752-WGWx", "https://www.merge.dev/connectors/amazon_s3?c6fc2c68_page=7", "https://aws.amazon.com/blogs/containers/deploying-model-context-protocol-mcp-servers-on-amazon-ecs/", "https://dev.to/aws-builders/how-to-secure-mcp-tools-on-aws-for-ai-agents-with-authentication-authorization-and-least-privilege-50ea"], "search_results": [{"date": "2026-03-02", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "In another example, you can allow AI agents using AWS MCP Server to read Amazon Simple Storage Service (Amazon S3) buckets but deny delete operations.\nThe AWS MCP Server provides the aws___call_aws tool, which can execute any AWS API operation, including Amazon S3 operations:\n```\n{\n\"Version\": \"2012-...", "source": "web", "title": "Understanding IAM for Managed AWS MCP Servers", "url": "https://aws.amazon.com/blogs/security/understanding-iam-for-managed-aws-mcp-servers/"}, {"date": null, "last_updated": "2026-07-10", "place_metadata": null, "snippet": "The following policy allows read operations but denies destructive actions when\nthe request comes through AWS MCP Server.\nThis lets AI agents inspect resources without\nbeing able to delete them.\n...\n[\n{\n\"Sid\": \"AllowS3ReadOperations\",\n\"Effect\": \"Allow\",\n\"Action\": [\n\"s3:GetObject\",\n\"s3:ListBucket\"\n],...", "source": "web", "title": "Deny destructive actions...", "url": "https://docs.aws.amazon.com/agent-toolkit/latest/userguide/security_iam_id-based-policy-examples.html"}, {"date": null, "last_updated": "2026-08-04", "place_metadata": null, "snippet": "Connect your AI agent to StackOne's Amazon S3 MCP server and give it 89 MCP tools out of the box.\n...\nA Amazon S3 MCP server lets AI agents read and write Amazon S3 data through the Model Context Protocol — Anthropic's open standard for connecting LLMs to external tools.\n...\n### Bucket Policys\n- Get...", "source": "web", "title": "Amazon S3 MCP Server for AI Agents (89 Actions)", "url": "https://www.stackone.com/connectors/awss3/mcp/"}, {"date": null, "last_updated": "2026-08-08", "place_metadata": null, "snippet": "Official AWS Labs MCP servers that let AI agents interact with Amazon Web Services through natural language.\n...\nUser: \"List S3 buckets and show which are publicly accessible\"\nAgent → AWS S3 MCP:\n- list_buckets() → get_bucket_policy() for each\nAgent: \"12 buckets.", "source": "web", "title": "AWS MCP Servers - AI Agent Skill | AgentConn", "url": "https://agentconn.com/skills/aws-mcp/"}, {"date": "2026-06-12", "last_updated": "2026-08-07", "place_metadata": null, "snippet": "1. **AWS MCP Server** : a managed remote server that gives agents secure access to AWS APIs via the Model Context Protocol\n...\nEvery individual API call the agent makes through the managed MCP Server shows up as its own CloudTrail event.", "source": "web", "title": "I Switched to the Agent Toolkit for AWS. Here's Why.", "url": "https://dev.to/aws/i-switched-to-the-agent-toolkit-for-aws-heres-why-5hf"}, {"date": "2023-01-15", "last_updated": "2026-06-12", "place_metadata": null, "snippet": "An MCP server for managing files and buckets on AWS S3.\n...\nA Model Context Protocol (MCP) server that gives AI assistants (Claude, Cursor, etc.) direct access to AWS S3 — enabling them to list, upload, download, and manage S3 buckets and objects through natural language.\n...\n|``` get_bucket_policy ...", "source": "web", "title": "AWS S3 MCP Server", "url": "https://mcpservers.org/servers/gangadharrr/aws-s3-mcp"}, {"date": "2026-04-14", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "Use automatic context keys with AWS-managed MCP servers, or configure session tags with self-managed servers.", "source": "web", "title": "Secure AI agent access patterns to AWS resources using ...", "url": "https://aws.amazon.com/blogs/security/secure-ai-agent-access-patterns-to-aws-resources-using-model-context-protocol/"}, {"date": "2026-05-07", "last_updated": "2026-08-10", "place_metadata": null, "snippet": "That is the problem the AWS MCP Server is designed to solve.\n...\nThe AWS MCP Server is a managed remote MCP server from AWS that lets AI agents and coding assistants interact with AWS through a small set of tools.\nAgents can search AWS documentation, retrieve service guidance, call AWS APIs using ex...", "source": "web", "title": "AWS MCP Server General Availability: Secure AI Agent ...", "url": "https://elevata.io/en/aws-mcp-server-secure-agent-access"}, {"date": null, "last_updated": "2026-05-30", "place_metadata": null, "snippet": "> By default, the MCP server operates inread-only mode.To enable write access, you mustexplicitly configure the MCP with the necessary IAM permissionsand use \"--allow-write\" flag to enable create and append operations on S3 Tables using the MCP server.Always follow theprinciple of least privilege—gr...", "source": "web", "title": "AWS S3 Tables MCP Server", "url": "https://awslabs.github.io/mcp/servers/s3-tables-mcp-server"}, {"date": "2026-06-27", "last_updated": "2026-06-29", "place_metadata": null, "snippet": "# Vinkius - Amazon S3 MCP for AI Agents.\nAudit policies, manage data lifecycle via conversation.\nAmazon S3 MCP gives your agent total control over cloud object storage.\nYou can manage entire bucket structures, upload new files, audit security policies, or retrieve metadata—all using plain English co...", "source": "web", "title": "Amazon S3 MCP for AI Agents. Audit policies, manage data lifecycle ...", "url": "https://www.slideshare.net/slideshow/vinkius-amazon-s3-mcp-for-ai-agents-audit-policies-manage-data-lifecycle-via-conversation/288275761"}, {"date": "2024-01-01", "last_updated": "2026-03-25", "place_metadata": null, "snippet": "The AWS S3 MCP Server provides a standardized and secure way to interact with Amazon S3 buckets and objects through the Model Context Protocol (MCP).", "source": "web", "title": "AWS S3 - Secure AI Agent Interface for Cloud Storage - MCP Market", "url": "https://mcpmarket.com/server/aws-s3-2"}, {"date": null, "last_updated": "2026-08-13", "place_metadata": null, "snippet": "~/.aws/aws-api-mcp/mcp-security-policy.json\n...\n#### Examples of Correct Command Formats​\n|AWS CLI Command|Security Policy Format|\n|--|--|\n|``` aws iam delete-user --user-name john ```|``` \"aws iam delete-user\" ```|\n|``` aws s3api list-buckets ```|``` \"aws s3api list-buckets\" ```|\n|``` aws ec2 descr...", "source": "web", "title": "AWS API MCP Server", "url": "https://awslabs.github.io/mcp/servers/aws-api-mcp-server"}, {"date": "2025-09-15", "last_updated": "2026-07-21", "place_metadata": null, "snippet": "Vendia is launching a “forever free” SKU of its fully managed MCP server with built-in support for S3 buckets.\n...\nSimply enable your S3 bucket for cross-account access, plug the Vendia-provided MCP URL into your agent of choice, and you’ll have agentic capabilities for your bucket contents in minut...", "source": "web", "title": "Turn any S3 bucket into an AI-powered application... ...", "url": "https://www.vendia.com/blog/introducing-vendia-mcp-for-aws-s3/"}, {"date": null, "last_updated": "2026-08-13", "place_metadata": null, "snippet": "When an AI agent calls the AWS MCP Server, the following authorization flow occurs:", "source": "web", "title": "How AWS MCP Server works with IAM", "url": "https://docs.aws.amazon.com/agent-toolkit/latest/userguide/security_iam_service-with-iam.html"}, {"date": "2026-04-14", "last_updated": "2026-07-01", "place_metadata": null, "snippet": "Treat the MCP server as the security choke point.\nUse short-lived, scoped credentials, network isolation, and centralized observability to enable LLMs to access cloud resources with an auditable, minimal-privilege posture.", "source": "web", "title": "AWS Defines Secure Access Patterns for MCP | Let's Data Science", "url": "https://letsdatascience.com/news/aws-defines-secure-access-patterns-for-mcp-7f0252b2"}, {"date": "2025-07-15", "last_updated": "2026-08-13", "place_metadata": null, "snippet": "The MCP Server for S3 Tables provides a standardized way for AI assistants to interact with your S3 Tables data.", "source": "web", "title": "Implementing conversational AI for S3 Tables using Model Context ...", "url": "https://aws.amazon.com/blogs/storage/implementing-conversational-ai-for-s3-tables-using-model-context-protocol-mcp/"}, {"date": "2026-05-06", "last_updated": "2026-05-25", "place_metadata": null, "snippet": "This managed server gives AI coding agents secure, auditable access to any AWS services through the Model Context Protocol.\n...\nAWS announces the general availability of the AWS MCP Server, a managed remote Model Context Protocol (MCP) server that gives AI agents and coding assistants secure, authen...", "source": "web", "title": "AWS MCP Server Now Generally Available for Secure AI Access", "url": "https://www.linkedin.com/posts/michael-lin-b5296842_aws-agenticai-mcp-activity-7457852132642250752-WGWx"}, {"date": null, "last_updated": "2026-07-22", "place_metadata": null, "snippet": "### get_bucket_policy\nGet the IAM policy JSON document attached to an S3 bucket for access control review\n### put_bucket_policy\nSet or update the IAM policy on an S3 bucket for access control configuration\n…\n...\nIt's an MCP server that gives your agents access to Amazon S3 storage via tools.\nYour ag...", "source": "web", "title": "Amazon S3 MCP Server: connect your AI Agents to ...", "url": "https://www.merge.dev/connectors/amazon_s3?c6fc2c68_page=7"}, {"date": "2026-04-14", "last_updated": "2026-08-13", "place_metadata": null, "snippet": "AI agents need secure access to AWS resources through MCP, with proper access control and permission enforcement for agent-initiated requests.", "source": "web", "title": "Deploying Model Context Protocol (MCP) servers on ...", "url": "https://aws.amazon.com/blogs/containers/deploying-model-context-protocol-mcp-servers-on-amazon-ecs/"}, {"date": "2026-04-05", "last_updated": "2026-05-28", "place_metadata": null, "snippet": "For instance, AgentCore Gateway supports inbound OAuth-based authorization for incoming tool calls and multiple outbound authorization modes depending on target type, including IAM-based auth with SigV4, OAuth client credentials, authorization code grants, and API keys.", "source": "web", "title": "How to secure MCP tools on AWS for AI agents ...", "url": "https://dev.to/aws-builders/how-to-secure-mcp-tools-on-aws-for-ai-agents-with-authentication-authorization-and-least-privilege-50ea"}]}
{"engine": "perplexity", "model": "sonar", "index": 28, "phrasing": "Best lightweight MCP server for AWS developer tooling", "citations": ["https://awslabs.github.io/mcp/", "https://www.stainless.com/mcp/10-best-mcp-servers-for-developers/", "https://www.sketricgen.ai/blog/best-mcp-servers-guide-2026", "https://github.com/Rodert/awesome-mcp", "https://mcpai.dev/category/developer-tools", "https://github.com/awslabs/mcp/", "https://blog.logrocket.com/top-15-mcp-servers-ai-projects/", "https://github.com/rohitg00/awesome-devops-mcp-servers", "https://www.reddit.com/r/mcp/comments/1plkqcq/which_aws_mcp_can_help_me_reviewexplain_my/", "https://awslabs.github.io/mcp/servers", "https://www.builder.io/blog/best-mcp-servers-2026", "https://github.com/punkpeye/awesome-mcp-servers", "https://github.com/alexei-led/aws-mcp-server", "https://aws.amazon.com/blogs/machine-learning/mcp-tool-design-practical-approaches-and-tradeoffs/", "https://enterprisedna.co/directories/mcp/awslabs-mcp/", "https://www.improving.com/thoughts/best-mcp-servers-for-software-developers-and-engineers/", "https://aws.amazon.com/blogs/compute/introducing-aws-serverless-mcp-server-ai-powered-development-for-modern-applications/", "https://github.com/aws/mcp-proxy-for-aws", "https://github.com/tolkonepiu/best-of-mcp-servers", "https://aws.amazon.com/blogs/aws/the-aws-mcp-server-is-now-generally-available/"], "search_results": [{"date": null, "last_updated": "2026-08-14", "place_metadata": null, "snippet": "- **Development & Testing**: Perfect for local development, testing, and debugging", "source": "web", "title": "Welcome to Open Source MCP Servers for AWS", "url": "https://awslabs.github.io/mcp/"}, {"date": null, "last_updated": "2026-08-14", "place_metadata": null, "snippet": "- **Ease of implementation:** How quickly we could set up and configure the server", "source": "web", "title": "10 Best MCP Servers For Developers - Stainless", "url": "https://www.stainless.com/mcp/10-best-mcp-servers-for-developers/"}, {"date": "2026-06-24", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "|Server|Category|Best For|Setup Difficulty|Official?|\n...\n|GitHub MCP|Dev tools|PR management, code search, issue tracking|Low|✅ GitHub|", "source": "web", "title": "Aws Mcp Servers: The Growing...", "url": "https://www.sketricgen.ai/blog/best-mcp-servers-guide-2026"}, {"date": "2025-11-22", "last_updated": "2026-06-01", "place_metadata": null, "snippet": "Bridges Claude, Cursor, and other MCP-aware AI tools with AWS CLI for enhanced cloud infrastructure management.", "source": "web", "title": "Rodert/awesome-mcp: A curated list of MCP servers ...", "url": "https://github.com/Rodert/awesome-mcp"}, {"date": "2025-04-10", "last_updated": "2025-04-12", "place_metadata": null, "snippet": "AWS MCP Servers — specialized MCP servers that bring AWS best practices directly to your development workflow", "source": "web", "title": "Best Developer Tools MCP Servers in 2025", "url": "https://mcpai.dev/category/developer-tools"}, {"date": "2025-03-21", "last_updated": "2025-08-20", "place_metadata": null, "snippet": "An MCP Server is a lightweight program that exposes specific capabilities through the standardized Model Context Protocol.\n...\n1. Install\n```\nuv\n```\nfrom Astral\n2. Install Python using\n...\nuv python install 3.10\n```", "source": "web", "title": "GitHub - awslabs/mcp: AWS MCP Servers — helping you get the most out of AWS, wherever you use MCP.", "url": "https://github.com/awslabs/mcp/"}, {"date": "2026-07-15", "last_updated": "2026-08-11", "place_metadata": null, "snippet": "|Server Name|Primary Use Case|Key Features|Installation Method|Authentication|Transport|Official vs Community|Pricing/Free Tier|\n...\nThe fully managed remote server at `https://aws-mcp.us-east-1.api.aws/mcp` covers AWS documentation and 15,000+ AWS APIs, and is the recommended default for broad acce...", "source": "web", "title": "The top 15 MCP servers for your AI projects", "url": "https://blog.logrocket.com/top-15-mcp-servers-ai-projects/"}, {"date": "2025-05-03", "last_updated": "2025-10-27", "place_metadata": null, "snippet": "#### AWS\n- awslabs/mcp 🎖️ 🐍 ☁️ - Official AWS MCP server for interacting with AWS services using the Model Context Protocol.\nEnables AI assistants to manage AWS resources through natural language and programmatic interfaces.\n- alexei-led/aws-mcp-server 🐍 ☁️ - A lightweight but powerful server that e...", "source": "web", "title": "rohitg00/awesome-devops-mcp-servers", "url": "https://github.com/rohitg00/awesome-devops-mcp-servers"}, {"date": "2025-12-13", "last_updated": "2026-02-20", "place_metadata": null, "snippet": "I have utilized the resources found at this link: https://awslabs.github.io/mcp/.", "source": "web", "title": "Which AWS MCP can help me review/explain my infrastructure (i ...", "url": "https://www.reddit.com/r/mcp/comments/1plkqcq/which_aws_mcp_can_help_me_reviewexplain_my/"}, {"date": null, "last_updated": "2026-08-08", "place_metadata": null, "snippet": "Automated security scanning, code review, and penetration testing using AWS Security Agent", "source": "web", "title": "Available MCP Servers - Open Source at AWS", "url": "https://awslabs.github.io/mcp/servers"}, {"date": "2025-12-10", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "The \"best\" server is simply the one that solves your specific AI-related exhaustion.", "source": "web", "title": "The Best MCP Servers for Developers in 2026 - Builder.io", "url": "https://www.builder.io/blog/best-mcp-servers-2026"}, {"date": "2024-11-30", "last_updated": "2026-07-26", "place_metadata": null, "snippet": "-\n...\n- vercel/next-devtools-mcp 🎖️ 📇 🏠 - Official Next.js MCP server for coding agents.", "source": "web", "title": "GitHub - punkpeye/awesome-mcp-servers", "url": "https://github.com/punkpeye/awesome-mcp-servers"}, {"date": "2025-03-19", "last_updated": "2025-08-20", "place_metadata": null, "snippet": "A lightweight service that enables AI assistants to execute AWS CLI commands (in safe containerized environment) through the Model Context Protocol (MCP).", "source": "web", "title": "GitHub - alexei-led/aws-mcp-server: A lightweight service that enables AI assistants to execute AWS CLI commands (in safe containerized environment) through the Model Context Protocol (MCP). Bridges Claude, Cursor, and other MCP-aware AI tools with AWS CLI for enhanced cloud infrastructure management.", "url": "https://github.com/alexei-led/aws-mcp-server"}, {"date": "2026-07-09", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "|**Version**|**Approach**|**Tradeoff**|", "source": "web", "title": "MCP tool design: Practical approaches and tradeoffs - AWS", "url": "https://aws.amazon.com/blogs/machine-learning/mcp-tool-design-practical-approaches-and-tradeoffs/"}, {"date": "2026-06-01", "last_updated": "2026-08-08", "place_metadata": null, "snippet": "🚀 All-in-one MCP server with AI search, RAG, and multi-service integrations (GitLab/Jira/Confluence/YouTube) for AI-enhanced development workflows", "source": "web", "title": "awslabs/mcp — MCP Servers · Directories by Enterprise DNA", "url": "https://enterprisedna.co/directories/mcp/awslabs-mcp/"}, {"date": "2025-12-19", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "3. AWS MCP Server: Enables AI assistants to manage AWS resources such as S3, DynamoDB, VPC configurations, EC2, and IAM using natural language and programmatic interfaces.", "source": "web", "title": "Best MCP Servers for Software Developers and Engineers - Improving", "url": "https://www.improving.com/thoughts/best-mcp-servers-for-software-developers-and-engineers/"}, {"date": "2025-05-29", "last_updated": "2026-08-13", "place_metadata": null, "snippet": "Today, AWS announces the open-source AWS Serverless Model Context Protocol (MCP) Server, a tool that combines the power of AI assistance with serverless expertise to enhance how developers build modern applications.", "source": "web", "title": "Introducing AWS Serverless MCP Server: AI-powered development ...", "url": "https://aws.amazon.com/blogs/compute/introducing-aws-serverless-mcp-server-ai-powered-development-for-modern-applications/"}, {"date": "2025-09-24", "last_updated": "2025-11-28", "place_metadata": null, "snippet": "The MCP Proxy serves as a lightweight, client-side bridge between MCP clients (AI assistants and developer tools) and IAM-secured MCP servers on AWS.", "source": "web", "title": "GitHub - aws/mcp-proxy-for-aws: AWS MCP Proxy Server", "url": "https://github.com/aws/mcp-proxy-for-aws"}, {"date": "2025-08-01", "last_updated": "2025-10-19", "place_metadata": null, "snippet": "**alexei-led/aws-mcp-server** (🥉12 · ⭐ 160) - A lightweight but powerful server that enables AI assistants to execute AWS CLI commands, use Unix pipes, and apply..", "source": "web", "title": "tolkonepiu/best-of-mcp-servers", "url": "https://github.com/tolkonepiu/best-of-mcp-servers"}, {"date": "2026-05-06", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "I’m happy to announce the general availability of the AWS MCP Server, a managed remote Model Context Protocol (MCP) server that gives AI agents and coding assistants secure, authenticated access to all AWS services through a small, fixed set of tools.", "source": "web", "title": "The AWS MCP Server is now generally available", "url": "https://aws.amazon.com/blogs/aws/the-aws-mcp-server-is-now-generally-available/"}]}
{"engine": "perplexity", "model": "sonar", "index": 29, "phrasing": "We want our AI workflow to fetch metrics from Amazon CloudWatch via MCP. Which server implementation should we deploy?", "citations": ["https://awslabs.github.io/mcp/servers/cloudwatch-mcp-server", "https://aws.amazon.com/blogs/mt/enhance-your-aiops-introducing-amazon-cloudwatch-and-application-signals-mcp-servers/", "https://docs.aws.amazon.com/solutions/deploying-model-context-protocol-servers-on-aws/", "https://growthengineer.ai/mcp-servers/aws-cloudwatch", "https://aws.amazon.com/blogs/awsforsap/streamline-sap-operation-with-cloudwatch-mcp-server-and-amazon-q-cli-part-3/", "https://hub.docker.com/mcp/server/awslabs-cloudwatch/manual", "https://aws.amazon.com/about-aws/whats-new/2025/10/aws-api-mcp-server-v1-0-0-release/", "https://mcpservers.org/servers/serkanh/cloudwatch-logs-mcp", "https://github.com/CharlieFng/cloudwatch-mcp", "https://aws.amazon.com/blogs/aws-cloud-financial-management/cost-analysis-for-amazon-cloudwatch-using-amazon-q-cli-and-mcp-servers/", "https://www.linkedin.com/pulse/gaining-deep-insights-from-aws-cloudwatch-using-mcp-server-meshram-rcvrf", "https://aws.amazon.com/blogs/contact-center/using-mcp-with-amazon-connect-to-monitor-operational-readiness/", "https://github.com/hyorimitsu/mcp-amazon-cloudwatch-logs", "https://github.com/awslabs/mcp/blob/main/src/cloudwatch-logs-mcp-server/README.md", "https://aws.amazon.com/blogs/aws/the-aws-mcp-server-is-now-generally-available/", "https://github.com/awslabs/mcp", "https://github.com/awslabs/Log-Analyzer-with-MCP", "https://hub.docker.com/r/mcp/cloudwatch-mcp-server", "https://gallery.ecr.aws/awslabs-mcp/awslabs/cloudwatch-logs-mcp-server", "https://docs.aws.amazon.com/agent-toolkit/latest/userguide/getting-started-aws-mcp-server.html"], "search_results": [{"date": "2025-04-19", "last_updated": "2026-08-13", "place_metadata": null, "snippet": "### Option 1: Python (UVX)​\n...\n1. Install\n...\nfrom Astral or the GitHub README\n2. Install Python using\n```\nuv python install 3.10\n```\n...\n- For Kiro, update MCP Config (~/.kiro/settings/mcp.json)\n- For Cline click on \"Configure MCP Servers\" option from MCP tab\n...\nBuild and install docker image loc...", "source": "web", "title": "CloudWatch MCP Server - Open Source at AWS", "url": "https://awslabs.github.io/mcp/servers/cloudwatch-mcp-server"}, {"date": "2025-08-18", "last_updated": "2026-08-10", "place_metadata": null, "snippet": "Amazon CloudWatch MCP server serves as a unified platform for interacting with CloudWatch’s robust suite of monitoring and observability tools.\nIt enables alarm-based incident response, alarm recommendation, metric and log analysis, and log pattern detection and more.\n...\n1. Configure MCP server.\nAm...", "source": "web", "title": "Introducing Amazon CloudWatch and Application Signals MCP ...", "url": "https://aws.amazon.com/blogs/mt/enhance-your-aiops-introducing-amazon-cloudwatch-and-application-signals-mcp-servers/"}, {"date": null, "last_updated": "2026-08-14", "place_metadata": null, "snippet": "MCP Server Service (MSS) runs in a secure Virtual Private Cloud (VPC) on Amazon ECS using container images published to Amazon Elastic Container Registry (ECR).", "source": "web", "title": "Guidance for Deploying Model Context Protocol Servers on AWS", "url": "https://docs.aws.amazon.com/solutions/deploying-model-context-protocol-servers-on-aws/"}, {"date": null, "last_updated": "2026-07-27", "place_metadata": null, "snippet": "Official AWS Labs MCP server for CloudWatch.\nQuery metrics, analyze logs, investigate alarms, and run PromQL queries for AI-powered root cause analysis.\n...\nThe CloudWatch MCP Server is an official AWS Labs server that exposes Amazon CloudWatch telemetry to AI agents through standardized MCP interfa...", "source": "web", "title": "AWS CloudWatch MCP Server - Setup, Use Cases & Examples", "url": "https://growthengineer.ai/mcp-servers/aws-cloudwatch"}, {"date": "2025-08-11", "last_updated": "2026-08-12", "place_metadata": null, "snippet": "The protocol includes practical implementations like the CloudWatch MCP server, which integrates CloudWatch metrics and logs directly into the development environment.", "source": "web", "title": "Streamline SAP Operation with CloudWatch MCP server and ... - AWS", "url": "https://aws.amazon.com/blogs/awsforsap/streamline-sap-operation-with-cloudwatch-mcp-server-and-amazon-q-cli-part-3/"}, {"date": "2025-11-06", "last_updated": "2026-03-27", "place_metadata": null, "snippet": "name: Docker MCP Amazon CloudWatch\nversion: 1.0.1", "source": "web", "title": "Amazon CloudWatch MCP Server", "url": "https://hub.docker.com/mcp/server/awslabs-cloudwatch/manual"}, {"date": "2025-10-01", "last_updated": "2026-05-05", "place_metadata": null, "snippet": "Today, AWS announces the v1.0.0 release of the AWS API model context protocol (MCP) server enabling foundation models (FMs) to interact with any AWS API through natural language by creating and executing syntactically correct CLI commands.", "source": "web", "title": "AWS API MCP Server v1.0.0 release", "url": "https://aws.amazon.com/about-aws/whats-new/2025/10/aws-api-mcp-server-v1-0-0-release/"}, {"date": null, "last_updated": "2026-07-13", "place_metadata": null, "snippet": "An MCP (Model Context Protocol) server that provides tools for accessing AWS CloudWatch logs.\nThis server allows AI assistants to list log groups and read log entries from AWS CloudWatch.\n...\nThis server is built using the FastMCP class from the MCP SDK, which provides a simple way to create MCP ser...", "source": "web", "title": "Cloud Watch Logs MCP Server", "url": "https://mcpservers.org/servers/serkanh/cloudwatch-logs-mcp"}, {"date": "2025-05-06", "last_updated": "2026-04-17", "place_metadata": null, "snippet": "This simplified MCP server provides a streamlined way to interact with AWS CloudWatch resources through the MCP protocol.\nIt exposes CloudWatch log groups, log queries, and alarms as resources and tools.\n...\n- `cloudwatch_server.py` - MCP server implementation for CloudWatch integration", "source": "web", "title": "GitHub - CharlieFng/cloudwatch-mcp", "url": "https://github.com/CharlieFng/cloudwatch-mcp"}, {"date": "2025-10-14", "last_updated": "2026-07-09", "place_metadata": null, "snippet": "- Create the MCP configuration file (mcp.json) in the Amazon Q Developer CLI’s local directory (~/.aws/amazonq/)\n- Update your mcp.json file with AWS Billing and Cost Management MCP Server and CloudWatch MCP Server configurations\n### 1.\nLogin to Amazon Q and Initiating the MCP Server", "source": "web", "title": "Cost Analysis for Amazon CloudWatch Using Amazon Q ...", "url": "https://aws.amazon.com/blogs/aws-cloud-financial-management/cost-analysis-for-amazon-cloudwatch-using-amazon-q-cli-and-mcp-servers/"}, {"date": "2025-05-06", "last_updated": "2025-12-16", "place_metadata": null, "snippet": "Then add MCP to your project dependencies: boto3 is required\n`uv add \"mcp[cli]\" boto3 `\n...\n\"/Users/damodhar.meshram/mcp-servers/ai-pocs/aws-mpc-server\",", "source": "web", "title": "Gaining Deep Insights from AWS CloudWatch Using MCP ...", "url": "https://www.linkedin.com/pulse/gaining-deep-insights-from-aws-cloudwatch-using-mcp-server-meshram-rcvrf"}, {"date": "2025-11-19", "last_updated": "2026-05-20", "place_metadata": null, "snippet": "- **CloudWatch MCP** Server provides access to metrics, logs, and monitoring data essential for performance analysis and troubleshooting.\nNote: This server requires an AWS profile configured against your AWS account and region.\n...\nTo configure MCP servers through the VS Code interface:\n1. Access MC...", "source": "web", "title": "Using MCP with Amazon Connect to monitor operational readiness", "url": "https://aws.amazon.com/blogs/contact-center/using-mcp-with-amazon-connect-to-monitor-operational-readiness/"}, {"date": "2025-03-29", "last_updated": "2025-06-04", "place_metadata": null, "snippet": "A Model Context Protocol (MCP) server that provides tools for interacting with Amazon CloudWatch Logs services.\n...\ndocker pull ghcr.io/hyorimitsu/mcp-amazon-cloudwatch-logs:latest", "source": "web", "title": "GitHub - hyorimitsu/mcp-amazon-cloudwatch-logs: A Model Context Protocol (MCP) server that enables AI assistants to interact with Amazon CloudWatch Logs through a standardized interface using AWS SDK.", "url": "https://github.com/hyorimitsu/mcp-amazon-cloudwatch-logs"}, {"date": "2025-03-21", "last_updated": "2025-07-28", "place_metadata": null, "snippet": "An AWS Labs Model Context Protocol (MCP) server for cloudwatch-logs.\n...\n### Build and install docker image locally on the same host of your LLM client\n1.\n```\ngit clone https://github.com/awslabs/mcp.git\n```\n2. Go to sub-directory 'src/cloudwatch-logs-mcp-server/'\n3. Run 'docker build -t awslabs/clo...", "source": "web", "title": "mcp/src/cloudwatch-logs-mcp-server/README.md at main · awslabs/mcp", "url": "https://github.com/awslabs/mcp/blob/main/src/cloudwatch-logs-mcp-server/README.md"}, {"date": "2026-05-06", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "'{\"command\":\"uvx\",\"args\":[\"mcp-proxy-for-aws==1.6.0\",\"https://aws-mcp.us-east-1.api.aws/mcp\",\"--metadata\",\"AWS_REGION=us-west-2\"]}'", "source": "web", "title": "The AWS MCP Server is now generally available", "url": "https://aws.amazon.com/blogs/aws/the-aws-mcp-server-is-now-generally-available/"}, {"date": "2025-03-21", "last_updated": "2026-03-17", "place_metadata": null, "snippet": "mcp ** Public\ngenerated from amazon-archives/__template_Apache-2.0", "source": "web", "title": "awslabs/mcp: Open source MCP Servers for AWS - GitHub", "url": "https://github.com/awslabs/mcp"}, {"date": "2025-04-14", "last_updated": "2025-10-28", "place_metadata": null, "snippet": "A Model Context Protocol (MCP) server that provides AI assistants access to AWS CloudWatch Logs for analysis, searching, and correlation.", "source": "web", "title": "awslabs/Log-Analyzer-with-MCP", "url": "https://github.com/awslabs/Log-Analyzer-with-MCP"}, {"date": "2025-04-19", "last_updated": "2026-08-03", "place_metadata": null, "snippet": "|**Docker Image**|mcp/cloudwatch-mcp-server⁠|", "source": "web", "title": "mcp/cloudwatch-mcp-server - Docker Image", "url": "https://hub.docker.com/r/mcp/cloudwatch-mcp-server"}, {"date": null, "last_updated": "2026-06-20", "place_metadata": null, "snippet": "Visit the Amazon ECR Public Gallery to view the available public repositories.", "source": "web", "title": "AWS Labs MCP/awslabs/cloudwatch-logs-mcp-server", "url": "https://gallery.ecr.aws/awslabs-mcp/awslabs/cloudwatch-logs-mcp-server"}, {"date": null, "last_updated": "2026-08-10", "place_metadata": null, "snippet": "1. Start your MCP client (Kiro CLI, Cursor, Claude Desktop, or a similar client).", "source": "web", "title": "Setting up the AWS MCP Server - Agent Toolkit for AWS", "url": "https://docs.aws.amazon.com/agent-toolkit/latest/userguide/getting-started-aws-mcp-server.html"}]}
{"engine": "perplexity", "model": "sonar", "index": 30, "phrasing": "Which Model Context Protocol server is best for connecting desktop AI assistants to AWS account resources?", "citations": ["https://awslabs.github.io/mcp/", "https://github.com/awslabs/mcp", "https://awslabs.github.io/mcp/servers", "https://github.com/dev-assistant-ai/mcp-servers", "https://aws.amazon.com/about-aws/whats-new/2025/05/new-model-context-protocol-servers-aws-serverless-containers/", "https://medium.com/@theshubhamgoel/popular-mcp-servers-a-comprehensive-guide-to-ai-enhanced-development-2f92168830b4", "https://aws.amazon.com/blogs/compute/introducing-aws-serverless-mcp-server-ai-powered-development-for-modern-applications/", "https://docs.aws.amazon.com/prescriptive-guidance/latest/mcp-deployment-patterns-on-aws/", "https://aws.amazon.com/blogs/aws/the-aws-mcp-server-is-now-generally-available/", "https://aws.amazon.com/blogs/machine-learning/introducing-aws-mcp-servers-for-code-assistants-part-1/", "https://aws.amazon.com/blogs/machine-learning/unlocking-the-power-of-model-context-protocol-mcp-on-aws/", "https://www.mintmcp.com/blog/aws-sdk-with-mcp", "https://awslabs.github.io/mcp/servers/aws-knowledge-mcp-server", "https://github.com/awslabs/mcp/", "https://ranthebuilder.cloud/blog/building-serverless-mcp-server/", "https://awslabs.github.io/mcp/ja/", "https://aws.amazon.com/blogs/machine-learning/integrate-external-tools-with-amazon-quick-agents-using-model-context-protocol-mcp/", "https://awslabs.github.io/mcp/servers/aws-serverless-mcp-server", "https://awslabs.github.io/mcp/servers/aws-api-mcp-server", "https://www.reddit.com/r/aws/comments/1m1qbyr/aws_api_mcp_server_enables_ai_assistants_to/"], "search_results": [{"date": null, "last_updated": "2026-08-14", "place_metadata": null, "snippet": "An MCP Server is a lightweight program that exposes specific capabilities through the standardized Model Context Protocol.", "source": "web", "title": "Welcome to Open Source MCP Servers for AWS", "url": "https://awslabs.github.io/mcp/"}, {"date": "2025-03-21", "last_updated": "2026-03-17", "place_metadata": null, "snippet": "mcp ** Public\ngenerated from amazon-archives/__template_Apache-2.0", "source": "web", "title": "awslabs/mcp: Open source MCP Servers for AWS - GitHub", "url": "https://github.com/awslabs/mcp"}, {"date": null, "last_updated": "2026-08-08", "place_metadata": null, "snippet": "Browse all available MCP Servers for AWS.\nUse the filters and search to find the servers you need.", "source": "web", "title": "Available MCP Servers - Open Source at AWS", "url": "https://awslabs.github.io/mcp/servers"}, {"date": "2025-03-12", "last_updated": "2026-04-16", "place_metadata": null, "snippet": "npx -y @modelcontextprotocol/server-memory\n```\n...\n```", "source": "web", "title": "GitHub - dev-assistant-ai/mcp-servers: Model Context Protocol Servers", "url": "https://github.com/dev-assistant-ai/mcp-servers"}, {"date": "2025-05-29", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "MCP servers are a standard interface to enhance AI-assisted application development by equipping AI code assistants with real-time, contextual understanding of AWS Serverless and Container services including AWS Lambda, Amazon ECS, and Amazon EKS.", "source": "web", "title": "Announcing new Model Context Protocol (MCP) Servers for AWS ...", "url": "https://aws.amazon.com/about-aws/whats-new/2025/05/new-model-context-protocol-servers-aws-serverless-containers/"}, {"date": "2025-05-24", "last_updated": "2025-07-19", "place_metadata": null, "snippet": "**Purpose**: Integration with Amazon Web Services ecosystem\n...\n4. Monitor their performance", "source": "web", "title": "Next-Gen AI Development: Inside the MCP Server Ecosystem", "url": "https://medium.com/@theshubhamgoel/popular-mcp-servers-a-comprehensive-guide-to-ai-enhanced-development-2f92168830b4"}, {"date": "2025-05-29", "last_updated": "2026-08-13", "place_metadata": null, "snippet": "Today, AWS announces the open-source AWS Serverless Model Context Protocol (MCP) Server, a tool that combines the power of AI assistance with serverless expertise to enhance how developers build modern applications.", "source": "web", "title": "Introducing AWS Serverless MCP Server: AI-powered development ...", "url": "https://aws.amazon.com/blogs/compute/introducing-aws-serverless-mcp-server-ai-powered-development-for-modern-applications/"}, {"date": null, "last_updated": "2026-08-05", "place_metadata": null, "snippet": "The Model Context Protocol (MCP) is an open protocol that enables seamless integration between AI applications and external data sources and tools.", "source": "web", "title": "Model Context Protocol (MCP) Deployment Patterns on AWS", "url": "https://docs.aws.amazon.com/prescriptive-guidance/latest/mcp-deployment-patterns-on-aws/"}, {"date": "2026-05-06", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "I’m happy to announce the general availability of the AWS MCP Server, a managed remote Model Context Protocol (MCP) server that gives AI agents and coding assistants secure, authenticated access to all AWS services through a small, fixed set of tools.", "source": "web", "title": "The AWS MCP Server is now generally available", "url": "https://aws.amazon.com/blogs/aws/the-aws-mcp-server-is-now-generally-available/"}, {"date": "2025-04-01", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "We’re excited to announce the open source release of AWS MCP Servers for code assistants — a suite of specialized Model Context Protocol (MCP) servers that bring Amazon Web Services (AWS) best practices directly to your development workflow.", "source": "web", "title": "Introducing AWS MCP Servers for code assistants (Part 1)", "url": "https://aws.amazon.com/blogs/machine-learning/introducing-aws-mcp-servers-for-code-assistants-part-1/"}, {"date": "2025-06-03", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "4. Integrate with Amazon Bedrock using the patterns described in this post", "source": "web", "title": "Unlocking the power of Model Context Protocol (MCP) on AWS", "url": "https://aws.amazon.com/blogs/machine-learning/unlocking-the-power-of-model-context-protocol-mcp-on-aws/"}, {"date": "2026-04-11", "last_updated": "2026-08-13", "place_metadata": null, "snippet": "AWS Labs provides multiple MCP servers, each focused on specific service domains:\n- **AWS IaC MCP Server** (`awslabs.aws-iac-mcp-server`) - CloudFormation and CDK operations\n...\n### Claude desktop ​\n1. Navigate to Settings → Connectors\n2. Add custom connector with Virtual MCP URL from MintMCP\n3. Com...", "source": "web", "title": "AWS SDK with MCP: AI integration for enterprise workloads - MintMCP", "url": "https://www.mintmcp.com/blog/aws-sdk-with-mcp"}, {"date": null, "last_updated": "2026-08-05", "place_metadata": null, "snippet": "A fully managed remote MCP server that provides up-to-date documentation, code samples, agent skills, knowledge about the regional availability of AWS APIs and CloudFormation resources, and other official AWS content.\n...\nhttps://knowledge-mcp.global.api.aws", "source": "web", "title": "AWS Knowledge MCP Server", "url": "https://awslabs.github.io/mcp/servers/aws-knowledge-mcp-server"}, {"date": "2025-03-21", "last_updated": "2025-08-20", "place_metadata": null, "snippet": "|Server Name|Description|Install|\n...\n|AWS API MCP Server|Start here for general AWS interactions!", "source": "web", "title": "GitHub - awslabs/mcp: AWS MCP Servers — helping you get the most out of AWS, wherever you use MCP.", "url": "https://github.com/awslabs/mcp/"}, {"date": "2025-04-23", "last_updated": "2026-08-13", "place_metadata": null, "snippet": "Now I can plug my MCP server into Claude Desktop.\nTo do this, edit the Cloud Desktop config file - **claude_desktop_config.json**.", "source": "web", "title": "Building Serverless MCP Servers (and Peppa Pig?!) - Ran the Builder", "url": "https://ranthebuilder.cloud/blog/building-serverless-mcp-server/"}, {"date": null, "last_updated": "2026-07-26", "place_metadata": null, "snippet": "**Valkey MCPサーバー** はValkeyデータストアとの自然言語での対話を可能にし、AIアシスタントがシンプルな会話型インターフェースを通じてデータ操作を効率的に管理できるようにします。", "source": "web", "title": "AWS向けオープンソースMCPサーバーへようこそ", "url": "https://awslabs.github.io/mcp/ja/"}, {"date": "2026-02-20", "last_updated": "2026-08-13", "place_metadata": null, "snippet": "Review the discovered tools and data capabilities from your MCP server, and then choose Next.", "source": "web", "title": "Integrate external tools with Amazon Quick Agents using Model ...", "url": "https://aws.amazon.com/blogs/machine-learning/integrate-external-tools-with-amazon-quick-agents-using-model-context-protocol-mcp/"}, {"date": null, "last_updated": "2026-08-13", "place_metadata": null, "snippet": "The AWS Serverless Model Context Protocol (MCP) Server is an open-source tool that combines AI assistance with serverless expertise to streamline how developers build serverless applications.", "source": "web", "title": "AWS Serverless MCP Server", "url": "https://awslabs.github.io/mcp/servers/aws-serverless-mcp-server"}, {"date": null, "last_updated": "2026-08-13", "place_metadata": null, "snippet": "The AWS API MCP Server enables AI assistants to interact with AWS services and resources through AWS CLI commands.\nIt provides programmatic access to manage your AWS infrastructure while maintaining proper security controls.", "source": "web", "title": "AWS API MCP Server", "url": "https://awslabs.github.io/mcp/servers/aws-api-mcp-server"}, {"date": "2025-07-16", "last_updated": "2026-01-18", "place_metadata": null, "snippet": "### AWS API MCP Server - enables AI assistants to interact with AWS services and resources through AWS CLI commands", "source": "web", "title": "AWS API MCP Server - enables AI assistants to interact with ... - Reddit", "url": "https://www.reddit.com/r/aws/comments/1m1qbyr/aws_api_mcp_server_enables_ai_assistants_to/"}]}
{"engine": "perplexity", "model": "sonar", "index": 31, "phrasing": "Top MCP servers for Amazon Web Services cloud automation and DevOps", "citations": ["https://awslabs.github.io/mcp/", "https://blog.logrocket.com/top-15-mcp-servers-ai-projects/", "https://www.deltologic.com/blog/top-10-mcp-servers-amazon-sellers-2026-ranked", "https://github.com/awslabs/mcp", "https://awslabs.github.io/mcp/servers", "https://www.infoworld.com/article/4129024/five-mcp-servers-to-rule-the-cloud.html", "https://chatforest.com/reviews/aws-mcp-servers/", "https://github.com/awslabs/mcp/", "https://aws.amazon.com/blogs/machine-learning/introducing-aws-mcp-servers-for-code-assistants-part-1/", "https://github.com/ever-works/awesome-mcp-servers", "https://aws.amazon.com/about-aws/whats-new/2025/11/aws-mcp-server/", "https://aws.amazon.com/blogs/containers/automating-ai-assisted-container-deployments-with-amazon-ecs-mcp-server/", "https://aws.amazon.com/blogs/big-data/accelerating-development-with-the-aws-data-processing-mcp-server-and-agent/", "https://aws.amazon.com/blogs/aws/the-aws-mcp-server-is-now-generally-available/", "https://www.improving.com/thoughts/best-mcp-servers-for-software-developers-and-engineers/", "https://github.com/rohitg00/awesome-devops-mcp-servers", "https://aws.amazon.com/marketplace/pp/prodview-lqqkwbcraxsgw", "https://pypi.org/user/awslabs-mcp/", "https://docs.aws.amazon.com/agent-toolkit/latest/userguide/getting-started-aws-mcp-server.html", "https://awslabs.github.io/mcp/installation"], "search_results": [{"date": null, "last_updated": "2026-08-14", "place_metadata": null, "snippet": "- **Workflow Automation**: MCP servers convert common workflows into tools that foundation models can use directly.", "source": "web", "title": "Welcome to Open Source MCP Servers for AWS", "url": "https://awslabs.github.io/mcp/"}, {"date": "2026-07-15", "last_updated": "2026-08-11", "place_metadata": null, "snippet": "Below is a comparison table of the 15 servers this guide covers, showing their transports, authentication, and hosting at a glance.\n|Server Name|Primary Use Case|Key Features|Installation Method|Authentication|Transport|Official vs Community|Pricing/Free Tier|\n...\n|GitHub MCP Server|Code automation ...", "source": "web", "title": "The top 15 MCP servers for your AI projects", "url": "https://blog.logrocket.com/top-15-mcp-servers-ai-projects/"}, {"date": "2026-04-12", "last_updated": "2026-08-04", "place_metadata": null, "snippet": "After hands-on testing every relevant MCP server an Amazon operator could realistically plug in, here are the top 10 — ranked by coverage, speed, security posture, and bottom-line ROI for sellers.\n...\n### 1.\nDataDoe MCP — the Amazon core\n**Best for:** sellers, vendors, agencies.\n**Cost:** $97/mo aft...", "source": "web", "title": "Top 10 MCP Servers for Amazon Sellers in 2026 (Ranked ...", "url": "https://www.deltologic.com/blog/top-10-mcp-servers-amazon-sellers-2026-ranked"}, {"date": "2025-03-21", "last_updated": "2026-03-17", "place_metadata": null, "snippet": "generated from amazon-archives/__template_Apache-2.0", "source": "web", "title": "awslabs/mcp: Open source MCP Servers for AWS - GitHub", "url": "https://github.com/awslabs/mcp"}, {"date": null, "last_updated": "2026-08-08", "place_metadata": null, "snippet": "Browse all available MCP Servers for AWS.\nUse the filters and search to find the servers you need.", "source": "web", "title": "Available MCP Servers - Open Source at AWS", "url": "https://awslabs.github.io/mcp/servers"}, {"date": "2026-02-16", "last_updated": "2026-07-14", "place_metadata": null, "snippet": "Amazon Web Services (AWS) provides a suite of over 60 official MCP servers that span the wide AWS product catalog.\nAWS MCP servers run the gamut—from servers that provide access to documentation, to those dedicated to infrastructure and deployment, containers, Lambda functions, AI/ML frameworks, dat...", "source": "web", "title": "Five MCP servers to rule the cloud", "url": "https://www.infoworld.com/article/4129024/five-mcp-servers-to-rule-the-cloud.html"}, {"date": "2026-03-14", "last_updated": "2026-07-24", "place_metadata": null, "snippet": "|Server|What it does|\n...\n|AWS Documentation MCP|Fetch, search, and convert AWS docs to markdown|\n...\nFor AWS-heavy teams, this remains essential infrastructure — the Knowledge server and the managed AWS MCP Server (now GA) are worth using today.", "source": "web", "title": "What Doesn't Work Well", "url": "https://chatforest.com/reviews/aws-mcp-servers/"}, {"date": "2025-03-21", "last_updated": "2025-08-20", "place_metadata": null, "snippet": "|Server Name|Description|Install|\n...\n|AWS API MCP Server|Start here for general AWS interactions!\nComprehensive AWS API support with command validation, security controls, and access to all AWS services.\nPerfect for managing infrastructure, exploring resources, and executing AWS operations through ...", "source": "web", "title": "GitHub - awslabs/mcp: AWS MCP Servers — helping you get the most out of AWS, wherever you use MCP.", "url": "https://github.com/awslabs/mcp/"}, {"date": "2025-04-01", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "- **Core** – The foundation server that provides AI processing pipeline capabilities and serves as a central coordinator.", "source": "web", "title": "Introducing AWS MCP Servers for code assistants (Part 1)", "url": "https://aws.amazon.com/blogs/machine-learning/introducing-aws-mcp-servers-for-code-assistants-part-1/"}, {"date": "2025-05-14", "last_updated": "2025-07-14", "place_metadata": null, "snippet": "- AWS Lambda MCP Server - A community MCP Server for AWS Lambda that enables serverless cost tracking and automation of Lambda functions from within the MCP ecosystem.\n...\n- Aws MCP - A Model Context Protocol (MCP) server that enables direct interaction with AWS services using the AWS SDK v2, allowi...", "source": "web", "title": "GitHub - ever-works/awesome-mcp-servers: A curated list of the best MCP Servers, featuring top solutions, libraries, tools, and more. - https://mcpserver.works", "url": "https://github.com/ever-works/awesome-mcp-servers"}, {"date": "2025-11-30", "last_updated": "2026-05-04", "place_metadata": null, "snippet": "Today, AWS announces the AWS MCP Server, a managed remote Model Context Protocol (MCP) server that helps AI agents and AI-native IDEs perform real-world, multi-step tasks across one or more AWS services.", "source": "web", "title": "AWS announces a preview of the AWS MCP Server", "url": "https://aws.amazon.com/about-aws/whats-new/2025/11/aws-mcp-server/"}, {"date": "2025-05-29", "last_updated": "2026-08-09", "place_metadata": null, "snippet": "To address this concern, today we’re announcing a Model Context Protocol (MCP) Server for building applications for Amazon Elastic Container Service (Amazon ECS), a new component in the AWS MCP Servers collection that bridges the gap between AI-assisted development and production-ready Amazon ECS de...", "source": "web", "title": "Automating AI-assisted container deployments with the Amazon ...", "url": "https://aws.amazon.com/blogs/containers/automating-ai-assisted-container-deployments-with-amazon-ecs-mcp-server/"}, {"date": "2025-07-22", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "5. Test the integration by starting a new conversation and asking: `What data processing tools are available to me?`", "source": "web", "title": "Accelerating development with the AWS Data Processing MCP ...", "url": "https://aws.amazon.com/blogs/big-data/accelerating-development-with-the-aws-data-processing-mcp-server-and-agent/"}, {"date": "2026-05-06", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "I’m happy to announce the general availability of the AWS MCP Server, a managed remote Model Context Protocol (MCP) server that gives AI agents and coding assistants secure, authenticated access to all AWS services through a small, fixed set of tools.\n...\n** The AWS MCP Server is available today in ...", "source": "web", "title": "The AWS MCP Server is now generally available", "url": "https://aws.amazon.com/blogs/aws/the-aws-mcp-server-is-now-generally-available/"}, {"date": "2025-12-19", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "3. AWS MCP Server: Enables AI assistants to manage AWS resources such as S3, DynamoDB, VPC configurations, EC2, and IAM using natural language and programmatic interfaces.", "source": "web", "title": "Best MCP Servers for Software Developers and Engineers - Improving", "url": "https://www.improving.com/thoughts/best-mcp-servers-for-software-developers-and-engineers/"}, {"date": "2025-05-03", "last_updated": "2025-10-27", "place_metadata": null, "snippet": "#### AWS\n- awslabs/mcp 🎖️ 🐍 ☁️ - Official AWS MCP server for interacting with AWS services using the Model Context Protocol.\nEnables AI assistants to manage AWS resources through natural language and programmatic interfaces.\n- alexei-led/aws-mcp-server 🐍 ☁️ - A lightweight but powerful server that e...", "source": "web", "title": "rohitg00/awesome-devops-mcp-servers", "url": "https://github.com/rohitg00/awesome-devops-mcp-servers"}, {"date": "2026-03-30", "last_updated": "2026-06-29", "place_metadata": null, "snippet": "**Start with Read-Only Access (Recommended)**\n...\nEncode the ARN to invoke the MCP Server by replacing ':' with '%3A' and '/ with' '%2F'", "source": "web", "title": "AWS Marketplace: AWS API MCP Server - Amazon.com", "url": "https://aws.amazon.com/marketplace/pp/prodview-lqqkwbcraxsgw"}, {"date": "2025-03-18", "last_updated": "2025-09-11", "place_metadata": null, "snippet": "AWS ECS MCP Server for automating containerization and deployment of web applications to AWS ECS", "source": "web", "title": "Profile of awslabs-mcp", "url": "https://pypi.org/user/awslabs-mcp/"}, {"date": null, "last_updated": "2026-08-10", "place_metadata": null, "snippet": "If you are currently using the AWS API MCP Server or AWS Knowledge MCP Server, we recommend switching to the AWS MCP Server.", "source": "web", "title": "Setting up the AWS MCP Server - Agent Toolkit for AWS", "url": "https://docs.aws.amazon.com/agent-toolkit/latest/userguide/getting-started-aws-mcp-server.html"}, {"date": null, "last_updated": "2026-05-19", "place_metadata": null, "snippet": "2. **Access MCP Settings** - 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\n3. **Add MCP Servers** - Click \"Add Server\" to add a new MCP server\n- You can choose from available ...", "source": "web", "title": "Installation | Welcome to Open Source MCP Servers for AWS", "url": "https://awslabs.github.io/mcp/installation"}]}
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The client connects to the MCP server and obtains a list of available tools.\n2. The client invokes the LLM using a prompt engineered with the list of tools available on the MCP server (message of type “user”).\n3. 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A user asks: “Estimate AWS cost for my infrastructure.”\n2. 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directly on AWS.\nIt allows AI assistants to interact with AWS resources by serving as a Model Context Protocol endpoint.", "source": "web", "title": "Introducing AWS Cloud Control API MCP Server", "url": "https://mcpmarket.com/news/014c6e19-b47a-4a95-b9f0-28a25d9e7dd3"}, {"date": "2025-08-21", "last_updated": "2025-08-23", "place_metadata": null, "snippet": "AWS recently introduced **Model Context Protocol (MCP) integration with Cloud Control API**, enabling users to manage AWS resources using natural language instructions.\nIn a groundbreaking move, AWS has introduced a suite of MCP servers, including one for the Cloud Control API, enabling a new paradi...", "source": "web", "title": "Infrastructure as Conversation with AWS Cloud Control API", "url": "https://medium.com/@alaa.rahimi30/infrastructure-as-conversation-with-aws-cloud-control-api-f078385e7aa8"}, {"date": "2025-07-22", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "To address these challenges and enhance 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Select the appropriate MCP servers for your data sources", "source": "web", "title": "Unlocking the power of Model Context Protocol (MCP) on AWS", "url": "https://aws.amazon.com/blogs/machine-learning/unlocking-the-power-of-model-context-protocol-mcp-on-aws/"}, {"date": "2026-02-15", "last_updated": "2026-07-18", "place_metadata": null, "snippet": "at HTMLLinkElement.<anonymous> (https://builder.aws.com/assets/index-D8Wv0IT0.js:2:27936)", "source": "web", "title": "AWS MCP Servers (Part 2): From Infrastructure as Code to ...", "url": "https://builder.aws.com/content/39eKndHS44s7ohQiYUyGQYb6XCy/aws-mcp-servers-part-2-from-infrastructure-as-code-to-infrastructure-as-conversation"}, {"date": "2026-04-11", "last_updated": "2026-08-13", "place_metadata": null, "snippet": "AWS Labs provides official Model Context Protocol (MCP) servers that expose AWS capabilities through structured tools, with the AWS IaC MCP Server serving as a prime example of how AI can interact with CloudFormation, CDK, and infrastructure operations.\n...\nAWS Labs provides multiple MCP servers, ea...", "source": "web", "title": "AWS SDK with MCP: AI integration for enterprise workloads - MintMCP", "url": "https://www.mintmcp.com/blog/aws-sdk-with-mcp"}, {"date": null, "last_updated": "2026-08-08", "place_metadata": null, "snippet": "Model Context Protocol (MCP) server for document parsing and content extraction", "source": "web", "title": "Available MCP Servers - Open Source at AWS", "url": "https://awslabs.github.io/mcp/servers"}, {"date": null, "last_updated": "2026-08-10", "place_metadata": null, "snippet": "Model Context Protocol (MCP) server that enables LLMs to directly create and manage over 1,100 AWS resources through natural language using AWS Cloud Control API and IaC Generator with Infrastructure as Code best practices.", "source": "web", "title": "AWS Cloud Control API MCP Server", "url": "https://awslabs.github.io/mcp/servers/ccapi-mcp-server"}, {"date": null, "last_updated": "2026-03-11", "place_metadata": null, "snippet": "The AWS MCP Server is a managed remote Model Context Protocol (MCP) server that provides AI \nassistants and agents with secure, authenticated access to AWS services through natural language \ninteractions.", "source": "web", "title": "[PDF] AWS MCP Server - User Guide", "url": "https://docs.aws.amazon.com/pdfs/aws-mcp/latest/userguide/mcp-ug.pdf"}]}
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Amazon.com", "url": "https://aws.amazon.com/marketplace/pp/prodview-lqqkwbcraxsgw"}, {"date": null, "last_updated": "2026-08-05", "place_metadata": null, "snippet": "A Model Context Protocol (MCP) server for comprehensive AWS Identity and Access Management (IAM) operations.", "source": "web", "title": "AWS IAM MCP Server", "url": "https://awslabs.github.io/mcp/servers/iam-mcp-server"}, {"date": null, "last_updated": "2026-07-19", "place_metadata": null, "snippet": "To accept or decline all non-essential cookies, choose “Accept” or “Decline.”\nTo make more detailed choices, choose “Customize.”", "source": "web", "title": "Fine-Grained Access Control for Multi-Tenant MCP Servers ...", "url": "https://builder.aws.com/content/3BDlh34C74VlZIRo8NIlLe0V9FH/fine-grained-access-control-for-multi-tenant-mcp-servers-with-agentcore-gateway-and-policy"}, {"date": "2026-04-14", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "- **For config-bound agents:** Create agent-specific IAM roles with narrower permissions than human roles or configure self-managed MCP servers to `AssumeRole` into an organization-defined role.\nHave your security team attach permission boundaries to agent-specific roles to enforce maximum permissio...", "source": "web", "title": "Secure AI agent access patterns to AWS resources using Model ...", "url": "https://aws.amazon.com/blogs/security/secure-ai-agent-access-patterns-to-aws-resources-using-model-context-protocol/"}, {"date": "2025-06-18", "last_updated": "2026-04-16", "place_metadata": null, "snippet": "This will enable AI applications to manage IAM users, roles, policies, and permissions through natural language interactions, addressing critical pain points in identity management, security operations, and access control.", "source": "web", "title": "RFC: AWS IAM MCP Server · Issue #620 · awslabs/mcp", "url": "https://github.com/awslabs/mcp/issues/620"}, {"date": null, "last_updated": "2026-06-04", "place_metadata": null, "snippet": "Resource-based policies are JSON policy documents that you attach to a resource.", "source": "web", "title": "Identity and access management for AWS MCP Server", "url": "https://docs.aws.amazon.com/agent-toolkit/latest/userguide/security-iam.html"}, {"date": null, "last_updated": "2026-07-11", "place_metadata": null, "snippet": "- **Consider load shedding** – Protect your MCP server fleet from general overload that is not driven by a single or handful of customers.", "source": "web", "title": "MCP governance strategy - AWS Prescriptive Guidance", "url": "https://docs.aws.amazon.com/prescriptive-guidance/latest/mcp-strategies/mcp-governance-strategy.html"}, {"date": "2025-04-01", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "You can do this by using `AWSBillingReadOnlyAccess` and `CloudWatchReadOnlyAccess` managed IAM permissions.", "source": "web", "title": "Harness the power of MCP servers with Amazon Bedrock Agents", "url": "https://aws.amazon.com/blogs/machine-learning/harness-the-power-of-mcp-servers-with-amazon-bedrock-agents/"}, {"date": null, "last_updated": "2026-03-11", "place_metadata": null, "snippet": "recommend that you secure your data in the following ways:\n...\nThis policy", "source": "web", "title": "[PDF] AWS MCP Server - User Guide", "url": "https://docs.aws.amazon.com/pdfs/aws-mcp/latest/userguide/mcp-ug.pdf"}, {"date": null, "last_updated": "2026-08-14", "place_metadata": null, "snippet": "Powerful ABAC, RBAC, and PBAC for your MCP servers and AI agents.", "source": "web", "title": "Enterprise-Grade Authorization for MCP Servers - Cerbos", "url": "https://www.cerbos.dev/features-benefits-and-use-cases/dynamic-authorization-for-MCP-servers"}, {"date": "2026-04-05", "last_updated": "2026-05-28", "place_metadata": null, "snippet": "Second, outbound authentication for downstream tool access.\n...\nFourth, least privilege for the infrastructure underneath it always.", "source": "web", "title": "How to secure MCP tools on AWS for AI agents ...", "url": "https://dev.to/aws-builders/how-to-secure-mcp-tools-on-aws-for-ai-agents-with-authentication-authorization-and-least-privilege-50ea"}, {"date": "2026-05-18", "last_updated": "2026-07-21", "place_metadata": null, "snippet": "The path from an ungoverned MCP setup to tool-level RBAC has five steps:\n1. **Connect MCP servers to Bifrost.** Register each server (HTTP, SSE, STDIO, or in-process) once in the MCP gateway.\nBifrost discovers each server's tools, syncs them on a configurable interval, and exposes the full catalog t...", "source": "web", "title": "MCP RBAC: Tool-Level Permissions for Production AI Agents", "url": "https://www.getmaxim.ai/articles/mcp-rbac-tool-level-permissions-for-production-ai-agents/"}, {"date": "2026-04-14", "last_updated": "2026-07-01", "place_metadata": null, "snippet": "Practitioners should prefer STS assume-role flows, identity brokers, or ephemeral credentials over static API keys.", "source": "web", "title": "AWS Defines Secure Access Patterns for MCP | Let's Data Science", "url": "https://letsdatascience.com/news/aws-defines-secure-access-patterns-for-mcp-7f0252b2"}, {"date": null, "last_updated": "2026-08-14", "place_metadata": null, "snippet": "Comprehensive IAM user, role, group, and policy management with security best practices", "source": "web", "title": "Welcome to Open Source MCP Servers for AWS", "url": "https://awslabs.github.io/mcp/"}, {"date": "2026-05-06", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "For enterprise customers, the AWS MCP Server provides a clear separation between human and agent permissions.\nYou can use IAM policies or Service Control Policies to specify that a given user can perform mutating operations while the MCP server is restricted to read-only actions.", "source": "web", "title": "The AWS MCP Server is now generally available", "url": "https://aws.amazon.com/blogs/aws/the-aws-mcp-server-is-now-generally-available/"}, {"date": null, "last_updated": "2026-08-13", "place_metadata": null, "snippet": "**Supports identity-based policies:** Yes\nBecause AWS MCP Server forwards requests to downstream AWS services using your\ncredentials, the IAM policies attached to your IAM user or role determine what\nactions the MCP server can perform on your behalf.\nNo additional IAM configuration\nis required to us...", "source": "web", "title": "How AWS MCP Server works with IAM", "url": "https://docs.aws.amazon.com/agent-toolkit/latest/userguide/security_iam_service-with-iam.html"}, {"date": "2026-07-18", "last_updated": "2026-07-19", "place_metadata": null, "snippet": "|AWS IAM MCP Server|Comprehensive IAM user, role, group, and policy management with security best practices| |", "source": "web", "title": "AWS MCP Server | Awesome MCP Servers", "url": "https://mcpservers.org/servers/awslabs/mcp"}, {"date": "2026-03-13", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "TrueFoundry AI Gateway delivers ~3–4 ms latency, handles 350+ RPS on 1 vCPU, scales horizontally with ease, and is production-ready, while LiteLLM suffers from high latency, struggles beyond moderate RPS, lacks built-in scaling, and is best for light or prototype workloads.", "source": "web", "title": "Enterprise MCP access control: managing tools, servers, and agents", "url": "https://www.truefoundry.com/blog/enterprise-mcp-access-control"}, {"date": "2025-08-04", "last_updated": "2025-09-08", "place_metadata": null, "snippet": "## Guide to implementing enterprise-grade Role-Based Access Control in Model Context Protocol (MCP) servers — scaling security and trust in distributed AI environments.", "source": "web", "title": "Role-Based Access Control in MCP Servers - Medium", "url": "https://medium.com/@binayakdutta/role-based-access-control-in-mcp-servers-a-security-first-approach-for-ai-systems-e35aff8efa76"}, {"date": null, "last_updated": "2026-08-08", "place_metadata": null, "snippet": "### AWS IAM MCP Server\nDeveloper Tools & SupportVibe Coding & Development\nComprehensive IAM user, role, group, and policy management with security best practices", "source": "web", "title": "Available MCP Servers - Open Source at AWS", "url": "https://awslabs.github.io/mcp/servers"}]}
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GitHub", "url": "https://github.com/awslabs/mcp/issues/893"}, {"date": null, "last_updated": "2026-08-05", "place_metadata": null, "snippet": "When an agent calls a tool exposed by an MCP server, the MCP server’s execution context has its own identity — a Lambda IAM role for Lambda-based MCP servers — that determines what the tool can actually do in the external system.\nThe MCP server is responsible for verifying that the calling agent has...", "source": "web", "title": "AI agent identity and access management - AWS - Amazon.com", "url": "https://aws.amazon.com/marketplace/build-learn/ai-agent-learning-series/agent-identity-access-management/"}, {"date": "2026-07-13", "last_updated": "2026-08-06", "place_metadata": null, "snippet": "The server requires a specific set of permissions to function.\nBy using a scoped IAM role or user, administrators ensure that the credentials provided to the server (via `boto3`) cannot be used for administrative or destructive actions, even if the application layer were bypassed.\n...\nThe following ...", "source": "web", "title": "IAM Permissions and Defense in Depth | aws-samples/sample-aws-network-architecture-review-mcp-server | DeepWiki", "url": "https://deepwiki.com/aws-samples/sample-aws-network-architecture-review-mcp-server/4.2-iam-permissions-and-defense-in-depth"}, {"date": "2026-05-14", "last_updated": "2026-07-20", "place_metadata": null, "snippet": "|Feature|Description|\n|--|--|\n...\n|**Granular Scoping**|Administrators can restrict agents to specific services (e.g., Lambda, S3) while allowing humans full access.|", "source": "web", "title": "Security & Enterprise Controls | aws/agent-toolkit-for-aws | DeepWiki", "url": "https://deepwiki.com/aws/agent-toolkit-for-aws/5.2-security-and-enterprise-controls"}, {"date": null, "last_updated": "2026-08-05", "place_metadata": null, "snippet": "This server provides AI assistants with the ability to manage IAM users, roles, policies, and permissions while following security best practices.\n...\n- **Permissions Boundary Support**: Set permission boundaries for enhanced security", "source": "web", "title": "AWS IAM MCP Server", "url": "https://awslabs.github.io/mcp/servers/iam-mcp-server"}, {"date": "2026-05-29", "last_updated": "2026-05-31", "place_metadata": null, "snippet": "That means every call an agent makes through the MCP Server appears in CloudTrail under the agent's IAM principal, tagged with two new condition keys (`aws:ViaAWSMCPService` and `aws:CalledViaAWSMCP`) that distinguish it from calls a human made.\nYou can write an IAM policy that says \"agents may only...", "source": "web", "title": "AWS MCP Server GA: Secure AWS API Access for AI Agents", "url": "https://dev.to/jangwook_kim_e31e7291ad98/aws-mcp-server-ga-secure-aws-api-access-for-ai-agents-2bia"}, {"date": "2026-06-17", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "MCP Gateway and Registry provides a React-based UI with fine-grained access control and admin tooling, and the AI Registry Tools MCP server, which lets AI agents list and semantically search AI assets through a standard MCP interface.\n...\nOn top of authentication, the registry applies **fine-grained...", "source": "web", "title": "Governing AI Assets at Scale with MCP Gateway and Registry - 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AWS Prescriptive Guidance", "url": "https://docs.aws.amazon.com/prescriptive-guidance/latest/semantic-layer-agentic-ai-ontology-reasoning-virtual-knowledge-graph/mcp-server.html"}, {"date": "2026-04-15", "last_updated": "2026-07-01", "place_metadata": null, "snippet": "The AWS MCP Server is now Generally Available — and this is bigger than it sounds.", "source": "web", "title": "Securing IAM Permissions for Dynamic AI Agents on AWS - LinkedIn", "url": "https://www.linkedin.com/posts/svajrapu_secure-ai-agent-access-patterns-to-aws-resources-activity-7450186510005592064-eXj-"}, {"date": "2025-11-30", "last_updated": "2026-06-02", "place_metadata": null, "snippet": "Today, we’re announcing IAM Policy Autopilot, a new open source Model Context Protocol (MCP) server that analyzes your application code and helps your AI coding assistants generate AWS Identity and Access Management (IAM) identity-based policies.", "source": "web", "title": "Simplify IAM policy creation with IAM Policy Autopilot, a ...", "url": "https://aws.amazon.com/blogs/aws/simplify-iam-policy-creation-with-iam-policy-autopilot-a-new-open-source-mcp-server-for-builders/"}, {"date": "2026-04-14", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "AWS offers fully managed MCP servers, including the AWS MCP Server, Amazon EKS MCP Server, and Amazon ECS MCP Server.\n...\nAWS-managed MCP servers automatically add IAM context keys (aws:ViaAWSMCPService and aws:CalledViaAWSMCP) to every downstream AWS service call.\nYou can write IAM policies that ch...", "source": "web", "title": "Secure AI agent access patterns to AWS resources using Model ...", "url": "https://aws.amazon.com/blogs/security/secure-ai-agent-access-patterns-to-aws-resources-using-model-context-protocol/"}, {"date": "2026-04-14", "last_updated": "2026-04-18", "place_metadata": null, "snippet": "- The architecture integrates AWS services like IAM, Lambda, and KMS to ensure granular permissions and secure operation.", "source": "web", "title": "Secure AI agent access patterns to AWS resources using Model ...", "url": "https://mcpmarket.com/news/90c38549-5917-44e4-88e5-fab53aa3815c"}, {"date": "2025-11-20", "last_updated": "2026-02-21", "place_metadata": null, "snippet": "It introduces a standardized IAM layer that facilitates SSO authentication through the gateway, allowing users to securely store downstream Pat tokens and authentication tokens in an encrypted format.", "source": "web", "title": "Thinking of building a “IAM + MCP for AI tools” startup, meant for non ...", "url": "https://www.reddit.com/r/mcp/comments/1p1pmn5/thinking_of_building_a_iam_mcp_for_ai_tools/"}, {"date": "2026-04-20", "last_updated": "2026-05-31", "place_metadata": null, "snippet": "The MCP server uses an IAM role with specific permissions.\nNot admin.\nNot power user.\nJust what's needed for legitimate use cases.", "source": "web", "title": "Stop Giving AI Agents AWS Credentials: A Better Way to Secure ...", "url": "https://dev.to/aws-builders/stop-giving-ai-agents-aws-credentials-a-better-way-to-secure-access-5gih"}]}
{"engine": "perplexity", "model": "sonar", "index": 36, "phrasing": "We need an MCP server so our developer assistant can create and check AWS SQS queues. What should we use?", "citations": ["https://awslabs.github.io/mcp/servers/amazon-sns-sqs-mcp-server", "https://github.com/bh-rat/asyncmcp/blob/main/README.md", "https://awslabs.github.io/mcp/servers", "https://github.com/awslabs/mcp/", "https://mcpbro.com/jp/mcp/aws-sns-sqs-mcp-server", "https://zapier.com/mcp/amazon-sqs", "https://www.reddit.com/r/mcp/comments/1lziu3v/ran_mcp_client_server_asynchronously_on_aws_snssqs/", "https://github.com/awslabs/mcp", "https://aws.amazon.com/blogs/big-data/accelerating-development-with-the-aws-data-processing-mcp-server-and-agent/", "https://docs.aws.amazon.com/quick/latest/userguide/mcp-integration.html", "https://builder.aws.com/content/3DAcMuBEJq2BDFJZdKoaSqCKZeY/aws-mcp-servers-part-4-the-operators-toolkit", "https://aws.amazon.com/blogs/aws/the-aws-mcp-server-is-now-generally-available/", "https://github.com/aws/mcp-proxy-for-aws"], "search_results": [{"date": null, "last_updated": "2026-06-12", "place_metadata": null, "snippet": "A Model Context Protocol (MCP) server for Amazon SNS / SQS that enables generative AI models to manage SNS Topics and SQS Queues through MCP tools.\n...\nThis MCP server acts as a **bridge** between MCP clients and Amazon SNS / SQS, allowing generative AI models to create, configure, and manage Topics...", "source": "web", "title": "Amazon SNS SQS MCP Server", "url": "https://awslabs.github.io/mcp/servers/amazon-sns-sqs-mcp-server"}, {"date": "2025-07-10", "last_updated": "2025-07-14", "place_metadata": null, "snippet": "- Server : Transport layer that listens to a queue for MCP requests and writes the responses to a topic\n...\n- Server : Transport layer that listens to a queue for MCP requests and writes the responses to another queue\n...\nThe examples in this repo uses the basic way of creating MCP servers and clien...", "source": "web", "title": "asyncmcp/README.md at main · bh-rat/asyncmcp", "url": "https://github.com/bh-rat/asyncmcp/blob/main/README.md"}, {"date": null, "last_updated": "2026-08-08", "place_metadata": null, "snippet": "### Amazon SNS / SQS MCP Server\nIntegration & MessagingAutonomous Background Agents\nEvent-driven messaging and queue management\n### Amazon MQ MCP Server", "source": "web", "title": "Available MCP Servers - Open Source at AWS", "url": "https://awslabs.github.io/mcp/servers"}, {"date": "2025-03-21", "last_updated": "2025-08-20", "place_metadata": null, "snippet": "An MCP Server is a lightweight program that exposes specific capabilities through the standardized Model Context Protocol.\n...\n|Server Name|Description|Install|\n|--|--|--|\n|Amazon SNS / SQS MCP Server|Event-driven messaging and queue management| |\n...\n|Server Name|Description|Install|\n|--|--|--|\n......", "source": "web", "title": "GitHub - awslabs/mcp: AWS MCP Servers — helping you get the most out of AWS, wherever you use MCP.", "url": "https://github.com/awslabs/mcp/"}, {"date": "2025-08-19", "last_updated": "2025-08-19", "place_metadata": null, "snippet": "AWS SNS SQS MCP サーバーは軽量なアプリケーションで、Amazon Simple Notification Service (SNS) と Simple Queue Service (SQS) の操作を標準化されたMCPツールとして公開します。これにより、大規模言語モデル（LLM）やインテリジェントエージェントが、AWSのメッセージリソースを安全にプログラム的に管理できます。\n...\n`uv`と Python (3.10) をインストールします。\n...\n`uv`または Docker を使用して、マシン上に\n`awslabs.amazon-sns-sqs-mcp-server`を...", "source": "web", "title": "AWS SNS SQS MCP Server", "url": "https://mcpbro.com/jp/mcp/aws-sns-sqs-mcp-server"}, {"date": null, "last_updated": "2026-03-29", "place_metadata": null, "snippet": "Create a new message.\nCreate Queue\nCreate a new queue.\n...\n### Step 1: Generate your secure MCP URL\nGet your unique, dynamic MCP server URL instantly.\nThis endpoint securely connects your AI assistant to Zapier's vast integration network.\n### Step 2: Choose your Zapier Actions\nCustomize the specific...", "source": "web", "title": "Amazon SQS MCP Server - MCP AI", "url": "https://zapier.com/mcp/amazon-sqs"}, {"date": "2025-07-14", "last_updated": "2026-01-10", "place_metadata": null, "snippet": "Check out the GitHub repository for [asyncmcp](://github/bhat/mcp), which provides custom asynchronous transport layers for the MCP framework, enabling both server and client functionality.\nIt currently integrates with AWS SNS, SQS, and SQS alone, all under the Apache 2.0 license.", "source": "web", "title": "Ran MCP client + server asynchronously on AWS SNS+SQS", "url": "https://www.reddit.com/r/mcp/comments/1lziu3v/ran_mcp_client_server_asynchronously_on_aws_snssqs/"}, {"date": "2025-03-21", "last_updated": "2026-03-17", "place_metadata": null, "snippet": "mcp ** Public\ngenerated from amazon-archives/__template_Apache-2.0", "source": "web", "title": "awslabs/mcp: Open source MCP Servers for AWS", "url": "https://github.com/awslabs/mcp"}, {"date": "2025-07-22", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "To address these challenges and enhance developer productivity, we’re excited to introduce the AWS Data Processing MCP Server, an open-source tool that uses the Model Context Protocol (MCP) to simplify analytics environment setup on AWS.\n...\n1. Install the Amazon Q Developer CLI.\n2. Clone the MCP Se...", "source": "web", "title": "Accelerating development with the AWS Data Processing ...", "url": "https://aws.amazon.com/blogs/big-data/accelerating-development-with-the-aws-data-processing-mcp-server-and-agent/"}, {"date": null, "last_updated": "2026-07-18", "place_metadata": null, "snippet": "With MCP integration in Amazon Quick, you can connect to remote MCP servers so that your AI assistant can use the tools that those servers provide.\n...\nAfter you prepare your MCP server configuration and authentication credentials, create your MCP integration.\n1. In the Amazon Quick console, choose ...", "source": "web", "title": "Model Context Protocol (MCP) integration - Amazon Quick", "url": "https://docs.aws.amazon.com/quick/latest/userguide/mcp-integration.html"}, {"date": null, "last_updated": "2026-07-11", "place_metadata": null, "snippet": "You can provide a way better UX than this when your app throws errors by providing your own", "source": "web", "title": "AWS MCP Servers Part 4: The Operator's Toolkit", "url": "https://builder.aws.com/content/3DAcMuBEJq2BDFJZdKoaSqCKZeY/aws-mcp-servers-part-4-the-operators-toolkit"}, {"date": "2026-05-06", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "I’m happy to announce the general availability of the AWS MCP Server, a managed remote Model Context Protocol (MCP) server that gives AI agents and coding assistants secure, authenticated access to all AWS services through a small, fixed set of tools.", "source": "web", "title": "The AWS MCP Server is now generally available", "url": "https://aws.amazon.com/blogs/aws/the-aws-mcp-server-is-now-generally-available/"}, {"date": "2025-09-24", "last_updated": "2025-11-28", "place_metadata": null, "snippet": "The **MCP Proxy for AWS** package provides two ways to connect AI applications to MCP servers on AWS:\n1. **Using it as a proxy** - It becomes a lightweight, client-side bridge between MCP clients (AI assistants like Claude Desktop, Amazon Q Developer CLI) and MCP servers on AWS.\n(See MCP Proxy)\n2. *...", "source": "web", "title": "GitHub - aws/mcp-proxy-for-aws: AWS MCP Proxy Server", "url": "https://github.com/aws/mcp-proxy-for-aws"}]}
{"engine": "perplexity", "model": "sonar", "index": 37, "phrasing": "What Model Context Protocol server offers the broadest coverage of AWS service APIs?", "citations": ["https://www.infoq.com/news/2026/05/aws-mcp-ga/", "https://aws.amazon.com/about-aws/whats-new/2025/07/aws-api-mcp-server-available/", "https://aws.amazon.com/about-aws/whats-new/2025/11/aws-mcp-server/", "https://aws.amazon.com/about-aws/whats-new/2025/05/new-model-context-protocol-servers-aws-serverless-containers/", "https://github.com/awslabs/mcp/", "https://awslabs.github.io/mcp/", "https://docs.aws.amazon.com/solutions/deploying-model-context-protocol-servers-on-aws/", "https://github.com/awslabs/mcp", "https://docs.aws.amazon.com/prescriptive-guidance/latest/mcp-strategies/introduction.html", "https://awslabs.github.io/mcp/servers/aws-support-mcp-server", "https://aws.amazon.com/blogs/machine-learning/unlocking-the-power-of-model-context-protocol-mcp-on-aws/", "https://aws.amazon.com/blogs/security/secure-ai-agent-access-patterns-to-aws-resources-using-model-context-protocol/", "https://docs.aws.amazon.com/opensearch-service/latest/developerguide/aws-mcp-server.html", "https://github.com/awslabs/run-model-context-protocol-servers-with-aws-lambda", "https://github.com/modelcontextprotocol/servers", "https://aws.amazon.com/blogs/containers/deploying-model-context-protocol-mcp-servers-on-amazon-ecs/", "https://aws.amazon.com/blogs/machine-learning/enhance-generative-ai-solutions-using-amazon-q-index-with-model-context-protocol-part-1/", "https://www.reddit.com/r/aws/comments/1m1qbyr/aws_api_mcp_server_enables_ai_assistants_to/"], "search_results": [{"date": "2026-05-24", "last_updated": "2026-08-12", "place_metadata": null, "snippet": "AWS has recently made its managed Model Context Protocol (MCP) server generally available, giving AI coding agents controlled access to AWS APIs, documentation, and operational workflows through a standard interface.\n...\nSince its preview at the annual re:Invent conference, AWS has expanded support ...", "source": "web", "title": "AWS MCP Server Reaches GA with Full API Coverage and IAM ...", "url": "https://www.infoq.com/news/2026/05/aws-mcp-ga/"}, {"date": "2025-07-16", "last_updated": "2026-05-17", "place_metadata": null, "snippet": "Today, AWS announces the developer preview of the AWS API model context protocol (MCP) server, a new tool that enables foundation models (FMs) to interact with any AWS API through natural language by creating and executing syntactically correct and valid CLI commands.\n...\nThe AWS API MCP Server allo...", "source": "web", "title": "AWS API MCP Server now available", "url": "https://aws.amazon.com/about-aws/whats-new/2025/07/aws-api-mcp-server-available/"}, {"date": "2025-11-30", "last_updated": "2026-05-04", "place_metadata": null, "snippet": "Today, AWS announces the AWS MCP Server, a managed remote Model Context Protocol (MCP) server that helps AI agents and AI-native IDEs perform real-world, multi-step tasks across one or more AWS services.\nThe AWS MCP Server consolidates capabilities from the existing AWS API MCP and AWS Knowledge ser...", "source": "web", "title": "AWS announces a preview of the AWS MCP Server", "url": "https://aws.amazon.com/about-aws/whats-new/2025/11/aws-mcp-server/"}, {"date": "2025-05-29", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "MCP servers are a standard interface to enhance AI-assisted application development by equipping AI code assistants with real-time, contextual understanding of AWS Serverless and Container services including AWS Lambda, Amazon ECS, and Amazon EKS.", "source": "web", "title": "Announcing new Model Context Protocol (MCP) Servers ...", "url": "https://aws.amazon.com/about-aws/whats-new/2025/05/new-model-context-protocol-servers-aws-serverless-containers/"}, {"date": "2025-03-21", "last_updated": "2025-08-20", "place_metadata": null, "snippet": "|Server Name|Description|Install|\n...\n|AWS API MCP Server|Start here for general AWS interactions!\nComprehensive AWS API support with command validation, security controls, and access to all AWS services.\nPerfect for managing infrastructure, exploring resources, and executing AWS operations through ...", "source": "web", "title": "GitHub - awslabs/mcp: AWS MCP Servers — helping you get the most out of AWS, wherever you use MCP.", "url": "https://github.com/awslabs/mcp/"}, {"date": null, "last_updated": "2026-08-14", "place_metadata": null, "snippet": "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.\n...\nAccess all AWS services for managing infrastructure, exploring resources, and executing AWS ...", "source": "web", "title": "Welcome to Open Source MCP Servers for AWS", "url": "https://awslabs.github.io/mcp/"}, {"date": null, "last_updated": "2026-08-14", "place_metadata": null, "snippet": "The MCP client uses the received access token when making API requests to MCP servers on Fargate and AWS Lambda, which validate the token's signature and verify its status with Amazon Cognito before processing the request and returning a response to the client.", "source": "web", "title": "Guidance for Deploying Model Context Protocol Servers on ...", "url": "https://docs.aws.amazon.com/solutions/deploying-model-context-protocol-servers-on-aws/"}, {"date": "2025-03-21", "last_updated": "2026-03-17", "place_metadata": null, "snippet": "generated from amazon-archives/__template_Apache-2.0", "source": "web", "title": "awslabs/mcp: Open source MCP Servers for AWS - GitHub", "url": "https://github.com/awslabs/mcp"}, {"date": null, "last_updated": "2026-08-10", "place_metadata": null, "snippet": "This guide recommends giving tools clear schemas, scoping them to actual workflows instead of raw endpoints, and limiting information in the context window.", "source": "web", "title": "Model Context Protocol strategies on AWS", "url": "https://docs.aws.amazon.com/prescriptive-guidance/latest/mcp-strategies/introduction.html"}, {"date": null, "last_updated": "2026-06-03", "place_metadata": null, "snippet": "A Model Context Protocol (MCP) server implementation for interacting with the AWS Support API.", "source": "web", "title": "AWS Support MCP Server", "url": "https://awslabs.github.io/mcp/servers/aws-support-mcp-server"}, {"date": "2025-06-03", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "MCP servers act as consistent interfaces to these diverse data sources, providing language models with a unified access pattern regardless of the underlying AWS service architecture.", "source": "web", "title": "Unlocking the power of Model Context Protocol (MCP) on AWS", "url": "https://aws.amazon.com/blogs/machine-learning/unlocking-the-power-of-model-context-protocol-mcp-on-aws/"}, {"date": "2026-04-14", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "AWS offers fully managed MCP servers, including the AWS MCP Server, Amazon EKS MCP Server, and Amazon ECS MCP Server.\n...\nAWS-managed MCP servers, including the AWS MCP Server, Amazon EKS MCP Server, and Amazon ECS MCP Server, offer differentiation by default.\nThey automatically add IAM context keys...", "source": "web", "title": "Secure AI agent access patterns to AWS resources using Model ...", "url": "https://aws.amazon.com/blogs/security/secure-ai-agent-access-patterns-to-aws-resources-using-model-context-protocol/"}, {"date": null, "last_updated": "2026-07-13", "place_metadata": null, "snippet": "The AWS MCP Server is a managed Model Context Protocol server from the Agent\nToolkit for AWS.\nIt gives your AI agent authenticated access to AWS – running\nAWS API calls on your behalf, executing scripts in a sandboxed environment, and serving\nAWS skills (including the amazon-opensearch-service skill...", "source": "web", "title": "Set up the AWS MCP Server - Amazon OpenSearch Service", "url": "https://docs.aws.amazon.com/opensearch-service/latest/developerguide/aws-mcp-server.html"}, {"date": "2025-03-21", "last_updated": "2025-09-17", "place_metadata": null, "snippet": "v0.4.2 Latest\nAug 27, 2025", "source": "web", "title": "awslabs/run-model-context-protocol-servers-with-aws ...", "url": "https://github.com/awslabs/run-model-context-protocol-servers-with-aws-lambda"}, {"date": "2026-07-10", "last_updated": "2026-08-03", "place_metadata": null, "snippet": "- ** AWS KB Retrieval ** - Retrieval from AWS Knowledge Base using Bedrock Agent Runtime.", "source": "web", "title": "GitHub - modelcontextprotocol/servers: Model Context Protocol Servers", "url": "https://github.com/modelcontextprotocol/servers"}, {"date": "2026-04-14", "last_updated": "2026-08-13", "place_metadata": null, "snippet": "|Component|Technology|Role|\n...\n|**MCP Server**|FastMCP on Amazon ECS|Exposes product catalog as MCP tools over Streamable HTTP|", "source": "web", "title": "Deploying Model Context Protocol (MCP) servers on ...", "url": "https://aws.amazon.com/blogs/containers/deploying-model-context-protocol-mcp-servers-on-amazon-ecs/"}, {"date": "2025-07-23", "last_updated": "2026-08-02", "place_metadata": null, "snippet": "MCP is an open JSON-RPC standard that lets LLMs invoke external tools and data using structured schemas.", "source": "web", "title": "Enhance generative AI solutions using Amazon Q index ...", "url": "https://aws.amazon.com/blogs/machine-learning/enhance-generative-ai-solutions-using-amazon-q-index-with-model-context-protocol-part-1/"}, {"date": "2025-07-16", "last_updated": "2026-01-18", "place_metadata": null, "snippet": "### AWS API MCP Server - enables AI assistants to interact with AWS services and resources through AWS CLI commands", "source": "web", "title": "AWS API MCP Server - enables AI assistants to interact with ... - Reddit", "url": "https://www.reddit.com/r/aws/comments/1m1qbyr/aws_api_mcp_server_enables_ai_assistants_to/"}]}
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not require AWS credentials or authentication, making it ideal for documentation lookup without ...", "source": "web", "title": "Build with AI agents - Amazon Location Service", "url": "https://docs.aws.amazon.com/location/latest/developerguide/ai-llms.html"}, {"date": null, "last_updated": "2026-02-06", "place_metadata": null, "snippet": "Per lo sviluppo di Amazon Location Service, sono consigliati i seguenti server MCP:\n- **aws-knowledge-mcp-server**- Accesso alla AWS documentazione, ai riferimenti API, alle best practice e alle knowledge base.\nNon richiede AWS credenziali o autenticazione, il che lo rende ideale per la ricerca di d...", "source": "web", "title": "Lavorare con l'intelligenza artificiale e LLMs", "url": "https://docs.aws.amazon.com/it_it/location/latest/developerguide/ai-llms.html"}, {"date": null, "last_updated": "2026-03-17", "place_metadata": null, "snippet": "For example, AWS provides\nthe AWS MCP Server, a managed remote MCP server that provides AI assistants and agents with secure, authenticated access to AWS services through natural language interactions.\nYou can use the AWS MCP Server to perform complex, multi-step AWS tasks by combining real-time acc...", "source": "web", "title": "What is MCP? - AWS Prescriptive Guidance", "url": "https://docs.aws.amazon.com/prescriptive-guidance/latest/mcp-strategies/what-is-mcp.html"}, {"date": null, "last_updated": "2026-08-10", "place_metadata": null, "snippet": "This guide recommends giving tools clear schemas, scoping them to actual workflows instead of raw endpoints, and limiting information in the context window.", "source": "web", "title": "Model Context Protocol strategies on AWS", "url": "https://docs.aws.amazon.com/prescriptive-guidance/latest/mcp-strategies/introduction.html"}, {"date": null, "last_updated": "2026-08-14", "place_metadata": null, "snippet": "MCP Servers for AWS use this protocol to provide AI applications access to AWS documentation, contextual guidance, and best practices.", "source": "web", "title": "Welcome to Open Source MCP Servers for AWS", "url": "https://awslabs.github.io/mcp/"}, {"date": "2025-10-01", "last_updated": "2026-05-05", "place_metadata": null, "snippet": "Today, AWS announces the general availability (GA) of the AWS Knowledge Model Context Protocol (MCP) Server.\nThe AWS Knowledge server gives AI agents and MCP clients access to authoritative knowledge, including documentation, blog posts, What's New announcements, and Well-Architected best practices,...", "source": "web", "title": "AWS Knowledge MCP Server now generally available", "url": "https://aws.amazon.com/about-aws/whats-new/2025/10/aws-knowledge-mcp-server-generally-available/"}, {"date": null, "last_updated": "2026-08-08", "place_metadata": null, "snippet": "### AWS Documentation MCP Server\nDocumentationVibe Coding & DevelopmentConversational Assistants\nGet latest AWS docs and APIs\n### AWS Knowledge MCP Server\n...\nGet latest AWS docs, code samples, and other official content", "source": "web", "title": "Available MCP Servers - Open Source at AWS", "url": "https://awslabs.github.io/mcp/servers"}, {"date": null, "last_updated": "2026-08-14", "place_metadata": null, "snippet": "This Guidance demonstrates how to securely run Model Context Protocol (MCP) servers on the AWS Cloud using containerized architecture.", "source": "web", "title": "Guidance for Deploying Model Context Protocol Servers on ...", "url": "https://docs.aws.amazon.com/solutions/deploying-model-context-protocol-servers-on-aws/"}, {"date": "2025-05-29", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "MCP servers are a standard interface to enhance AI-assisted application development by equipping AI code assistants with real-time, contextual understanding of AWS Serverless and Container services including AWS Lambda, Amazon ECS, and Amazon EKS.", "source": "web", "title": "Announcing new Model Context Protocol (MCP) Servers for AWS ...", "url": "https://aws.amazon.com/about-aws/whats-new/2025/05/new-model-context-protocol-servers-aws-serverless-containers/"}, {"date": null, "last_updated": "2026-05-18", "place_metadata": null, "snippet": "Configure the AWS for SAP Management MCP Server with your AI assistant to manage and monitor SAP applications running on AWS.\n...\nThe MCP server uses the Model Context Protocol (MCP), an open standard for connecting large language models (LLMs) with external tools.\n...\n}", "source": "web", "title": "Using the AWS for SAP Management MCP Server", "url": "https://docs.aws.amazon.com/ssm-sap/latest/userguide/mcp-server.html"}, {"date": null, "last_updated": "2026-08-05", "place_metadata": null, "snippet": "A fully managed remote MCP server that provides up-to-date documentation, code samples, agent skills, knowledge about the regional availability of AWS APIs and CloudFormation resources, and other official AWS content.", "source": "web", "title": "AWS Knowledge MCP Server", "url": "https://awslabs.github.io/mcp/servers/aws-knowledge-mcp-server"}, {"date": "2026-05-06", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "I’m happy to announce the general availability of the AWS MCP Server, a managed remote Model Context Protocol (MCP) server that gives AI agents and coding assistants secure, authenticated access to all AWS services through a small, fixed set of tools.\n...\nThe `search_documentation` and `read_documen...", "source": "web", "title": "The AWS MCP Server is now generally available", "url": "https://aws.amazon.com/blogs/aws/the-aws-mcp-server-is-now-generally-available/"}, {"date": "2025-04-01", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "We’re excited to announce the open source release of AWS MCP Servers for code assistants — a suite of specialized Model Context Protocol (MCP) servers that bring Amazon Web Services (AWS) best practices directly to your development workflow.", "source": "web", "title": "Introducing AWS MCP Servers for code assistants (Part 1)", "url": "https://aws.amazon.com/blogs/machine-learning/introducing-aws-mcp-servers-for-code-assistants-part-1/"}, {"date": "2026-03-18", "last_updated": "2026-06-05", "place_metadata": null, "snippet": "|Model|How it works|Best for|\n...\n1. **Audit your tool count.** If you have more than 10 tools registered with any single agent, you are likely paying a context window tax.\nScope tools to workflows, not API endpoints.\n2. **Implement token isolation.** If your MCP servers are using the calling user’s...", "source": "web", "title": "AWS MCP Strategy Guide: What Actually Matters (2026)", "url": "https://sjramblings.io/aws-mcp-strategies-the-interesting-parts/"}, {"date": "2024-11-27", "last_updated": "2026-03-19", "place_metadata": null, "snippet": "The Model Context Protocol (MCP) is an open standard designed to standardize how AI applications (clients/hosts) connect to and interact with external data sources and tools (servers).", "source": "web", "title": "Model Context Protocol (MCP) Server Development Guide", "url": "https://github.com/cyanheads/model-context-protocol-resources/blob/main/guides/mcp-server-development-guide.md"}, {"date": "2025-04-07", "last_updated": "2026-06-25", "place_metadata": null, "snippet": "At its core, MCP is a standardized, open protocol that enables seamless interaction between large language models (LLMs), data sources, and tools.", "source": "web", "title": "How the Model Context Protocol transforms AI in the Cloud", "url": "https://dev.to/aws-builders/mcp-explained-how-the-model-context-protocol-transforms-ai-in-the-cloud-4hba"}, {"date": "2026-03-16", "last_updated": "2026-04-10", "place_metadata": null, "snippet": "If you're building this, start with\nCloudFront + S3, then Cognito for auth.", "source": "web", "title": "Unlocking Agentic AI with MCP: AWS Guidance", "url": "https://www.linkedin.com/posts/michael-haken-a2561952_model-context-protocol-strategies-on-aws-activity-7439380032285814784-z28i"}, {"date": "2025-03-19", "last_updated": "2025-08-20", "place_metadata": null, "snippet": "- **Command Documentation** - Detailed help information for AWS CLI commands\n...\nA lightweight service that enables AI assistants to execute AWS CLI commands (in safe containerized environment) through the Model Context Protocol (MCP).", "source": "web", "title": "GitHub - alexei-led/aws-mcp-server: A lightweight service that enables AI assistants to execute AWS CLI commands (in safe containerized environment) through the Model Context Protocol (MCP). Bridges Claude, Cursor, and other MCP-aware AI tools with AWS CLI for enhanced cloud infrastructure management.", "url": "https://github.com/alexei-led/aws-mcp-server"}, {"date": "2026-05-23", "last_updated": "2026-08-11", "place_metadata": null, "snippet": "You can link your MCP server at [https://mcp-assistant.in/mcp](https://mcp-assistant.in/mcp).", "source": "web", "title": "Reducing Context Window Efficiently in MCP", "url": "https://www.reddit.com/r/mcp/comments/1tle6gl/reducing_context_window_efficiently_in_mcp_heres/"}]}
{"engine": "perplexity", "model": "sonar", "index": 39, "phrasing": "Which MCP server allows AI chatbots to interact with AWS ECS and EKS clusters?", "citations": ["https://aws.amazon.com/blogs/aws/enhance-ai-assisted-development-with-amazon-ecs-amazon-eks-and-aws-serverless-mcp-server/", "https://aws.amazon.com/about-aws/whats-new/2025/11/amazon-eks-ecs-fully-managed-mcp-servers-preview/", "https://aws.amazon.com/blogs/containers/introducing-the-fully-managed-amazon-eks-mcp-server-preview/", "https://dev.to/kazuya_dev/aws-reinvent-2025-build-ai-powered-developer-experiences-with-mcp-on-ecs-and-eks-cns358-1p44", "https://awslabs.github.io/mcp/servers/eks-mcp-server", "https://aws.amazon.com/blogs/containers/deploying-model-context-protocol-mcp-servers-on-amazon-ecs/", "https://docs.aws.amazon.com/eks/latest/userguide/eks-mcp-getting-started.html", "https://builder.aws.com/content/374aJsfzt5gMxvouEgU564Qrxuq/beyond-kubectl-conversational-kubernetes-management-with-amazon-eks-mcp-server", "https://awslabs.github.io/mcp/", "https://medium.com/@ratnopamc/beyond-local-the-road-to-robust-mcp-server-on-amazon-eks-68b934d8bf94", "https://www.reddit.com/r/aws/comments/1p3oti2/containers_eks_and_ecs_now_have_remote_mcp_servers/", "https://www.linkedin.com/posts/cloudwithraj_genai-systemdesign-aws-activity-7337856070242983936-uu5J", "https://www.linkedin.com/posts/hantzley_accelerating-application-development-with-activity-7334020988491206657-Os_1"], "search_results": [{"date": "2025-05-29", "last_updated": "2026-08-09", "place_metadata": null, "snippet": "Today, we’re introducing specialized Model Context Protocol (MCP) servers for Amazon Elastic Container Service (Amazon ECS), Amazon Elastic Kubernetes Service (Amazon EKS), and AWS Serverless, now available in the AWS Labs GitHub repository.\n...\n- The Amazon ECS MCP Server containerizes and deploys ...", "source": "web", "title": "Enhance AI-assisted development with Amazon ECS ...", "url": "https://aws.amazon.com/blogs/aws/enhance-ai-assisted-development-with-amazon-ecs-amazon-eks-and-aws-serverless-mcp-server/"}, {"date": "2025-11-21", "last_updated": "2026-08-02", "place_metadata": null, "snippet": "Today, Amazon Elastic Kubernetes Service (EKS) and Amazon Elastic Container Service (ECS) announced fully managed MCP servers enabling AI powered experiences for development and operations in preview.\nMCP (Model Context Protocol) provides a standardized interface that enriches AI applications with r...", "source": "web", "title": "Amazon EKS and Amazon ECS announce fully managed ...", "url": "https://aws.amazon.com/about-aws/whats-new/2025/11/amazon-eks-ecs-fully-managed-mcp-servers-preview/"}, {"date": "2025-11-21", "last_updated": "2026-08-13", "place_metadata": null, "snippet": "This post shows you how to use the new fully managed EKS Model Context Protocol (MCP) Server in Preview to deploy applications, troubleshoot issues, and upgrade clusters using natural language with no deep Kubernetes expertise required.\n...\nModel Context Protocol (MCP) solves this by giving AI model...", "source": "web", "title": "Introducing the fully managed Amazon EKS MCP Server ...", "url": "https://aws.amazon.com/blogs/containers/introducing-the-fully-managed-amazon-eks-mcp-server-preview/"}, {"date": "2025-12-08", "last_updated": "2025-12-08", "place_metadata": null, "snippet": "In this video, Steve Kendrex and George introduce the Model Context Protocol (MCP) and demonstrate AWS's hosted MCP servers for Amazon ECS and EKS.\nThey explain how MCP addresses limitations of LLMs by providing standardized integration between AI agents and data sources through tools, resources, an...", "source": "web", "title": "AWS re:Invent 2025 - Build AI-powered developer ...", "url": "https://dev.to/kazuya_dev/aws-reinvent-2025-build-ai-powered-developer-experiences-with-mcp-on-ecs-and-eks-cns358-1p44"}, {"date": null, "last_updated": "2026-08-14", "place_metadata": null, "snippet": "The Amazon EKS MCP server provides AI code assistants with resource management tools and real-time cluster state visibility.\nThis provides large language models (LLMs) with essential tooling and contextual awareness, enabling AI code assistants to streamline application development through tailored ...", "source": "web", "title": "Amazon EKS MCP Server", "url": "https://awslabs.github.io/mcp/servers/eks-mcp-server"}, {"date": "2026-04-14", "last_updated": "2026-08-13", "place_metadata": null, "snippet": "|Component|Technology|Role|\n...\n|**UI Service**|Gradio on Amazon ECS|Web chat interface, public-facing via ALB|\n...\n|**MCP Server**|FastMCP on Amazon ECS|Exposes product catalog as MCP tools over Streamable HTTP|", "source": "web", "title": "Deploying Model Context Protocol (MCP) servers on ...", "url": "https://aws.amazon.com/blogs/containers/deploying-model-context-protocol-mcp-servers-on-amazon-ecs/"}, {"date": null, "last_updated": "2026-08-11", "place_metadata": null, "snippet": "This guide walks you through the steps to set up and use the EKS MCP Server with your AI code assistants.\nYou’ll learn how to configure your environment, connect to the server, and start managing your EKS clusters through natural language interactions.\n...\nThe Amazon EKS MCP Server is in preview rel...", "source": "web", "title": "Getting Started with the Amazon EKS MCP Server", "url": "https://docs.aws.amazon.com/eks/latest/userguide/eks-mcp-getting-started.html"}, {"date": "2026-01-06", "last_updated": "2026-07-20", "place_metadata": null, "snippet": "at HTMLLinkElement.<anonymous> (https://builder.aws.com/assets/index-BklVMN--.js:2:30226)", "source": "web", "title": "Beyond Kubectl: Conversational Kubernetes Management ...", "url": "https://builder.aws.com/content/374aJsfzt5gMxvouEgU564Qrxuq/beyond-kubectl-conversational-kubernetes-management-with-amazon-eks-mcp-server"}, {"date": null, "last_updated": "2026-08-14", "place_metadata": null, "snippet": "Interact with AWS services and resources through AWS CLI commands.\n...\n### Amazon EKS MCP Server\nInfrastructure & DeploymentVibe Coding & Development\nKubernetes cluster management and application deployment\n### Amazon ECS MCP Server\nInfrastructure & DeploymentVibe Coding & Development\nContainer orch...", "source": "web", "title": "Welcome to Open Source MCP Servers for AWS", "url": "https://awslabs.github.io/mcp/"}, {"date": "2025-05-05", "last_updated": "2025-07-29", "place_metadata": null, "snippet": "Remote MCP servers, which communicate over HTTP(S) instead of STDIO, unlock a whole new level of flexibility and scalability — something you just can’t get with local setups.\n...\n- Use **Kubernetes Services** to discover and route to MCP pods\n- Deploy behind an **Application Load Balancer (ALB) or N...", "source": "web", "title": "Beyond Local: The Road to Robust MCP Server on Amazon EKS", "url": "https://medium.com/@ratnopamc/beyond-local-the-road-to-robust-mcp-server-on-amazon-eks-68b934d8bf94"}, {"date": "2025-11-22", "last_updated": "2026-03-17", "place_metadata": null, "snippet": "### Containers (EKS and ECS) now have remote MCP servers\nPosted in r/aws by u/stellastah • 45 points and 4 comments", "source": "web", "title": "Containers (EKS and ECS) now have remote MCP servers", "url": "https://www.reddit.com/r/aws/comments/1p3oti2/containers_eks_and_ecs_now_have_remote_mcp_servers/"}, {"date": "2025-06-09", "last_updated": "2025-10-11", "place_metadata": null, "snippet": "AWS released the official Amazon EKS MCP Server, and it does the following: - Create an Amazon EKS Cluster - Create and deploy YAML - Trained on years of EKS troubleshooting guide, and can read logs to fix issues - All in natural language, aka plain English, without knowing any Kubernetes command!\n....", "source": "web", "title": "How to use Amazon EKS MCP Server for Kubernetes", "url": "https://www.linkedin.com/posts/cloudwithraj_genai-systemdesign-aws-activity-7337856070242983936-uu5J"}, {"date": "2025-05-30", "last_updated": "2026-03-09", "place_metadata": null, "snippet": "The EKS MCP server brings a new era of AI-assisted development to Amazon Elastic Kubernetes Service (EKS), enabling seamless integration with AI code assistants like Amazon Q Developer CLI, Cline, and Cursor.\nWith the EKS MCP server, developers can:\n🔶 Interact with and manage Kubernetes resources in...", "source": "web", "title": "Amazon EKS Model Container Protocol (MCP) released | Hantzley ...", "url": "https://www.linkedin.com/posts/hantzley_accelerating-application-development-with-activity-7334020988491206657-Os_1"}]}
{"engine": "perplexity", "model": "sonar", "index": 40, "phrasing": "What is the most secure MCP server implementation for Amazon Web Services APIs?", "citations": ["https://aws.amazon.com/blogs/aws/the-aws-mcp-server-is-now-generally-available/", "https://docs.aws.amazon.com/solutions/deploying-model-context-protocol-servers-on-aws/", "https://www.infoq.com/articles/secure-mcp-server-aws/", "https://aws.amazon.com/about-aws/whats-new/2025/10/aws-api-mcp-server-v1-0-0-release/", "https://github.com/awslabs/mcp", "https://dev.to/aws-builders/building-a-remote-mcp-server-with-oauth-authorization-using-amazon-api-gateway-and-cognito-19ab", "https://dev.to/aws-builders/securing-mcp-servers-3knf", "https://aws.amazon.com/about-aws/whats-new/2025/11/the-aws-api-mcp-server-aws-marketplace/", "https://aws.amazon.com/blogs/security/secure-ai-agent-access-patterns-to-aws-resources-using-model-context-protocol/", "https://dev.to/jangwook_kim_e31e7291ad98/aws-mcp-server-ga-secure-aws-api-access-for-ai-agents-2bia", "https://builder.aws.com/content/34ehRAhM6rygBjYNee6sZ6AjPSi/model-context-protocol-mcp-security-implementation-guide-for-aws", "https://aws.amazon.com/marketplace/pp/prodview-lqqkwbcraxsgw", "https://docs.aws.amazon.com/pdfs/prescriptive-guidance/latest/mcp-strategies/mcp-strategies.pdf", "https://aws.amazon.com/blogs/compute/introducing-aws-serverless-mcp-server-ai-powered-development-for-modern-applications/", "https://awslabs.github.io/mcp/", "https://awslabs.github.io/mcp/servers/aws-api-mcp-server", "https://aws.amazon.com/blogs/devops/introducing-aws-cloud-control-api-mcp-server-natural-language-infrastructure-management-on-aws/", "https://github.com/awslabs/mcp/", "https://awslabs.github.io/mcp/servers/aws-knowledge-mcp-server", "https://www.reddit.com/r/aws/comments/1m1qbyr/aws_api_mcp_server_enables_ai_assistants_to/"], "search_results": [{"date": "2026-05-06", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "I’m happy to announce the general availability of the AWS MCP Server, a managed remote Model Context Protocol (MCP) server that gives AI agents and coding assistants secure, authenticated access to all AWS services through a small, fixed set of tools.", "source": "web", "title": "The AWS MCP Server is now generally available", "url": "https://aws.amazon.com/blogs/aws/the-aws-mcp-server-is-now-generally-available/"}, {"date": null, "last_updated": "2026-08-14", "place_metadata": null, "snippet": "This Guidance demonstrates how to securely run Model Context Protocol (MCP) servers on the AWS Cloud using containerized architecture.", "source": "web", "title": "Guidance for Deploying Model Context Protocol Servers on ...", "url": "https://docs.aws.amazon.com/solutions/deploying-model-context-protocol-servers-on-aws/"}, {"date": "2026-05-18", "last_updated": "2026-08-12", "place_metadata": null, "snippet": "- Separating read and write operations at the tool level is one of the simplest and most effective ways to reduce risk in LLM-connected systems.\n- A default-deny approach to mutations creates a safer path from experimentation to production use.", "source": "web", "title": "Building a Secure MCP Server on AWS for a Million- ...", "url": "https://www.infoq.com/articles/secure-mcp-server-aws/"}, {"date": "2025-10-01", "last_updated": "2026-05-05", "place_metadata": null, "snippet": "Security enhancements offer improved secure file system controls, and better input validation.", "source": "web", "title": "AWS API MCP Server v1.0.0 release", "url": "https://aws.amazon.com/about-aws/whats-new/2025/10/aws-api-mcp-server-v1-0-0-release/"}, {"date": "2025-03-21", "last_updated": "2026-03-17", "place_metadata": null, "snippet": "mcp ** Public\ngenerated from amazon-archives/__template_Apache-2.0", "source": "web", "title": "awslabs/mcp: Open source MCP Servers for AWS - GitHub", "url": "https://github.com/awslabs/mcp"}, {"date": "2025-08-13", "last_updated": "2026-05-30", "place_metadata": null, "snippet": "For API authorization, configure the API Gateway Cognito authorizer and add the `WWW-Authenticate` header to the gateway response for UNAUTHORIZED errors to route to the resource server metadata.\n...\nIn this article, I demonstrated how to implement a remote MCP server with OAuth authorization using ...", "source": "web", "title": "Building a Remote MCP Server with OAuth Authorization ...", "url": "https://dev.to/aws-builders/building-a-remote-mcp-server-with-oauth-authorization-using-amazon-api-gateway-and-cognito-19ab"}, {"date": "2025-08-04", "last_updated": "2025-12-10", "place_metadata": null, "snippet": "- Use OAuth 2.1 as a standard authentication mechanism to access MCP servers.\n...\n- Use IAM roles to grant least privilege and temporary access to MCP servers.\n...\n- Never hardcode secrets (API keys, tokens, passwords) in source code or commit them to version control.\n- Securely store service accoun...", "source": "web", "title": "Securing MCP Servers", "url": "https://dev.to/aws-builders/securing-mcp-servers-3knf"}, {"date": "2025-11-26", "last_updated": "2026-08-10", "place_metadata": null, "snippet": "The AWS Marketplace deployment simplifies container management while providing enterprise-grade security, scalability, and session isolation through Amazon Bedrock AgentCore Runtime.", "source": "web", "title": "The AWS API MCP Server is now available on AWS Marketplace", "url": "https://aws.amazon.com/about-aws/whats-new/2025/11/the-aws-api-mcp-server-aws-marketplace/"}, {"date": "2026-04-14", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "- **Principle 1 – Assume all granted permissions could be used:** Design permissions based on the acceptable scope of impact, not intended functionality alone.\n- **Principle 2 – Provide organizational guidance on role usage:** Enforce permission design through role governance, session policies, perm...", "source": "web", "title": "Secure AI agent access patterns to AWS resources using Model ...", "url": "https://aws.amazon.com/blogs/security/secure-ai-agent-access-patterns-to-aws-resources-using-model-context-protocol/"}, {"date": "2026-05-29", "last_updated": "2026-05-31", "place_metadata": null, "snippet": "AWS owns the infrastructure it exposes, which means it can wire agent-initiated API calls directly into IAM, CloudTrail, and CloudWatch in ways no third-party wrapper can match.", "source": "web", "title": "AWS MCP Server GA: Secure AWS API Access for AI Agents", "url": "https://dev.to/jangwook_kim_e31e7291ad98/aws-mcp-server-ga-secure-aws-api-access-for-ai-agents-2bia"}, {"date": "2025-10-27", "last_updated": "2026-07-16", "place_metadata": null, "snippet": "You can provide a way better UX than this when your app throws errors by providing your own `ErrorBoundary` or `errorElement` prop on your route.", "source": "web", "title": "Model Context Protocol (MCP) Security Implementation Guide for AWS", "url": "https://builder.aws.com/content/34ehRAhM6rygBjYNee6sZ6AjPSi/model-context-protocol-mcp-security-implementation-guide-for-aws"}, {"date": "2026-03-30", "last_updated": "2026-06-29", "place_metadata": null, "snippet": "When deployed to AgentCore, it provides secure, scalable access to AWS APIs with built-in authentication and session isolation.", "source": "web", "title": "AWS Marketplace: AWS API MCP Server - Amazon.com", "url": "https://aws.amazon.com/marketplace/pp/prodview-lqqkwbcraxsgw"}, {"date": null, "last_updated": "2026-08-09", "place_metadata": null, "snippet": "The recommendations in this guide map to the following five pillars of the \nAWS Well-Architected Framework:\n• Security – Token isolation, scoped-down credentials, separate read/write authorization\n• Operational Excellence – Tool selection accuracy metrics, golden datasets for regression testing\n...\n...", "source": "web", "title": "AWS Prescriptive Guidance - Model Context Protocol strategies ...", "url": "https://docs.aws.amazon.com/pdfs/prescriptive-guidance/latest/mcp-strategies/mcp-strategies.pdf"}, {"date": "2025-05-29", "last_updated": "2026-08-13", "place_metadata": null, "snippet": "The Serverless MCP Server incorporates built-in guardrails to ensure secure and controlled development.\nBy default, the MCP server operates in a read-only mode, allowing only non-mutating actions.\nThis safety-first approach allows you to explore serverless capabilities and architectural patterns whi...", "source": "web", "title": "Introducing AWS Serverless MCP Server: AI-powered development ...", "url": "https://aws.amazon.com/blogs/compute/introducing-aws-serverless-mcp-server-ai-powered-development-for-modern-applications/"}, {"date": null, "last_updated": "2026-08-14", "place_metadata": null, "snippet": "Start here for secure, auditable AWS interactions!\nThis 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.\n...\nBuilt with safety and control in mind: sy...", "source": "web", "title": "Welcome to Open Source MCP Servers for AWS", "url": "https://awslabs.github.io/mcp/"}, {"date": null, "last_updated": "2026-08-13", "place_metadata": null, "snippet": "**IMPORTANT**: This MCP server is **NOT designed for multi-tenant environments**.\nDo not use this server to serve multiple users or tenants simultaneously.\n- **Single User Only**: Each instance of the MCP server should serve only one user with their own dedicated AWS credentials\n- **Separate Directo...", "source": "web", "title": "AWS API MCP Server - Open Source at AWS", "url": "https://awslabs.github.io/mcp/servers/aws-api-mcp-server"}, {"date": "2025-08-13", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "### Security Considerations\n- Ensure the IAM credentials include permissions for Cloud Control API actions (List, Get, Create, Update, Delete).\nSee the AWS CCAPI API documentation for more info\n- Follow IAM least privilege principles\n- Enable AWS CloudTrail auditing\n- Consider running in read-only m...", "source": "web", "title": "Introducing AWS Cloud Control API MCP Server", "url": "https://aws.amazon.com/blogs/devops/introducing-aws-cloud-control-api-mcp-server-natural-language-infrastructure-management-on-aws/"}, {"date": "2025-03-21", "last_updated": "2025-08-20", "place_metadata": null, "snippet": "|AWS API MCP Server|Start here for general AWS interactions!\n...\n## Security\nSee CONTRIBUTING for more information.", "source": "web", "title": "GitHub - awslabs/mcp: AWS MCP Servers — helping you get the most out of AWS, wherever you use MCP.", "url": "https://github.com/awslabs/mcp/"}, {"date": null, "last_updated": "2026-08-05", "place_metadata": null, "snippet": "The Knowledge MCP server does not require authentication but is subject to rate limits.", "source": "web", "title": "AWS Knowledge MCP Server", "url": "https://awslabs.github.io/mcp/servers/aws-knowledge-mcp-server"}, {"date": "2025-07-16", "last_updated": "2026-01-18", "place_metadata": null, "snippet": "### AWS API MCP Server - enables AI assistants to interact with AWS services and resources through AWS CLI commands", "source": "web", "title": "AWS API MCP Server - enables AI assistants to interact with ... - Reddit", "url": "https://www.reddit.com/r/aws/comments/1m1qbyr/aws_api_mcp_server_enables_ai_assistants_to/"}]}
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Here's Why. - DEV Community", "url": "https://dev.to/aws/i-switched-to-the-agent-toolkit-for-aws-heres-why-5hf"}, {"date": null, "last_updated": "2026-08-14", "place_metadata": null, "snippet": "All capabilities are available through a single endpoint with CloudWatch metrics and IAM-based access\ncontrols.\nCloudTrail logs all API calls for audit visibility.", "source": "web", "title": "AWS MCP Server - Agent Toolkit for AWS - AWS Documentation", "url": "https://docs.aws.amazon.com/agent-toolkit/latest/userguide/mcp-server.html"}, {"date": null, "last_updated": "2026-08-10", "place_metadata": null, "snippet": "If you are currently using the AWS API MCP Server or AWS Knowledge MCP Server, we recommend switching to the AWS MCP Server.", "source": "web", "title": "Setting up the AWS MCP Server - Agent Toolkit for AWS", "url": "https://docs.aws.amazon.com/agent-toolkit/latest/userguide/getting-started-aws-mcp-server.html"}, {"date": "2026-07-16", "last_updated": "2026-07-27", "place_metadata": null, "snippet": "For Security Hub, GuardDuty, ECR, and cloud security reporting, there are three valid patterns:\n1. **AWS Managed MCP / AWS Agent Toolkit** for live, read-only AWS investigation from an AI coding assistant.\n2. **Custom MCP** for analyzing approved security reports already stored in S3.\n3. **Lambda + ...", "source": "web", "title": "AWS Security AI Architecture: Managed MCP, Custom ...", "url": "https://dev.to/mike_anderson_d01f52129fb/aws-security-ai-architecture-managed-mcp-custom-mcp-or-lambda-bedrock-10m7"}, {"date": "2026-05-29", "last_updated": "2026-05-31", "place_metadata": null, "snippet": "- `cloudwatch-mcp-server` — AI-powered root cause analysis using CloudWatch data", "source": "web", "title": "AWS MCP Server GA: Secure AWS API Access for AI Agents", "url": "https://dev.to/jangwook_kim_e31e7291ad98/aws-mcp-server-ga-secure-aws-api-access-for-ai-agents-2bia"}, {"date": "2026-05-13", "last_updated": "2026-08-13", "place_metadata": null, "snippet": "AWS customers can deploy the AI Registry and configure Cisco AI Defense MCP Scanner integration to add security scanning to their AI assets onboarding workflow.", "source": "web", "title": "Securing AI agents: How AWS and Cisco AI Defense scale MCP and ...", "url": "https://aws.amazon.com/blogs/machine-learning/securing-ai-agents-how-aws-and-cisco-ai-defense-scale-mcp-and-a2a-deployments/"}, {"date": "2025-03-19", "last_updated": "2025-08-20", "place_metadata": null, "snippet": "|Prompt|Description|Parameters|\n|--|--|--|\n|``` security_audit ```|Audit security settings for a specific AWS service|``` service ```|\n...\nA lightweight service that enables AI assistants to execute AWS CLI commands (in safe containerized environment) through the Model Context Protocol (MCP).", "source": "web", "title": "GitHub - alexei-led/aws-mcp-server: A lightweight service that enables AI assistants to execute AWS CLI commands (in safe containerized environment) through the Model Context Protocol (MCP). Bridges Claude, Cursor, and other MCP-aware AI tools with AWS CLI for enhanced cloud infrastructure management.", "url": "https://github.com/alexei-led/aws-mcp-server"}, {"date": "2026-04-11", "last_updated": "2026-08-13", "place_metadata": null, "snippet": "- The AWS IaC MCP Server provides CloudFormation validation, compliance checking, and deployment troubleshooting with built-in CloudTrail integration\n...\n- **AWS IaC MCP Server** (`awslabs.aws-iac-mcp-server`) - CloudFormation and CDK operations", "source": "web", "title": "AWS SDK with MCP: AI integration for enterprise workloads - MintMCP", "url": "https://www.mintmcp.com/blog/aws-sdk-with-mcp"}, {"date": null, "last_updated": "2026-08-13", "place_metadata": null, "snippet": "AWS MCP Server (MCP) is an open standard that enables seamless communication between AI agents and external tools.", "source": "web", "title": "Testing and validation", "url": "https://docs.aws.amazon.com/marketplace/latest/userguide/integrating-mcp.html"}, {"date": "2025-03-21", "last_updated": "2026-03-17", "place_metadata": null, "snippet": "generated from amazon-archives/__template_Apache-2.0", "source": "web", "title": "awslabs/mcp: Open source MCP Servers for AWS - GitHub", "url": "https://github.com/awslabs/mcp"}, {"date": "2025-08-26", "last_updated": "2026-02-21", "place_metadata": null, "snippet": "The AWS Labs team has compiled a list of MCP servers, which you can find at the following link https://slabs.io/m/", "source": "web", "title": "AI tool, Agents and MCP servers for AWS - Reddit", "url": "https://www.reddit.com/r/aws/comments/1n0oohi/ai_tool_agents_and_mcp_servers_for_aws/"}, {"date": "2026-07-29", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "Amazon Bedrock AgentCore provides pre-built MCP connectors for common systems: Amazon Redshift, Amazon Aurora, Amazon OpenSearch, and third-party systems through OAuth.", "source": "web", "title": "Generate Autonomous Business Insights with AI Agent and MCP ...", "url": "https://aws.amazon.com/blogs/machine-learning/generate-autonomous-business-insights-with-ai-agent-and-mcp-servers/"}, {"date": null, "last_updated": "2026-07-13", "place_metadata": null, "snippet": "ENDPOINT = \"https://aws-mcp.us-east-1.api.aws/mcp\"\n...\n```", "source": "web", "title": "Set up the AWS MCP Server - Amazon OpenSearch Service", "url": "https://docs.aws.amazon.com/opensearch-service/latest/developerguide/aws-mcp-server.html"}, {"date": null, "last_updated": "2026-07-10", "place_metadata": null, "snippet": "A Model Context Protocol (MCP) server that enables AI assistants to perform comprehensive AWS security analysis through natural language queries.", "source": "web", "title": "AWS Security MCP Server", "url": "https://mcpservers.org/servers/groovyBugify/aws-security-mcp"}, {"date": "2025-10-27", "last_updated": "2026-07-16", "place_metadata": null, "snippet": "You can provide a way better UX than this when your app throws errors by providing your own `ErrorBoundary` or `errorElement` prop on your route.", "source": "web", "title": "Model Context Protocol (MCP) Security Implementation Guide for AWS", "url": "https://builder.aws.com/content/34ehRAhM6rygBjYNee6sZ6AjPSi/model-context-protocol-mcp-security-implementation-guide-for-aws"}]}
{"engine": "perplexity", "model": "sonar", "index": 42, "phrasing": "Which Model Context Protocol tool provides seamless integration with AWS account management?", "citations": ["https://docs.aws.amazon.com/quick/latest/userguide/mcp-integration.html", "https://docs.aws.amazon.com/solutions/deploying-model-context-protocol-servers-on-aws/", "https://aws.amazon.com/blogs/machine-learning/unlocking-the-power-of-model-context-protocol-mcp-on-aws/", "https://docs.aws.amazon.com/prescriptive-guidance/latest/mcp-strategies/introduction.html", "https://awslabs.github.io/mcp/", "https://aws.amazon.com/about-aws/whats-new/2025/11/amazon-connect-mcp-support/", "https://github.com/awslabs/run-model-context-protocol-servers-with-aws-lambda", "https://deepwiki.com/aws-solutions-library-samples/guidance-for-deploying-model-context-protocol-servers-on-aws", "https://github.com/krittaprot/mcp-deployment-aws", "https://aws.amazon.com/blogs/machine-learning/integrate-external-tools-with-amazon-quick-agents-using-model-context-protocol-mcp/", "https://aws.amazon.com/blogs/containers/deploying-model-context-protocol-mcp-servers-on-amazon-ecs/", "https://medium.com/@jomaajob/bridging-ai-and-aws-a-deep-dive-into-using-model-context-protocol-mcp-for-intelligent-cloud-f464ae62a407", "https://aws.amazon.com/blogs/devops/use-model-context-protocol-with-amazon-q-developer-for-context-aware-ide-workflows/", "https://builder.aws.com/content/2uFvyCPQt7KcMxD9ldsJyjZM1Wp/model-context-protocol-mcp-and-amazon-bedrock", "https://raw.githubusercontent.com/awslabs/mcp/HEAD/README.md", "https://www.cloudkeeper.com/insights/blog/model-context-protocol-mcp-server-amazon-bedrock"], "search_results": [{"date": null, "last_updated": "2026-07-18", "place_metadata": null, "snippet": "With MCP integration in Amazon Quick, you can connect to remote MCP servers so that your AI assistant can use the tools that those servers provide.\n...\nMCP integration registers MCP server tools as actions in Amazon Quick.\n...\n## Set up MCP integration\nAfter you prepare your MCP server configuration...", "source": "web", "title": "Model Context Protocol (MCP) integration - Amazon Quick", "url": "https://docs.aws.amazon.com/quick/latest/userguide/mcp-integration.html"}, {"date": null, "last_updated": "2026-08-14", "place_metadata": null, "snippet": "This Guidance demonstrates how to securely run Model Context Protocol (MCP) servers on the AWS Cloud using containerized architecture.", "source": "web", "title": "Guidance for Deploying Model Context Protocol Servers on ...", "url": "https://docs.aws.amazon.com/solutions/deploying-model-context-protocol-servers-on-aws/"}, {"date": "2025-06-03", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "The MCP is an open standard that creates a universal language for AI systems to communicate with external data sources, tools, and services.\nConceptually, MCP functions as a universal translator, enabling seamless dialogue between language models and the diverse systems where your valuable informati...", "source": "web", "title": "Unlocking the power of Model Context Protocol (MCP) on ...", "url": "https://aws.amazon.com/blogs/machine-learning/unlocking-the-power-of-model-context-protocol-mcp-on-aws/"}, {"date": null, "last_updated": "2026-08-10", "place_metadata": null, "snippet": "MCP provides a standardized protocol for AI-tool integration, enabling consistent communication between agents and external resources.", "source": "web", "title": "Model Context Protocol strategies on AWS", "url": "https://docs.aws.amazon.com/prescriptive-guidance/latest/mcp-strategies/introduction.html"}, {"date": null, "last_updated": "2026-08-14", "place_metadata": null, "snippet": "> The Model Context Protocol (MCP) is an open protocol that enables seamless integration between LLM applications and external data sources and tools.\n...\nMCP Servers for AWS use this protocol to provide AI applications access to AWS documentation, contextual guidance, and best practices.\n...\nStart ...", "source": "web", "title": "Welcome to Open Source MCP Servers for AWS", "url": "https://awslabs.github.io/mcp/"}, {"date": "2025-11-30", "last_updated": "2026-08-11", "place_metadata": null, "snippet": "Amazon Connect now supports Model Context Protocol (MCP), enabling AI agents for end-customer self-service and employee assistance to use standardized tools for retrieving information and completing actions.\n...\nWith this launch, Amazon Connect provides out-of-the-box MCP tools for common tasks such...", "source": "web", "title": "Amazon Connect launches Model Context Protocol (MCP) ...", "url": "https://aws.amazon.com/about-aws/whats-new/2025/11/amazon-connect-mcp-support/"}, {"date": "2025-03-21", "last_updated": "2025-09-17", "place_metadata": null, "snippet": "This project enables you to run Model Context Protocol stdio-based servers in AWS Lambda functions.", "source": "web", "title": "awslabs/run-model-context-protocol-servers-with-aws ...", "url": "https://github.com/awslabs/run-model-context-protocol-servers-with-aws-lambda"}, {"date": "2025-09-13", "last_updated": "2026-07-19", "place_metadata": null, "snippet": "The Model Context Protocol (MCP) is a standardized protocol for enabling AI assistants and applications to securely connect to external data sources and tools.\n...\n- **AWS Cognito** integration for user pool management and token validation", "source": "web", "title": "aws-solutions-library-samples/guidance-for-deploying-model ...", "url": "https://deepwiki.com/aws-solutions-library-samples/guidance-for-deploying-model-context-protocol-servers-on-aws"}, {"date": "2025-06-19", "last_updated": "2025-08-14", "place_metadata": null, "snippet": "**Model Context Protocol (MCP)** is like a universal translator that allows AI applications (like Claude, ChatGPT, or Google's AI agents) to connect to external tools and data sources in a standardized way.", "source": "web", "title": "GitHub - krittaprot/mcp-deployment-aws", "url": "https://github.com/krittaprot/mcp-deployment-aws"}, {"date": "2026-02-20", "last_updated": "2026-08-13", "place_metadata": null, "snippet": "Amazon Quick supports Model Context Protocol (MCP) integrations for action execution, data access, and AI agent integration.\n...\nAmazon Quick includes an MCP client that you configure through an integration.\nThat integration connects to a remote MCP server, discovers the tools and data sources the s...", "source": "web", "title": "Integrate external tools with Amazon Quick Agents using ...", "url": "https://aws.amazon.com/blogs/machine-learning/integrate-external-tools-with-amazon-quick-agents-using-model-context-protocol-mcp/"}, {"date": "2026-04-14", "last_updated": "2026-08-13", "place_metadata": null, "snippet": "Amazon Bedrock AgentCore provides a fully managed agent orchestration suite with built-in identity, memory, and tool discovery.", "source": "web", "title": "Deploying Model Context Protocol (MCP) servers on ...", "url": "https://aws.amazon.com/blogs/containers/deploying-model-context-protocol-mcp-servers-on-amazon-ecs/"}, {"date": "2025-11-18", "last_updated": "2025-11-18", "place_metadata": null, "snippet": "That’s what becomes possible when you combine the Model Context Protocol (MCP) with AWS.\nI recently built CloudWhisper, an AI-powered chatbot that uses MCP to connect AI models like ChatGPT and Claude directly to AWS services.\n...\nMCP is a standardized protocol that lets AI models securely connect t...", "source": "web", "title": "Bridging AI and AWS: A Deep Dive into Using Model Context ...", "url": "https://medium.com/@jomaajob/bridging-ai-and-aws-a-deep-dive-into-using-model-context-protocol-mcp-for-intelligent-cloud-f464ae62a407"}, {"date": "2025-06-12", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "Earlier today, Amazon Q Developer announced Model Context Protocol (MCP) support in their Integrated Development Environment (IDE) plugins for Visual Studio Code and JetBrains.", "source": "web", "title": "Use Model Context Protocol with Amazon Q Developer for ...", "url": "https://aws.amazon.com/blogs/devops/use-model-context-protocol-with-amazon-q-developer-for-context-aware-ide-workflows/"}, {"date": "2025-03-19", "last_updated": "2026-07-19", "place_metadata": null, "snippet": "You can provide a way better UX than this when your app throws errors by providing your own", "source": "web", "title": "Model Context Protocol (MCP) and Amazon Bedrock", "url": "https://builder.aws.com/content/2uFvyCPQt7KcMxD9ldsJyjZM1Wp/model-context-protocol-mcp-and-amazon-bedrock"}, {"date": null, "last_updated": "2026-03-30", "place_metadata": null, "snippet": "> The Model Context Protocol (MCP) is an open protocol that enables seamless integration between LLM applications and external data sources and tools.\n...\nAWS MCP servers enable enhanced cloud-native development, infrastructure management, and development workflows—making AI-assisted cloud computing...", "source": "web", "title": "README.md", "url": "https://raw.githubusercontent.com/awslabs/mcp/HEAD/README.md"}, {"date": "2025-09-25", "last_updated": "2026-08-11", "place_metadata": null, "snippet": "This write-up explores how the Model Context Protocol (MCP), when paired with Amazon Bedrock, eliminates the disconnect between foundation models and real-world systems.\n...\nMCP introduces a structured approach to connect LLMs to external services using a clean, modular client-server model.\n...\nAmaz...", "source": "web", "title": "Model Context Protocol (MCP) Server with Amazon Bedrock", "url": "https://www.cloudkeeper.com/insights/blog/model-context-protocol-mcp-server-amazon-bedrock"}]}
{"engine": "perplexity", "model": "sonar", "index": 43, "phrasing": "What MCP server should DevOps teams install to give AI assistants access to AWS diagnostics?", "citations": ["https://aws.amazon.com/blogs/devops/diagnose-eks-node-issues-faster-with-aws-devops-agent-and-custom-mcp/", "https://aws.amazon.com/blogs/aws/the-aws-mcp-server-is-now-generally-available/", "https://docs.aws.amazon.com/devopsagent/latest/userguide/configuring-capabilities-for-aws-devops-agent-connecting-mcp-servers.html", "https://aws.amazon.com/about-aws/whats-new/2025/10/aws-knowledge-mcp-server-generally-available/", "https://github.com/awslabs/mcp", "https://docs.aws.amazon.com/agent-toolkit/latest/userguide/mcp-server.html", "https://awslabs.github.io/mcp/servers", "https://glama.ai/mcp/servers/nhkm95/aws-infra-ops-mcp", "https://aws.amazon.com/about-aws/whats-new/2026/05/aws-mcp-server/", "https://aws.amazon.com/about-aws/whats-new/2026/06/aws-mcp-server/", "https://deepwiki.com/awslabs/mcp/8.4-aws-support-and-other-operational-servers", "https://docs.aws.amazon.com/agent-toolkit/latest/userguide/getting-started-aws-mcp-server.html", "https://aws.amazon.com/marketplace/pp/prodview-lqqkwbcraxsgw", "https://docs.aws.amazon.com/AmazonECS/latest/developerguide/ecs-mcp-getting-started.html", "https://github.com/awslabs/mcp/", "https://awslabs.github.io/mcp/", "https://aws.amazon.com/blogs/containers/accelerate-container-troubleshooting-with-the-fully-managed-amazon-ecs-mcp-server-preview/", "https://docs.aws.amazon.com/pdfs/aws-mcp/latest/userguide/mcp-ug.pdf", "https://github.com/alexei-led/aws-mcp-server/blob/main/README.md", "https://awesome.ecosyste.ms/projects/github.com%2Fawslabs%2Fmcp"], "search_results": [{"date": "2026-06-11", "last_updated": "2026-08-13", "place_metadata": null, "snippet": "The extensibility model follows three steps: first, identify the data source that AWS DevOps Agent cannot natively access; second, build an MCP server that wraps safe, structured access to that data source; and third, connect the MCP server to AWS DevOps Agent so it can incorporate the new tools int...", "source": "web", "title": "Diagnose EKS Node Issues Faster with AWS DevOps ...", "url": "https://aws.amazon.com/blogs/devops/diagnose-eks-node-issues-faster-with-aws-devops-agent-and-custom-mcp/"}, {"date": "2026-05-06", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "I’m happy to announce the general availability of the AWS MCP Server, a managed remote Model Context Protocol (MCP) server that gives AI agents and coding assistants secure, authenticated access to all AWS services through a small, fixed set of tools.", "source": "web", "title": "The AWS MCP Server is now generally available", "url": "https://aws.amazon.com/blogs/aws/the-aws-mcp-server-is-now-generally-available/"}, {"date": null, "last_updated": "2026-06-13", "place_metadata": null, "snippet": "Model Context Protocol (MCP) servers extend AWS DevOps Agent's investigation capabilities by providing access to data from your external observability tools, custom monitoring systems, and operational data sources.\n...\nBefore connecting an MCP server, ensure your server meets these requirements:\n- *...", "source": "web", "title": "Connecting MCP Servers - AWS DevOps Agent", "url": "https://docs.aws.amazon.com/devopsagent/latest/userguide/configuring-capabilities-for-aws-devops-agent-connecting-mcp-servers.html"}, {"date": "2025-10-01", "last_updated": "2026-05-05", "place_metadata": null, "snippet": "Today, AWS announces the general availability (GA) of the AWS Knowledge Model Context Protocol (MCP) Server.\n...\nWith this release, the server also includes knowledge about the regional availability of AWS APIs and CloudFormation resources.\n...\nGive your developers and agents access to the most up-t...", "source": "web", "title": "AWS Knowledge MCP Server now generally available", "url": "https://aws.amazon.com/about-aws/whats-new/2025/10/aws-knowledge-mcp-server-generally-available/"}, {"date": "2025-03-21", "last_updated": "2026-03-17", "place_metadata": null, "snippet": "mcp ** Public\ngenerated from amazon-archives/__template_Apache-2.0", "source": "web", "title": "awslabs/mcp: Open source MCP Servers for AWS", "url": "https://github.com/awslabs/mcp"}, {"date": null, "last_updated": "2026-08-14", "place_metadata": null, "snippet": "The AWS MCP Server is a managed server that gives agents access to AWS through the Model\nContext Protocol (MCP).\nAgents can search AWS documentation and retrieve service information\nwithout authentication.", "source": "web", "title": "AWS MCP Server - Agent Toolkit for AWS - AWS Documentation", "url": "https://docs.aws.amazon.com/agent-toolkit/latest/userguide/mcp-server.html"}, {"date": null, "last_updated": "2026-08-08", "place_metadata": null, "snippet": "Secure, auditable AWS operations with API access, documentation, Agent SOPs, and CloudTrail logging.", "source": "web", "title": "Available MCP Servers - Open Source at AWS", "url": "https://awslabs.github.io/mcp/servers"}, {"date": "2026-07-22", "last_updated": "2026-08-08", "place_metadata": null, "snippet": "A local, read-only MCP server that allows an AI client such as Codex to investigate an AWS EC2 workload using controlled, live evidence.\nThe server can inspect EC2 health, CloudWatch metrics, CloudWatch logs, nginx service state, the nginx system journal, and recent CloudTrail activity.", "source": "web", "title": "AWS Infrastructure Operations MCP by nhkm95", "url": "https://glama.ai/mcp/servers/nhkm95/aws-infra-ops-mcp"}, {"date": "2026-05-06", "last_updated": "2026-08-08", "place_metadata": null, "snippet": "Today, AWS announces the general availability of the AWS MCP Server, a managed server that gives AI coding agents secure, auditable access to AWS services through the Model Context Protocol (MCP).\nThe AWS MCP Server is a core component of the Agent Toolkit for AWS, which helps coding agents build on...", "source": "web", "title": "The AWS MCP Server is now generally available", "url": "https://aws.amazon.com/about-aws/whats-new/2026/05/aws-mcp-server/"}, {"date": "2026-06-05", "last_updated": "2026-08-14", "place_metadata": null, "snippet": "Today, AWS announced cross-account and cross-role access for the AWS Model Context Protocol (MCP) Server, part of the Agent Toolkit for AWS.\n...\nFor example, a DevOps engineer can query CloudWatch logs across production and staging accounts to diagnose a performance issue, or an application develope...", "source": "web", "title": "The AWS MCP Server now supports cross-account and cross-role ...", "url": "https://aws.amazon.com/about-aws/whats-new/2026/06/aws-mcp-server/"}, {"date": "2026-01-08", "last_updated": "2026-07-23", "place_metadata": null, "snippet": "The IAM & Security category includes three specialized MCP servers that work together to provide comprehensive security and identity management capabilities:\n|Server|Source Path|Primary Function|Maintainer|\n...\n|IAM MCP Server|`src/iam-mcp-server/`|User, role, and policy management|@oshardik|\n|Well-...", "source": "web", "title": "IAM & Security Servers | awslabs/mcp | DeepWiki", "url": "https://deepwiki.com/awslabs/mcp/8.4-aws-support-and-other-operational-servers"}, {"date": null, "last_updated": "2026-08-10", "place_metadata": null, "snippet": "If you are currently using the AWS API MCP Server or AWS Knowledge MCP Server, we recommend switching to the AWS MCP Server.\nThe AWS MCP Server is a managed remote MCP server that reduces setup and maintenance effort and offers enhanced security controls through IAM condition keys.", "source": "web", "title": "Setting up the AWS MCP Server - Agent Toolkit for AWS", "url": "https://docs.aws.amazon.com/agent-toolkit/latest/userguide/getting-started-aws-mcp-server.html"}, {"date": "2026-03-30", "last_updated": "2026-06-29", "place_metadata": null, "snippet": "The AWS API MCP Server enables AI assistants to interact with AWS services through the Model Context Protocol (MCP).", "source": "web", "title": "AWS Marketplace: AWS API MCP Server - Amazon.com", "url": "https://aws.amazon.com/marketplace/pp/prodview-lqqkwbcraxsgw"}, {"date": null, "last_updated": "2026-07-08", "place_metadata": null, "snippet": "\"Action\": [\n\"logs:DescribeLogGroups\",\n\"logs:DescribeLogStreams\",\n\"logs:GetLogEvents\",\n\"logs:FilterLogEvents\"\n],\n...\nInstall MCP-compatible AI assistants or any MCP-compatible tool.\nFor instance, you can use Kiro, Cline, Cursor, or Claude Code.\nThen set up your AI code assistant to use Amazon ECS MCP...", "source": "web", "title": "Getting Started with the Amazon ECS MCP Server", "url": "https://docs.aws.amazon.com/AmazonECS/latest/developerguide/ecs-mcp-getting-started.html"}, {"date": "2025-03-21", "last_updated": "2025-08-20", "place_metadata": null, "snippet": "|Amazon CloudWatch MCP Server|Metrics, Alarms, and Logs analysis and operational troubleshooting| |\n|Amazon CloudWatch Logs MCP Server (deprecated)|CloudWatch Logs analysis and monitoring| |\n...\n|Server Name|Description|Install|\n|--|--|--|\n|Amazon CloudWatch MCP Server|Metrics, Alarms, and Logs anal...", "source": "web", "title": "GitHub - awslabs/mcp: AWS MCP Servers — helping you get the most out of AWS, wherever you use MCP.", "url": "https://github.com/awslabs/mcp/"}, {"date": null, "last_updated": "2026-08-14", "place_metadata": null, "snippet": "### Amazon CloudWatch MCP Server\n...\nMetrics, Alarms, and Logs analysis and operational troubleshooting", "source": "web", "title": "Welcome to Open Source MCP Servers for AWS", "url": "https://awslabs.github.io/mcp/"}, {"date": "2025-11-21", "last_updated": "2026-07-28", "place_metadata": null, "snippet": "Amazon Elastic Container Service (Amazon ECS) today launched a fully managed, remote Model Context Protocol (MCP) server in preview.\n...\nTo address the authentication gap between the MCP protocol and AWS services, you will use the AWS MCP Proxy (mcp-proxy-for-aws), which acts as an universal Signatu...", "source": "web", "title": "Accelerate container troubleshooting with the fully ...", "url": "https://aws.amazon.com/blogs/containers/accelerate-container-troubleshooting-with-the-fully-managed-amazon-ecs-mcp-server-preview/"}, {"date": null, "last_updated": "2026-03-11", "place_metadata": null, "snippet": "The AWS MCP Server is a managed remote Model Context Protocol (MCP) server that provides AI \nassistants and agents with secure, authenticated access to AWS services through natural language \ninteractions.\n...\n• Troubleshoot AWS issues – Analyze CloudWatch logs and CloudTrail events, investigate \nper...", "source": "web", "title": "[PDF] AWS MCP Server - User Guide", "url": "https://docs.aws.amazon.com/pdfs/aws-mcp/latest/userguide/mcp-ug.pdf"}, {"date": "2025-03-19", "last_updated": "2025-06-07", "place_metadata": null, "snippet": "A lightweight service that enables AI assistants to execute AWS CLI commands through the Model Context Protocol (MCP).", "source": "web", "title": "aws-mcp-server/README.md at main · alexei-led/aws-mcp-server", "url": "https://github.com/alexei-led/aws-mcp-server/blob/main/README.md"}, {"date": "2025-03-21", "last_updated": "2025-10-19", "place_metadata": null, "snippet": "Each server has specific installation instructions.\nGenerally, you can:\n1. Install `uv` from [Astral](https://docs.astral.sh/uv/getting-started/installation/)\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 ...", "source": "web", "title": "https://github.com/awslabs/mcp", "url": "https://awesome.ecosyste.ms/projects/github.com%2Fawslabs%2Fmcp"}]}