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| AWS Show ...", "url": "https://www.youtube.com/watch?v=15XhkcQdSrI"}, {"date": "2025-12-13", "last_updated": "2026-02-20", "place_metadata": null, "snippet": "", "source": "web", "title": "Which AWS MCP can help me review/explain my infrastructure (i was ...", "url": "https://www.reddit.com/r/mcp/comments/1plkqcq/which_aws_mcp_can_help_me_reviewexplain_my/"}, {"date": "2025-05-04", "last_updated": "2026-06-25", "place_metadata": null, "snippet": "", "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": null, "last_updated": "2026-04-02", "place_metadata": null, "snippet": "", "source": "web", "title": "MCP Deployment AWS", "url": "https://mcpservers.org/zh-CN/servers/krittaprot/mcp-deployment-aws"}, {"date": null, "last_updated": "2026-07-27", "place_metadata": null, "snippet": "```\n...\n### Deploy to AWS\nDeploy your agent:\n```\nagentcore deploy\n```\nThis command will:\n1. 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{"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://aws.amazon.com/blogs/aws/the-aws-mcp-server-is-now-generally-available/", "https://awslabs.github.io/mcp/servers/aws-api-mcp-server", "https://github.com/CharlieFng/cloudwatch-mcp", "https://blog.csdn.net/gitblog_00996/article/details/152195454", "https://awslabs.github.io/mcp/ja/servers/cloudwatch-mcp-server", "https://docs.aws.amazon.com/solutions/deploying-model-context-protocol-servers-on-aws/", "https://docs.aws.amazon.com/agent-toolkit/latest/userguide/mcp-server.html", "https://mcpservers.org/servers/gangadharrr/aws-s3-mcp", "https://github.com/samuraikun/aws-s3-mcp", "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://gallery.ecr.aws/awslabs-mcp/awslabs/cloudwatch-logs-mcp-server", "https://www.reddit.com/r/aws/comments/1jn08wh/i_vibe_coded_an_mcp_server_that_feeds_cloudwatch/", "https://docs.aws.amazon.com/agent-toolkit/latest/userguide/cloudwatch-metrics.html", "https://awslabs.github.io/mcp/"], "search_results": [{"date": "2025-08-18", "last_updated": "2026-07-12", "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": "Enhance your AIOps: Introducing Amazon CloudWatch and ...", "url": "https://aws.amazon.com/blogs/mt/enhance-your-aiops-introducing-amazon-cloudwatch-and-application-signals-mcp-servers/"}, {"date": "2025-04-19", "last_updated": "2026-07-30", "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": "2026-05-06", "last_updated": "2026-08-02", "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": "2026-07-30", "place_metadata": null, "snippet": "- You must have an AWS account with credentials properly configured.\nPlease refer to the official documentation here ↗ for guidance.\n...\n- Ensure you have Python 3.10 or newer installed.\nYou can download it from the official Python website or use a version manager such as pyenv.\n- (Optional) Install...", "source": "web", "title": "AWS API MCP Server", "url": "https://awslabs.github.io/mcp/servers/aws-api-mcp-server"}, {"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": "2025-04-19", "last_updated": "2026-07-20", "place_metadata": null, "snippet": "## 前提条件​\n1. CloudWatch Telemetry が利用できる AWS アカウント\n2. この MCP サーバーは、LLM クライアントと同じホスト上でローカルにのみ実行できます。\n3. AWS サービスへのアクセス権を持つ AWS 認証情報を設定すること\n- 適切な権限を持つ AWS アカウントが必要です（以下の必要な権限を参照）\n...\n1. Docker をインストールします\n2. ```\ngit clone https://github.com/awslabs/mcp.git\n```\n3. サブディレクトリに移動します\n```\ncd src/cloudwatch-mcp...", "source": "web", "title": "AWS Labs CloudWatch MCPサーバー | Welcome to Open Source MCP Servers for AWS", "url": "https://awslabs.github.io/mcp/ja/servers/cloudwatch-mcp-server"}, {"date": null, "last_updated": "2026-07-31", "place_metadata": null, "snippet": "", "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": "2026-07-27", "place_metadata": null, "snippet": "The AWS MCP Server is a managed server that gives agents access to AWS through the Model\nContext Protocol (MCP).\n...\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": "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": "2025-03-15", "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": "2025-08-11", "last_updated": "2026-06-29", "place_metadata": null, "snippet": "", "source": "web", "title": "Use-Case 2: Simplify Sap...", "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": "**Version 4.43** or later needs to be installed to add the server automatically", "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": "", "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": "2026-06-20", "place_metadata": null, "snippet": "", "source": "web", "title": "AWS Labs MCP/awslabs/cloudwatch-logs-mcp-server", "url": "https://gallery.ecr.aws/awslabs-mcp/awslabs/cloudwatch-logs-mcp-server"}, {"date": "2025-03-30", "last_updated": "2025-11-03", "place_metadata": null, "snippet": "", "source": "web", "title": "I vibe coded an MCP server that feeds CloudWatch logs ...", "url": "https://www.reddit.com/r/aws/comments/1jn08wh/i_vibe_coded_an_mcp_server_that_feeds_cloudwatch/"}, {"date": null, "last_updated": "2026-07-09", "place_metadata": null, "snippet": "", "source": "web", "title": "AWS MCP Server CloudWatch metrics", "url": "https://docs.aws.amazon.com/agent-toolkit/latest/userguide/cloudwatch-metrics.html"}, {"date": null, "last_updated": "2026-07-31", "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...\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/"}]}
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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...\n4. 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Virginia) – `us-east-1`: `https://aws-mcp.us-east-1.api.aws/mcp`\n-...", "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": "2026-06-03", "place_metadata": null, "snippet": "", "source": "web", "title": "AWS Labs MCP/awslabs/aws-network-mcp-server", "url": "https://gallery.ecr.aws/awslabs-mcp/awslabs/aws-network-mcp-server"}, {"date": null, "last_updated": "2026-07-31", "place_metadata": null, "snippet": "", "source": "web", "title": "Welcome to Open Source MCP Servers for AWS", "url": "https://awslabs.github.io/mcp/"}, {"date": null, "last_updated": "2026-07-31", "place_metadata": null, "snippet": "", "source": "web", "title": "AWS multi-Region fundamentals", "url": "https://docs.aws.amazon.com/prescriptive-guidance/latest/aws-multi-region-fundamentals/aws-multi-region-fundamentals.html"}, {"date": null, "last_updated": "2026-07-18", "place_metadata": null, "snippet": "", "source": "web", "title": "AWS Documentation MCP Server", "url": "https://awslabs.github.io/mcp/servers/aws-documentation-mcp-server"}, {"date": null, "last_updated": "2026-07-08", "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": "2025-12-07", "last_updated": "2026-02-20", "place_metadata": null, "snippet": "Step 1: Create the MCP server entries\n- HTTP MCP server (remote) for official AWS knowledge sources\n- STDIO MCP server (local) that runs on your machine\nStep 2: Start and test the MCP clients\n- Ensure your MCP client is aware of the servers you added and can reach them via the configured transports.", "source": "web", "title": "AWS MCP Server - awslabs/mcp - playbooks", "url": "https://playbooks.com/mcp/awslabs/mcp"}, {"date": "2026-04-14", "last_updated": "2026-07-28", "place_metadata": null, "snippet": "|Component|Technology|Role|\n...\n|**MCP Server**|FastMCP on Amazon ECS|Exposes product catalog as MCP tools over Streamable HTTP|\n...\nBefore you begin, make sure you have:\n- An AWS account.\nIf you don’t have one, you can create a new AWS account.\n- AWS Command Line Interface (AWS CLI) v2 version 2.32...", "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": "2026-07-18", "last_updated": "2026-07-19", "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": "AWS MCP Server | Awesome MCP Servers", "url": "https://mcpservers.org/servers/awslabs/mcp"}, {"date": "2026-05-01", "last_updated": "2026-05-04", "place_metadata": null, "snippet": "", "source": "web", "title": "[プレビュー] AWS Knowledge MCP Serverを使ってみた", "url": "https://dev.classmethod.jp/articles/aws-knowledge-mcp-server-available-preview/"}, {"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\nenvironment:\n- name: AWS_REGION\nvalue: us-east-1\nlogConfiguration:\n...\n1. 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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 ...", "url": "https://aws.amazon.com/blogs/big-data/accelerating-development-with-the-aws-data-processing-mcp-server-and-agent/"}, {"date": "2026-06-08", "last_updated": "2026-07-20", "place_metadata": null, "snippet": "", "source": "web", "title": "10 MCP servers to connect LLMs with databases", "url": "https://www.infoworld.com/article/4181843/10-mcp-servers-to-connect-llms-with-databases.html"}, {"date": "2025-04-28", "last_updated": "2026-04-03", "place_metadata": null, "snippet": "", "source": "web", "title": "Untitled", "url": "https://mcp.aibase.com/explore/Amazon"}, {"date": "2025-07-11", "last_updated": "2026-07-22", "place_metadata": null, "snippet": "", "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": "2026-07-18", "place_metadata": null, "snippet": "", "source": "web", "title": "10 Best MCP Servers For Developers", "url": "https://www.stainless.com/mcp/10-best-mcp-servers-for-developers/"}, {"date": "2026-04-14", "last_updated": "2026-07-28", "place_metadata": null, "snippet": "", "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": "2026-04-23", "last_updated": "2026-07-10", "place_metadata": null, "snippet": "", "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": "2025-06-28", "last_updated": "2026-01-17", "place_metadata": null, "snippet": "", "source": "web", "title": "What MCP servers do you really use? : r/AI_Agents", "url": "https://www.reddit.com/r/AI_Agents/comments/1lmzm2k/what_mcp_servers_do_you_really_use/"}, {"date": null, "last_updated": "2026-05-19", "place_metadata": null, "snippet": "- Alternatively, click \"Add custom server\" to configure your own server", "source": "web", "title": "Installation | Welcome to Open Source MCP Servers for AWS", "url": "https://awslabs.github.io/mcp/installation"}, {"date": "2025-09-02", "last_updated": "2026-06-11", "place_metadata": null, "snippet": "", "source": "web", "title": "Coding an MCP server for Aurora | A decade of innovation with Amazon Aurora", "url": "https://www.youtube.com/watch?v=bk9BvZVyzho"}]}
{"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://aws.amazon.com/blogs/aws/the-aws-mcp-server-is-now-generally-available/", "https://docs.aws.amazon.com/agent-toolkit/latest/userguide/security_iam_id-based-policy-examples.html", "https://docs.aws.amazon.com/agent-toolkit/latest/userguide/data-protection.html", "https://docs.aws.amazon.com/solutions/deploying-model-context-protocol-servers-on-aws/index.md", "https://mcpplaygroundonline.com/blog/aws-mcp-servers", "https://awslabs.github.io/mcp/servers/aws-api-mcp-server", "https://github.com/aws-solutions-library-samples/guidance-for-deploying-model-context-protocol-servers-on-aws", "https://awslabs.github.io/mcp/servers/dynamodb-mcp-server", "https://awslabs.github.io/mcp/servers/s3-tables-mcp-server", "https://playbooks.com/mcp/rishikavikondala/mcp-server-aws", "https://docs.aws.amazon.com/pdfs/prescriptive-guidance/latest/mcp-strategies/mcp-strategies.pdf", "https://aws.amazon.com/blogs/storage/implementing-conversational-ai-for-s3-tables-using-model-context-protocol-mcp/", "https://builder.aws.com/content/34ehRAhM6rygBjYNee6sZ6AjPSi/model-context-protocol-mcp-security-implementation-guide-for-aws", "https://github.com/aws-samples/sample-mcp-server-s3", "https://github.com/awslabs/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://go-cloud.io/aws-mcp-server/", "https://stackoverflow.com/questions/79650623/how-to-install-amazon-dynamodb-mcp-server"], "search_results": [{"date": "2026-04-14", "last_updated": "2026-07-27", "place_metadata": null, "snippet": "No matter how you connect to it, the MCP server needs AWS credentials to interact with AWS resources.\n...\n- **Principle 1 – Assume all granted permissions could be used:** Design permissions based on the acceptable scope of impact, not intended functionality alone.\n...\n- **Principle 3 – Differentiat...", "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": "2026-05-06", "last_updated": "2026-08-02", "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": null, "last_updated": "2026-07-10", "place_metadata": null, "snippet": "[\n{\n\"Sid\": \"AllowS3ReadOperations\",\n\"Effect\": \"Allow\",\n\"Action\": [\n\"s3:GetObject\",\n\"s3:ListBucket\"\n],\n\"Resource\": \"*\"\n...\n],\n\"Resource\": \"*\",\n\"Condition\": {\n...\n\"aws:CalledViaAWSMCP\": \"aws-mcp.amazonaws.com\"", "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": "2026-05-18", "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": "2026-07-18", "place_metadata": null, "snippet": "", "source": "web", "title": "AWS Documentation", "url": "https://docs.aws.amazon.com/solutions/deploying-model-context-protocol-servers-on-aws/index.md"}, {"date": "2026-01-13", "last_updated": "2026-02-15", "place_metadata": null, "snippet": "### AWS MCP Server (Official) — Recommended\nComprehensive AWS integration supporting S3, Lambda, DynamoDB, and more:\n...\nFocused S3 integration for file storage operations:\n```\n\"mcpServers\": {\n\"s3\": {\n\"command\": \"npx\",\n\"args\": [\"-y\", \"mcp-server-s3\"],\n\"env\": {\n\"AWS_ACCESS_KEY_ID\": \"your-access-key\",...", "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": "2026-07-30", "place_metadata": null, "snippet": "|``` AWS_API_MCP_ALLOW_UNRESTRICTED_LOCAL_FILE_ACCESS ```|❌ No|``` \"workdir\" ```|Controls file system access level with three modes:•\n...\n``` \"no-access\" ``` : Blocks all local file path arguments. Commands requiring local file access (e.g.,\n``` aws s3 cp ``` ,\n``` aws cloudformation package ``` ) w...", "source": "web", "title": "AWS API MCP Server", "url": "https://awslabs.github.io/mcp/servers/aws-api-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. 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": "2026-07-26", "place_metadata": null, "snippet": "", "source": "web", "title": "Amazon DynamoDB MCP Server", "url": "https://awslabs.github.io/mcp/servers/dynamodb-mcp-server"}, {"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": "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": null, "last_updated": "2026-07-19", "place_metadata": null, "snippet": "", "source": "web", "title": "mcp-strategies.pdf", "url": "https://docs.aws.amazon.com/pdfs/prescriptive-guidance/latest/mcp-strategies/mcp-strategies.pdf"}, {"date": "2025-07-15", "last_updated": "2026-07-16", "place_metadata": null, "snippet": "Now with MCP Server for Amazon S3 Tables, your AI applications and data lake users can interact with tabular datasets using natural language interfaces without needing to write SQL queries.\n...\nThe MCP Server for S3 Tables has tools that use Daft, a distributed query engine natively integrated with ...", "source": "web", "title": "Implementing conversational AI for S3 Tables using Model ...", "url": "https://aws.amazon.com/blogs/storage/implementing-conversational-ai-for-s3-tables-using-model-context-protocol-mcp/"}, {"date": "2025-10-27", "last_updated": "2026-07-16", "place_metadata": null, "snippet": "", "source": "web", "title": "Model Context Protocol (MCP) Security Implementation ...", "url": "https://builder.aws.com/content/34ehRAhM6rygBjYNee6sZ6AjPSi/model-context-protocol-mcp-security-implementation-guide-for-aws"}, {"date": "2024-12-23", "last_updated": "2025-08-14", "place_metadata": null, "snippet": "", "source": "web", "title": "GitHub - aws-samples/sample-mcp-server-s3", "url": "https://github.com/aws-samples/sample-mcp-server-s3"}, {"date": "2025-03-21", "last_updated": "2026-03-17", "place_metadata": null, "snippet": "", "source": "web", "title": "awslabs/mcp: Open source MCP Servers for AWS", "url": "https://github.com/awslabs/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": "2026-07-26", "place_metadata": null, "snippet": "Imagine AI applications that can seamlessly access information from:\n- **Amazon Simple Storage (Amazon S3) buckets** containing documents, images, and unstructured data\n- **Amazon DynamoDB tables** storing structured business information\n...\nMCP servers act as consistent interfaces to these diverse ...", "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": "2026-06-08", "last_updated": "2026-06-24", "place_metadata": null, "snippet": "", "source": "web", "title": "How to Build and Deploy an AWS MCP Server", "url": "https://go-cloud.io/aws-mcp-server/"}, {"date": "2025-06-03", "last_updated": "2026-03-20", "place_metadata": null, "snippet": "", "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/solutions/deploying-model-context-protocol-servers-on-aws/", "https://docs.aws.amazon.com/pdfs/prescriptive-guidance/latest/mcp-strategies/mcp-strategies.pdf", "https://www.reddit.com/r/mcp/comments/1s1s5i0/i_built_an_opensource_mcp_server_for_readonly/", "https://github.com/awslabs/mcp", "https://www.reddit.com/r/mcp/comments/1plkqcq/which_aws_mcp_can_help_me_reviewexplain_my/", "https://builder.aws.com/content/34ehRAhM6rygBjYNee6sZ6AjPSi/model-context-protocol-mcp-security-implementation-guide-for-aws", "https://awslabs.github.io/mcp/servers/aws-serverless-mcp-server", "https://awslabs.github.io/mcp/servers/mysql-mcp-server", "https://aws.amazon.com/blogs/compute/introducing-aws-serverless-mcp-server-ai-powered-development-for-modern-applications/", "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://aws.amazon.com/blogs/aws/the-aws-mcp-server-is-now-generally-available/", "https://github.com/aws-solutions-library-samples/guidance-for-deploying-model-context-protocol-servers-on-aws", "https://docs.aws.amazon.com/prescriptive-guidance/latest/mcp-strategies/introduction.html", "https://hidekazu-konishi.com/entry/mcp_server_aws_lambda_complete_guide.html", "https://dev.to/dxsim/deploying-mcp-servers-on-aws-serverlessly-3eb8", "https://dev.classmethod.jp/articles/catalk-how-to-implement-search-systems-with-mcp/", "https://mcp.directory/blog/aws-mcp-server-complete-guide-2026", "https://github.com/krittaprot/mcp-deployment-aws", "https://github.com/mcp-research/awslabs__mcp"], "search_results": [{"date": null, "last_updated": "2026-07-31", "place_metadata": null, "snippet": "", "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": "2026-07-19", "place_metadata": null, "snippet": "available in public repositories, and they cover common capabilities such as file system access, web \nbrowsing, code sandboxes, database access, and API integrations.\nIn many cases, pre-existing MCP servers are sufficient.\nFor example, AWS provides the AWS\nMCP Server, a managed remote MCP server tha...", "source": "web", "title": "mcp-strategies.pdf", "url": "https://docs.aws.amazon.com/pdfs/prescriptive-guidance/latest/mcp-strategies/mcp-strategies.pdf"}, {"date": "2026-03-23", "last_updated": "2026-03-23", "place_metadata": null, "snippet": "### I built an open-source MCP server for read-only multicloud inventory (AWS, GCP, Azure), so Claude can understand your cloud without having write access.\n...\nHere’s the link to the repository https://.com/Go-/cloudgo-ai-mcp", "source": "web", "title": "I built an open-source MCP server for read-only multicloud inventory (AWS, GCP, Azure), so Claude can understand your cloud without having write access.", "url": "https://www.reddit.com/r/mcp/comments/1s1s5i0/i_built_an_opensource_mcp_server_for_readonly/"}, {"date": "2025-03-21", "last_updated": "2026-03-17", "place_metadata": null, "snippet": "", "source": "web", "title": "awslabs/mcp: Open source MCP Servers for AWS", "url": "https://github.com/awslabs/mcp"}, {"date": "2025-12-13", "last_updated": "2026-02-20", "place_metadata": null, "snippet": "", "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": "2025-10-27", "last_updated": "2026-07-16", "place_metadata": null, "snippet": "", "source": "web", "title": "Model Context Protocol (MCP) Security Implementation Guide for ...", "url": "https://builder.aws.com/content/34ehRAhM6rygBjYNee6sZ6AjPSi/model-context-protocol-mcp-security-implementation-guide-for-aws"}, {"date": null, "last_updated": "2026-02-20", "place_metadata": null, "snippet": "You can download the AWS Serverless MCP Server from GitHub.\nTo get started using your favorite code assistant with MCP support, like Kiro, Cursor, or Cline.\n...\nEnables write access mode, which allows mutating operations and creation of public resources.\nBy default, the server runs in read-only mode...", "source": "web", "title": "AWS Serverless MCP Server", "url": "https://awslabs.github.io/mcp/servers/aws-serverless-mcp-server"}, {"date": null, "last_updated": "2026-07-01", "place_metadata": null, "snippet": "An AWS Labs Model Context Protocol (MCP) server for Aurora MySQL\n...\nConverting human-readable questions and commands into structured MySQL-compatible SQL queries and executing them against the configured Aurora MySQL database.\n...\n> The server's read-only mode is a best-effort SQL-text safeguard, n...", "source": "web", "title": "Amazon Aurora MySQL MCP Server", "url": "https://awslabs.github.io/mcp/servers/mysql-mcp-server"}, {"date": "2025-05-29", "last_updated": "2026-07-30", "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.\n...\nThe Serverless MCP Server incorporates built-in guardrails to ensure secure and controlled development.\nBy default, the MCP server operates in a read-only m...", "source": "web", "title": "Introducing AWS Serverless MCP Server: AI-powered development for ...", "url": "https://aws.amazon.com/blogs/compute/introducing-aws-serverless-mcp-server-ai-powered-development-for-modern-applications/"}, {"date": "2025-03-21", "last_updated": "2026-03-19", "place_metadata": null, "snippet": "", "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": "2026-07-28", "place_metadata": null, "snippet": "|Component|Technology|Role|", "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": "2026-05-06", "last_updated": "2026-08-02", "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...\nFor enterprise customers, the AWS MCP Server...", "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": "2025-05-08", "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": "2026-07-22", "place_metadata": null, "snippet": "", "source": "web", "title": "Model Context Protocol strategies on AWS", "url": "https://docs.aws.amazon.com/prescriptive-guidance/latest/mcp-strategies/introduction.html"}, {"date": "2026-04-28", "last_updated": "2026-07-13", "place_metadata": null, "snippet": "", "source": "web", "title": "MCP Server on AWS Lambda Complete Guide", "url": "https://hidekazu-konishi.com/entry/mcp_server_aws_lambda_complete_guide.html"}, {"date": "2025-05-25", "last_updated": "2026-03-22", "place_metadata": null, "snippet": "", "source": "web", "title": "Deploying MCP Servers on AWS.. Serverlessly", "url": "https://dev.to/dxsim/deploying-mcp-servers-on-aws-serverlessly-3eb8"}, {"date": "2025-04-17", "last_updated": "2026-06-24", "place_metadata": null, "snippet": "", "source": "web", "title": "エンジニアのためのMCP勉強会#1『MCPを活用した検索 ...", "url": "https://dev.classmethod.jp/articles/catalk-how-to-implement-search-systems-with-mcp/"}, {"date": "2026-06-12", "last_updated": "2026-07-14", "place_metadata": null, "snippet": "- **It’s remote and managed.** The server runs at `https://aws-mcp.us-east-1.api.aws/mcp` (or `eu-central-1` for Frankfurt).\nNothing to host, nothing to update, no per-service local servers to babysit.\n...\nAWS’s answer is `mcp-proxy-for-aws` — a small stdio process your client launches via `uvx` tha...", "source": "web", "title": "AWS MCP Server Setup Guide (2026): Managed, GA, 15K ...", "url": "https://mcp.directory/blog/aws-mcp-server-complete-guide-2026"}, {"date": "2025-06-19", "last_updated": "2025-08-14", "place_metadata": null, "snippet": "### Phase 1: Create Your First MCP Server (Local Development)\n#### 1.\nSet up the project structure\n```\nmkdir my-mcp-server\ncd my-mcp-server\n# Create virtual environment\npython -m venv venv\nsource venv/bin/activate # On Windows: venv\\Scripts\\activate\n# Install dependencies\npip install mcp anthropic-m...", "source": "web", "title": "GitHub - krittaprot/mcp-deployment-aws", "url": "https://github.com/krittaprot/mcp-deployment-aws"}, {"date": "2025-04-28", "last_updated": "2025-07-17", "place_metadata": null, "snippet": "An MCP Server is a lightweight program that exposes specific capabilities through the standardized Model Context Protocol.", "source": "web", "title": "GitHub - mcp-research/awslabs__mcp: AWS MCP Servers — specialized MCP servers that bring AWS best practices directly to your development workflow", "url": "https://github.com/mcp-research/awslabs__mcp"}]}
{"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://github.com/ever-works/awesome-mcp-servers", "https://enterprisedna.co/directories/mcp/awslabs-mcp/", "https://awesomeclaude.ai/top-mcp-servers", "https://github.com/tolkonepiu/best-of-mcp-servers", "https://ithub.global.ssl.fastly.net/awslabs/mcp", "https://awslabs.github.io/mcp/installation", "https://pypi.org/user/awslabs-mcp/", "https://aws.amazon.com/blogs/machine-learning/introducing-aws-mcp-servers-for-code-assistants-part-1/", "https://aws.amazon.com/blogs/aws/the-aws-mcp-server-is-now-generally-available/", "https://aws.amazon.com/about-aws/whats-new/2025/10/open-source-mcp-server-amazon-bedrock-agentcore/", "https://aws.amazon.com/blogs/big-data/accelerating-development-with-the-aws-data-processing-mcp-server-and-agent/", "https://aws.amazon.com/blogs/compute/introducing-aws-serverless-mcp-server-ai-powered-development-for-modern-applications/", "https://blog.logrocket.com/top-15-mcp-servers-ai-projects/", "https://aws.amazon.com/about-aws/whats-new/2025/10/aws-api-mcp-server-v1-0-0-release/", "https://mcpservers.org/", "https://www.truefoundry.com/blog/aws-mcp-gateway-alternatives", "https://www.reddit.com/r/mcp/comments/1mqvm80/anyone_using_a_good_open_source_cloud_based_mcp/"], "search_results": [{"date": null, "last_updated": "2026-07-31", "place_metadata": null, "snippet": "", "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\n98. ** GhidraMCP ** - ⭐ 9,067 MCP Server for Ghidra\n...\nBetter Amazon Q alternative.", "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": "", "source": "web", "title": "awslabs/mcp: Open source MCP Servers for AWS", "url": "https://github.com/awslabs/mcp"}, {"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": "2026-07-13", "place_metadata": null, "snippet": "Open source MCP Servers for AWS\n...\nA 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": null, "last_updated": "2026-07-24", "place_metadata": null, "snippet": "Open source MCP server specializing in easy, fast, and secure tools for Databases.\n...\n### awslabs/mcp\n9.3k\n🎖️ ☁️ - AWS MCP servers for seamless integration with AWS services and resources.\n...\n🎖️ 📇 ☁️ - Integration with Cloudflare services including Workers, KV, R2, and D1\n…", "source": "web", "title": "Top MCP Servers - Ranked by GitHub Stars", "url": "https://awesomeclaude.ai/top-mcp-servers"}, {"date": "2025-08-01", "last_updated": "2025-10-19", "place_metadata": null, "snippet": "**wegotdocs/open-mcp** (🥉7 · ⭐ 270) - Turn a web API into an MCP server in 10 seconds and add it to the open source registry: https://open-mcp.org.\n...\n**awslabs/mcp** (🥇26 · ⭐ 6.7K) - AWS MCP servers for seamless integration with AWS services and resources.\n...\n**cloudflare/mcp-server-cloudflare** ...", "source": "web", "title": "tolkonepiu/best-of-mcp-servers", "url": "https://github.com/tolkonepiu/best-of-mcp-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": null, "last_updated": "2026-05-19", "place_metadata": null, "snippet": "from Astral, install Python, and configure AWS credentials with the required services.\n2. **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 ...", "source": "web", "title": "Installation | Welcome to Open Source MCP Servers for AWS", "url": "https://awslabs.github.io/mcp/installation"}, {"date": "2025-03-18", "last_updated": "2025-09-11", "place_metadata": null, "snippet": "Model Context Protocol (MCP) server for interacting with AWS", "source": "web", "title": "Profile of awslabs-mcp", "url": "https://pypi.org/user/awslabs-mcp/"}, {"date": "2025-04-01", "last_updated": "2026-07-20", "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": "2026-05-06", "last_updated": "2026-08-02", "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": "2025-10-02", "last_updated": "2026-07-08", "place_metadata": null, "snippet": "", "source": "web", "title": "Open Source Model Context Protocol (MCP) Server now ...", "url": "https://aws.amazon.com/about-aws/whats-new/2025/10/open-source-mcp-server-amazon-bedrock-agentcore/"}, {"date": "2025-07-22", "last_updated": "2026-07-28", "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 ...", "url": "https://aws.amazon.com/blogs/big-data/accelerating-development-with-the-aws-data-processing-mcp-server-and-agent/"}, {"date": "2025-05-29", "last_updated": "2026-07-30", "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 ...", "url": "https://aws.amazon.com/blogs/compute/introducing-aws-serverless-mcp-server-ai-powered-development-for-modern-applications/"}, {"date": "2026-07-15", "last_updated": "2026-07-17", "place_metadata": null, "snippet": "|Server Name|Primary Use Case|Key Features|Installation Method|Authentication Required|Transport Type|Official vs Community|Pricing/Free Tier|\n...\n|GitHub MCP Server|Code automation & analysis|Pull requests, code scanning, repository management|Docker container|GitHub Personal Access Token|stdio|Off...", "source": "web", "title": "The top 15 MCP servers for your AI projects - LogRocket Blog", "url": "https://blog.logrocket.com/top-15-mcp-servers-ai-projects/"}, {"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": "", "source": "web", "title": "Awesome MCP Servers", "url": "https://mcpservers.org/"}, {"date": "2026-05-19", "last_updated": "2026-07-31", "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.\nBuilt specifically for production AI workloads, TrueFoundry delivers **sub...", "source": "web", "title": "Top 5 AWS MCP Gateway Alternatives", "url": "https://www.truefoundry.com/blog/aws-mcp-gateway-alternatives"}, {"date": "2025-08-15", "last_updated": "2025-11-03", "place_metadata": null, "snippet": "", "source": "web", "title": "Anyone using a good open source Cloud based MCP that handles ...", "url": "https://www.reddit.com/r/mcp/comments/1mqvm80/anyone_using_a_good_open_source_cloud_based_mcp/"}]}
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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 ...", "url": "https://aws.amazon.com/blogs/machine-learning/unlocking-the-power-of-model-context-protocol-mcp-on-aws/"}, {"date": "2025-03-19", "last_updated": "2026-07-19", "place_metadata": null, "snippet": "", "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": "2026-06-28", "place_metadata": null, "snippet": "The Model Context Protocol (MCP) provides a standardized way for AI applications to interact with external data and capabilities.\n...\n1. Create a `requirements.txt` file with the required dependencies:\n```\n...\n**To configure and deploy**\n1. Install the AgentCore CLI if you haven’t already:\n```\nnpm i...", "source": "web", "title": "Stateful MCP server features - Amazon Bedrock AgentCore", "url": "https://docs.aws.amazon.com/bedrock-agentcore/latest/devguide/mcp-stateful-features.html"}, {"date": "2025-09-28", "last_updated": "2025-10-04", "place_metadata": null, "snippet": "Instead of relying only on the LLM’s internal knowledge, connect to **AWS Documentation MCP Server**:", "source": "web", "title": "Building AI Agents with MCP and Amazon Bedrock", "url": "https://medium.com/@manishshrivastava26/building-ai-agents-with-mcp-and-amazon-bedrock-from-basics-to-real-world-apps-42aa562af2d7"}, {"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", "source": "web", "title": "madhukarkumar/anthropic-mcp-servers: Model Context Protocol ...", "url": "https://github.com/madhukarkumar/anthropic-mcp-servers"}, {"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...\n|AWS Bedrock Data Automation MCP Server|Analyze documents, images, videos, and audio files| |\n...\n1. Follow the steps above in the **Installation a...", "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": "2026-04-09", "last_updated": "2026-05-17", "place_metadata": null, "snippet": "MCP is the protocol that lets AI agents use external tools reliably.\n...\n## Step 1 — Install the MCP SDK\n```\npip install mcp boto3 fastmcp\n...\nNow wire the deployed MCP server into a Bedrock agent:\n...\n# Your MCP server endpoint from Step 4c\nMCP_ENDPOINT = \"https://your-agentcore-endpoint.bedrock-ag...", "source": "web", "title": "I built an MCP server on AWS Bedrock in 30 minutes. Here's the ...", "url": "https://dev.to/ajbuilds/i-built-an-mcp-server-on-aws-bedrock-in-30-minutes-heres-the-exact-code-2e32"}, {"date": "2025-04-02", "last_updated": "2026-07-18", "place_metadata": null, "snippet": "{ts:1965} servers and uh guess what we are today we just announced a bunch of uh supported mCP servers on AWS it's a\n{ts:1972} combo of like open source servers that we're launching and some native servers that we're hosting for within Bedrock\n{ts:1978} but like I I expect many more uh oh yeah updat...", "source": "web", "title": "Explore Model Context Protocol (MCP) on AWS! | AWS Show ...", "url": "https://www.youtube.com/watch?v=15XhkcQdSrI"}, {"date": "2026-04-26", "last_updated": "2026-07-18", "place_metadata": null, "snippet": "In this tutorial, we walk through how to host an MCP (Model Context Protocol) server on Amazon Bedrock AgentCore Runtime using OAuth-based inbound authentication.\nWe use the Amazon Bedrock AgentCore Python SDK to wrap custom tools into an MCP-compatible server, allowing seamless communication betwee...", "source": "web", "title": "Deploy MCP Server on Amazon Bedrock AgentCore Runtime with Boto3 – OAuth via Amazon Cognito", "url": "https://www.youtube.com/watch?v=tXXLxzxADTs"}, {"date": "2025-12-09", "last_updated": "2026-03-28", "place_metadata": null, "snippet": "MCP (Model Context Protocol) is a standardized protocol enabling AI models to discover and invoke external tools.\nAgentCore Runtime supports MCP servers using **Streamable HTTP** transport, which provides:\n...\nMCP servers deployed to AgentCore Runtime must satisfy these constraints:\n|Requirement|Val...", "source": "web", "title": "Hosting MCP Servers | awslabs/amazon-bedrock-agentcore ...", "url": "https://deepwiki.com/awslabs/amazon-bedrock-agentcore-samples/4.1-hosting-mcp-servers"}, {"date": "2025-06-12", "last_updated": "2026-06-30", "place_metadata": null, "snippet": "", "source": "web", "title": "Amazon Bedrock Agents와 MCP(Model Context Protocol) 통합하기", "url": "https://aws.amazon.com/ko/blogs/tech/amazon-bedrock-agents-mcp-model-context-protocol/"}, {"date": "2025-05-01", "last_updated": "2026-07-27", "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.", "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": "2026-04-14", "last_updated": "2026-07-28", "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": "2025-04-04", "last_updated": "2026-07-29", "place_metadata": null, "snippet": "", "source": "web", "title": "Using a Simple MCP Server on Amazon Bedrock - Medium", "url": "https://seobs.medium.com/using-a-simple-mcp-server-on-amazon-bedrock-ade98f6c1d31"}, {"date": null, "last_updated": "2026-07-27", "place_metadata": null, "snippet": "Amazon Bedrock AgentCore Runtime lets you deploy and run Model Context Protocol (MCP) servers in the AgentCore Runtime.\n...\nWhen you configure a Amazon Bedrock AgentCore Runtime with the MCP protocol, the service expects MCP server containers to be available at the path `0.0.0.0:8000/mcp` , which is...", "source": "web", "title": "Deploy MCP servers in AgentCore Runtime", "url": "https://docs.aws.amazon.com/bedrock-agentcore/latest/devguide/runtime-mcp.html"}, {"date": "2025-03-26", "last_updated": "2026-06-30", "place_metadata": null, "snippet": "", "source": "web", "title": "How to create an MCP client for Amazon Bedrock", "url": "https://www.linkedin.com/posts/jeffbarr_model-context-protocol-mcp-is-an-emerging-activity-7310676957325574144-QbPo"}]}
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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.\nAs a note, if thes...", "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": "2025-04-01", "last_updated": "2026-07-20", "place_metadata": null, "snippet": "Model Context Protocol (MCP) is a standardized open protocol that enables seamless interaction between large language models (LLMs), data sources, and tools.\n...\nTo complete the solution, you need to have the following prerequisites in place:\n- uv package manager\n- Install Python using `uv python in...", "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": "2026-07-09", "place_metadata": null, "snippet": "AWS Labs' MCP (Model Context Protocol) is an open-source Python suite that connects AI coding assistants and agents to AWS services, documentation, and best practices.\nIt enables tools like Claude, Cline, and Cursor to access AWS capabilities through a standardized protocol, supporting infrastructur...", "source": "web", "title": "AWS MCP Servers: AI-Assisted Cloud Development & Deployment | DEV.co", "url": "https://dev.co/ai/mcp/awslabs-mcp"}, {"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": "2025-06-04", "last_updated": "2025-09-24", "place_metadata": null, "snippet": "MCP is an open protocol that connects AI models with AWS-specific tools, documentation, and services.\n...\nGetting started with MCP isn’t complicated.\nHere’s the basic flow:\n1. **Install the MCP servers** you need (each is a small Python service or Docker container).\n2. **Connect them** to your AI cl...", "source": "web", "title": "Simplifying Cloud Development with AWS MCP", "url": "https://medium.com/@sandeepkchoudhary/simplifying-cloud-development-with-aws-mcp-cc1d93f6cbad"}, {"date": "2025-05-29", "last_updated": "2026-07-30", "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 ...", "url": "https://aws.amazon.com/blogs/compute/introducing-aws-serverless-mcp-server-ai-powered-development-for-modern-applications/"}, {"date": null, "last_updated": "2026-06-26", "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.\n...\nFor resource creation and updates, the server follows this secure workfl...", "source": "web", "title": "AWS Cloud Control API MCP Server | Welcome to Open Source ...", "url": "https://awslabs.github.io/mcp/servers/ccapi-mcp-server"}, {"date": "2024-12-18", "last_updated": "2025-10-22", "place_metadata": null, "snippet": "A 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 your AWS resources during conversations.\n...\ngit clone https://github.com/RafalWilinski/aws-mcp\n...\n1. Open Claude desktop a...", "source": "web", "title": "RafalWilinski/aws-mcp - GitHub", "url": "https://github.com/RafalWilinski/aws-mcp"}, {"date": "2025-04-01", "last_updated": "2026-07-27", "place_metadata": null, "snippet": "We showcase an example of building an agent to understand your Amazon Web Service (AWS) spend by connecting to AWS Cost Explorer, Amazon CloudWatch, and Perplexity AI through MCP.\n...\nDeveloped by Anthropic as an open protocol, MCP provides a standardized way to connect AI models to virtually any da...", "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": "2025-04-02", "last_updated": "2026-07-18", "place_metadata": null, "snippet": "", "source": "web", "title": "Explore Model Context Protocol (MCP) on AWS! | AWS Show and ...", "url": "https://www.youtube.com/watch?v=15XhkcQdSrI"}, {"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": "2025-05-01", "last_updated": "2026-07-27", "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 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": null, "last_updated": "2026-07-19", "place_metadata": null, "snippet": "1. Define your capabilities (tools, resources, or prompts).\n2. Implement the AWS MCP Server server interface.\n3. Create capability schemas using JSON Schema.\n4. Implement authentication and authorization.\n5. Add error handling and logging.\n6. Test with AWS MCP Server-compatible clients.\n7. Document ...", "source": "web", "title": "Integrating MCP - AWS Marketplace", "url": "https://docs.aws.amazon.com/marketplace/latest/userguide/integrating-mcp.html"}, {"date": "2025-07-16", "last_updated": "2026-01-18", "place_metadata": null, "snippet": "", "source": "web", "title": "AWS API MCP Server - enables AI assistants to interact with ...", "url": "https://www.reddit.com/r/aws/comments/1m1qbyr/aws_api_mcp_server_enables_ai_assistants_to/"}, {"date": "2026-02-06", "last_updated": "2026-02-20", "place_metadata": null, "snippet": "AWS provides official MCP servers that extend AI assistants with deep AWS knowledge and tooling capabilities.\nThe 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 s...", "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": null, "last_updated": "2026-07-06", "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": "2025-08-15", "last_updated": "2026-03-28", "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...\n|Server Name|Description|Install|\n...\n|AWS Lambda Tool MCP Server|Execute Lambda functions as AI tools for private resource access| |\n...\nGeneral...", "source": "web", "title": "AWS MCP 伺服器 | MCP Servers · LobeHub", "url": "https://lobehub.com/zh-TW/mcp/awslabs-aws-docs-mcp"}]}
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Here's Why.", "url": "https://dev.to/aws/i-switched-to-the-agent-toolkit-for-aws-heres-why-5hf"}, {"date": "2026-03-02", "last_updated": "2026-07-21", "place_metadata": null, "snippet": "", "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": "2026-07-06", "place_metadata": null, "snippet": "", "source": "web", "title": "AWS Knowledge MCP Server", "url": "https://awslabs.github.io/mcp/servers/aws-knowledge-mcp-server"}, {"date": "2026-05-07", "last_updated": "2026-06-28", "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": "2025-06-18", "last_updated": "2026-04-16", "place_metadata": null, "snippet": "", "source": "web", "title": "RFC: AWS IAM MCP Server · Issue #620 · awslabs/mcp", "url": "https://github.com/awslabs/mcp/issues/620"}, {"date": null, "last_updated": "2026-05-08", "place_metadata": null, "snippet": "", "source": "web", "title": "security_iam_service-with-iam.md", "url": "https://docs.aws.amazon.com/agent-toolkit/latest/userguide/security_iam_service-with-iam.md"}, {"date": "2025-12-02", "last_updated": "2026-05-17", "place_metadata": null, "snippet": "", "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": "2025-03-21", "last_updated": "2026-03-17", "place_metadata": null, "snippet": "", "source": "web", "title": "awslabs/mcp: Open source MCP Servers for AWS", "url": "https://github.com/awslabs/mcp"}, {"date": "2026-05-18", "last_updated": "2026-07-10", "place_metadata": null, "snippet": "Yes, one of the biggest advantages of AWS MCP Server Architecture is that it inherits standard IAM controls.\nOrganizations can create IAM roles, or apply explicit deny policies blocking destructive actions such as resource, infrastructure modification, or privilege escalation.", "source": "web", "title": "How The Aws Mcp Server Works...", "url": "https://www.bacancytechnology.com/blog/aws-mcp-server-guide"}, {"date": "2026-07-09", "last_updated": "2026-08-02", "place_metadata": null, "snippet": "", "source": "web", "title": "Introducing OAuth Support for AWS MCP Server", "url": "https://aws.amazon.com/blogs/security/introducing-oauth-support-for-aws-mcp-server/"}, {"date": "2026-05-11", "last_updated": "2026-07-13", "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。", "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": "2026-06-09", "last_updated": "2026-07-12", "place_metadata": null, "snippet": "", "source": "web", "title": "AWS MCP Server - AWS Sign-In", "url": "https://docs.aws.amazon.com/signin/latest/userguide/aws-mcp-server.html"}, {"date": "2025-04-01", "last_updated": "2026-07-20", "place_metadata": null, "snippet": "", "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": "2026-06-17", "last_updated": "2026-07-14", "place_metadata": null, "snippet": "curl -LsSf https://astral.sh/uv/install.sh | sh\n...\n# 推奨: IAM Identity Center（15分ごと自動ローテーション、最大12時間）\n...\n# 設定確認\naws sts get-caller-identity\n```\n> ```\n> aws login\n> ```\n> （IAM Identity Center経由）が最も安全です。静的IAMキー（\n> ```\n> aws configure\n> ```\n> ）は漏洩リスクがあるため非推奨です。\n...\nMCP Server経由のすべてのAPI呼び出しはCloudTrailに記...", "source": "web", "title": "AWS MCP Server GA入門 — AIエージェントが300サービスを ...", "url": "https://qiita.com/kai_kou/items/46e04241395754f4fc65"}, {"date": "2026-04-30", "last_updated": "2026-07-14", "place_metadata": null, "snippet": "", "source": "web", "title": "10 Best Practices to Secure MCP Servers", "url": "https://builder.aws.com/content/3AhUQwsagNYcNcTAGa7X9aqDUAD/10-best-practices-to-secure-mcp-servers"}]}
{"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://aws.amazon.com/blogs/mt/enhance-your-aiops-introducing-amazon-cloudwatch-and-application-signals-mcp-servers/", "https://www.pulsemcp.com/servers/awslabs-log-analyzer-cloudwatch", "https://mcpservers.org/servers/serkanh/cloudwatch-logs-mcp", "https://awslabs.github.io/mcp/servers/cloudwatch-applicationsignals-mcp-server", "https://hub.docker.com/r/mcp/cloudwatch-mcp-server", "https://awslabs.github.io/mcp/servers/cloudwatch-mcp-server", "https://www.reddit.com/r/aws/comments/1jn08wh/i_vibe_coded_an_mcp_server_that_feeds_cloudwatch/", "https://aws.amazon.com/blogs/database/amazon-rds-log-analysis-natural-language-queries-with-kiro-and-mcp/", "https://awslabs.github.io/mcp/ja/servers/cloudwatch-mcp-server", "https://github.com/awslabs/Log-Analyzer-with-MCP", "https://mcp.aibase.com/server/1916355537636663298", "https://www.aitoolhouse.com/mcp-servers/awslabs-log-analyzer-cloudwatch", "https://github.com/awslabs/mcp/blob/main/src/cloudwatch-logs-mcp-server/README.md", "https://github.com/CharlieFng/cloudwatch-mcp", "https://1server.ai/servers/6a00f0424ba3a0722d07b438/log-analyzer-with-mcp/", "https://gallery.ecr.aws/awslabs-mcp/awslabs/cloudwatch-logs-mcp-server", "https://www.youtube.com/watch?v=JPKfv-b128g"], "search_results": [{"date": "2025-07-11", "last_updated": "2026-07-22", "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 ...", "url": "https://www.satitechnology.com/blog/aws-mcp-servers-claude-code-45-ai-tools/"}, {"date": "2025-08-18", "last_updated": "2026-07-12", "place_metadata": null, "snippet": "", "source": "web", "title": "Enhance your AIOps: Introducing Amazon CloudWatch and ...", "url": "https://aws.amazon.com/blogs/mt/enhance-your-aiops-introducing-amazon-cloudwatch-and-application-signals-mcp-servers/"}, {"date": null, "last_updated": "2026-07-06", "place_metadata": null, "snippet": "", "source": "web", "title": "Official Log Analyzer with CloudWatch Logs MCP Server - PulseMCP", "url": "https://www.pulsemcp.com/servers/awslabs-log-analyzer-cloudwatch"}, {"date": null, "last_updated": "2026-07-13", "place_metadata": null, "snippet": "", "source": "web", "title": "Cloud Watch Logs MCP Server", "url": "https://mcpservers.org/servers/serkanh/cloudwatch-logs-mcp"}, {"date": "2024-01-15", "last_updated": "2026-07-13", "place_metadata": null, "snippet": "", "source": "web", "title": "CloudWatch Application Signals MCP Server", "url": "https://awslabs.github.io/mcp/servers/cloudwatch-applicationsignals-mcp-server"}, {"date": "2025-04-19", "last_updated": "2026-07-13", "place_metadata": null, "snippet": "", "source": "web", "title": "mcp/cloudwatch-mcp-server - Docker Image", "url": "https://hub.docker.com/r/mcp/cloudwatch-mcp-server"}, {"date": "2025-04-19", "last_updated": "2026-07-30", "place_metadata": null, "snippet": "- Runs a Logs Insights query across multiple log groups and regions in a single call, automatically chunking log groups (max 50 per query), throttling concurrency (max 7 per region), polling for completion, retrying failures, and splitting time ranges when hitting the 10,000-record or timeout limits...", "source": "web", "title": "CloudWatch MCP Server | Welcome to Open Source MCP Servers ...", "url": "https://awslabs.github.io/mcp/servers/cloudwatch-mcp-server"}, {"date": "2025-03-30", "last_updated": "2025-11-03", "place_metadata": null, "snippet": "", "source": "web", "title": "I vibe coded an MCP server that feeds CloudWatch logs ...", "url": "https://www.reddit.com/r/aws/comments/1jn08wh/i_vibe_coded_an_mcp_server_that_feeds_cloudwatch/"}, {"date": "2026-07-01", "last_updated": "2026-07-29", "place_metadata": null, "snippet": "1. Set up your AWS profile:\n```\naws configure --profile Profile Name\nAWS Access Key ID: [Your access key]\nAWS Secret Access Key: [Your secret key]\nDefault region name: [your-region]\n...\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 r...", "source": "web", "title": "Amazon RDS log analysis: natural language queries with Kiro and MCP | Amazon Web Services", "url": "https://aws.amazon.com/blogs/database/amazon-rds-log-analysis-natural-language-queries-with-kiro-and-mcp/"}, {"date": "2025-04-19", "last_updated": "2026-07-20", "place_metadata": null, "snippet": "", "source": "web", "title": "AWS Labs CloudWatch MCPサーバー | Welcome to Open Source MCP Servers for AWS", "url": "https://awslabs.github.io/mcp/ja/servers/cloudwatch-mcp-server"}, {"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": "2025-04-28", "last_updated": "2025-12-20", "place_metadata": null, "snippet": "", "source": "web", "title": "MCP Amazon Cloudwatch Logs", "url": "https://mcp.aibase.com/server/1916355537636663298"}, {"date": "2025-06-30", "last_updated": "2025-08-21", "place_metadata": null, "snippet": "", "source": "web", "title": "Log Analyzer with CloudWatch Logs MCP Server by AWS", "url": "https://www.aitoolhouse.com/mcp-servers/awslabs-log-analyzer-cloudwatch"}, {"date": "2025-03-21", "last_updated": "2025-07-28", "place_metadata": null, "snippet": "", "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": "2025-05-06", "last_updated": "2026-04-17", "place_metadata": null, "snippet": "- Features:\n- Automatically parses JSON in @message field\n- Returns structured data for JSON messages\n- Handles multiple log groups in a single query", "source": "web", "title": "GitHub - CharlieFng/cloudwatch-mcp", "url": "https://github.com/CharlieFng/cloudwatch-mcp"}, {"date": null, "last_updated": "2026-07-21", "place_metadata": null, "snippet": "", "source": "web", "title": "Log Analyzer with MCP - 1 Server", "url": "https://1server.ai/servers/6a00f0424ba3a0722d07b438/log-analyzer-with-mcp/"}, {"date": null, "last_updated": "2026-06-20", "place_metadata": null, "snippet": "", "source": "web", "title": "AWS Labs MCP/awslabs/cloudwatch-logs-mcp-server", "url": "https://gallery.ecr.aws/awslabs-mcp/awslabs/cloudwatch-logs-mcp-server"}, {"date": "2025-09-08", "last_updated": "2026-07-29", "place_metadata": null, "snippet": "", "source": "web", "title": "Stop Fighting Fires: AI-Powered AWS Operations with MCP ...", "url": "https://www.youtube.com/watch?v=JPKfv-b128g"}]}
{"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://mcpmarket.com/server/aws-instances", "https://www.youtube.com/watch?v=BNoEMFc2Rv4", "https://datafaucet.dev/blog/ec2-mcp-server", "https://hidekazu-konishi.com/entry/mcp_server_aws_lambda_complete_guide.html", "https://pypi.org/project/awslabs.ec2-mcp-server/", "https://github.com/awslabs/mcp", "https://www.reddit.com/r/modelcontextprotocol/comments/1kr59ar/how_to_deploy_a_remote_mcp_server_on_aws_ec2/", "https://github.com/LokiMCPUniverse/aws-mcp-server", "https://docs.aws.amazon.com/pdfs/aws-mcp/latest/userguide/mcp-ug.pdf", "https://qiita.com/yoshimi0227/items/cd97de409813fa408813", "https://aws.amazon.com/blogs/contact-center/using-mcp-with-amazon-connect-to-monitor-operational-readiness/", "https://aws.amazon.com/blogs/mt/prometheus-mcp-server-ai-driven-monitoring-intelligence-for-aws-users/", "https://opensearch.org/blog/opensearch-mcp-server-empowering-the-amazon-ec2-teams-droplet-analysis/", "https://awslabs.github.io/mcp/servers/aws-api-mcp-server", "https://awslabs.github.io/mcp/", "https://docs.aws.amazon.com/agent-toolkit/latest/userguide/mcp-server.html", "https://awslabs.github.io/mcp/servers/ecs-mcp-server", "https://aws.amazon.com/blogs/devops/introducing-aws-cloud-control-api-mcp-server-natural-language-infrastructure-management-on-aws/"], "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": 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": "2025-04-03", "last_updated": "2025-08-24", "place_metadata": null, "snippet": "An intelligent AWS monitoring and incident response solution using Anthropic's Model Control Protocol (MCP).\nThis solution empowers users to monitors AWS resources, analyzes CloudWatch logs and metrics for various services (Amazon Bedrock, EC2, IAM, CloudTrail, VPC, RDS, etc), identifies trends, pat...", "source": "web", "title": "AWS Incident Response with MCP Servers", "url": "https://www.youtube.com/watch?v=BNoEMFc2Rv4"}, {"date": "2026-06-01", "last_updated": "2026-07-20", "place_metadata": null, "snippet": "An MCP server for EC2 lets your AI agent check instance status, monitor CPU and network metrics, list running instances by tag, and inspect security group configurations directly from Claude, Cursor, or Windsurf through DataFaucet.\n...\n1. Go to DataFaucet and enter your EC2 console URL\n2. Authentica...", "source": "web", "title": "EC2 MCP Server: Give AI Agents Access to Instance Status, Metrics, and Fleet Health", "url": "https://datafaucet.dev/blog/ec2-mcp-server"}, {"date": "2026-04-28", "last_updated": "2026-07-13", "place_metadata": null, "snippet": "We use AWS SAM (Serverless Application Model) with Python 3.12.\nSAM is the lowest-friction option for a single-function MCP server; for fleets of servers, switch to CDK or Terraform — the function code remains identical.\n...\nname=\"list_ec2_instances\",\ndescription=\"List EC2 instances in the current a...", "source": "web", "title": "MCP Server on AWS Lambda Complete Guide", "url": "https://hidekazu-konishi.com/entry/mcp_server_aws_lambda_complete_guide.html"}, {"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", "url": "https://pypi.org/project/awslabs.ec2-mcp-server/"}, {"date": "2025-03-21", "last_updated": "2026-03-17", "place_metadata": null, "snippet": "", "source": "web", "title": "awslabs/mcp: Open source MCP Servers for AWS", "url": "https://github.com/awslabs/mcp"}, {"date": "2025-05-20", "last_updated": "2026-01-19", "place_metadata": null, "snippet": "", "source": "web", "title": "How to Deploy a Remote MCP Server on AWS EC2", "url": "https://www.reddit.com/r/modelcontextprotocol/comments/1kr59ar/how_to_deploy_a_remote_mcp_server_on_aws_ec2/"}, {"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": 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": "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": "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 ...", "url": "https://aws.amazon.com/blogs/contact-center/using-mcp-with-amazon-connect-to-monitor-operational-readiness/"}, {"date": "2025-12-09", "last_updated": "2026-07-24", "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 ...", "url": "https://aws.amazon.com/blogs/mt/prometheus-mcp-server-ai-driven-monitoring-intelligence-for-aws-users/"}, {"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": "2026-07-30", "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", "url": "https://awslabs.github.io/mcp/servers/aws-api-mcp-server"}, {"date": null, "last_updated": "2026-07-31", "place_metadata": null, "snippet": "", "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": "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": null, "last_updated": "2026-07-19", "place_metadata": null, "snippet": "", "source": "web", "title": "Amazon ECS MCP Server", "url": "https://awslabs.github.io/mcp/servers/ecs-mcp-server"}, {"date": "2025-08-13", "last_updated": "2026-07-24", "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...\nThe CCAPI MCP Server transforms infrastructure manageme...", "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/"}]}
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"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": "2025-06-12", "last_updated": "2026-06-15", "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.\nWe implement the MCP logic using the official open-source libraries, add sample “tool...", "source": "web", "title": "MCP Server on AWS – Connector Platform for Secure Agent ...", "url": 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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": "2026-07-17", "place_metadata": null, "snippet": "Connect Customer supports Model Context Protocol (MCP), enabling AI agents for both end-customer\nself-service and employee assistance to use standardized tools for retrieving information\nand completing actions.\n...\nYou can use third-party integrations through Amazon Bedrock AgentCore Gateway.\nBy reg...", "source": "web", "title": "Enable AI agents to retrieve information and complete ...", "url": "https://docs.aws.amazon.com/connect/latest/adminguide/ai-agent-mcp-tools.html"}, {"date": "2026-06-17", "last_updated": "2026-07-27", "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 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"place_metadata": null, "snippet": "", "source": "web", "title": "awslabs/mcp: Open source MCP Servers for AWS", "url": "https://github.com/awslabs/mcp"}, {"date": "2025-04-01", "last_updated": "2026-07-27", "place_metadata": null, "snippet": "", "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": "2025-04-02", "last_updated": "2026-07-18", "place_metadata": null, "snippet": "In this episode of AWS Show and Tell - Gen AI, learn how your organization can break down data silos and accelerate generative AI workloads on AWS using Anthropic’s open-source, model-agnostic Model Context Protocol (MCP).", "source": "web", "title": "Explore Model Context Protocol (MCP) on AWS! | AWS Show ...", "url": "https://www.youtube.com/watch?v=15XhkcQdSrI"}, {"date": "2025-08-13", "last_updated": "2026-07-24", "place_metadata": null, "snippet": 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cutoff.\n...\nThe AWS MCP Ser...", "source": "web", "title": "Agent Toolkit for AWS - For Kiro, Claude Code, Codex, & ...", "url": "https://aws.amazon.com/products/developer-tools/agent-toolkit-for-aws/"}, {"date": "2025-05-29", "last_updated": "2026-07-25", "place_metadata": null, "snippet": "Today, we’re excited to announce the launch of the open source Model Context Protocol (MCP) server for Amazon Elastic Kubernetes Service (Amazon EKS).\nThis new capability enables artificial intelligence (AI) code assistants such as Amazon Q Developer CLI, Cline, and Cursor to seamlessly interact wit...", "source": "web", "title": "Accelerating application development with the Amazon EKS ...", "url": "https://aws.amazon.com/blogs/containers/accelerating-application-development-with-the-amazon-eks-model-context-protocol-server/"}, {"date": "2025-03-21", "last_updated": "2026-03-17", "place_metadata": null, "snippet": "", "source": "web", "title": "awslabs/mcp: Open source MCP Servers for AWS", "url": "https://github.com/awslabs/mcp"}, {"date": "2026-07-15", "last_updated": "2026-07-29", "place_metadata": null, "snippet": "", "source": "web", "title": "Amazon Q Developer: Your AI code assistant - AWS", "url": "https://aws.amazon.com/q/developer/build/"}, {"date": "2025-04-01", "last_updated": "2026-07-27", "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...\n2. **Client**: You create two clients that establish one-to-one connections with their respective servers: a cost exp...", "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": "2025-12-06", "last_updated": "2026-07-08", "place_metadata": null, "snippet": "", "source": "web", "title": "AWS re:Invent 2025 - Build AI-powered developer experiences with MCP on ECS and EKS (CNS358)", "url": "https://www.youtube.com/watch?v=HJz_kW1tEAk"}, {"date": "2025-07-16", "last_updated": "2026-01-18", "place_metadata": null, "snippet": "", "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/"}, {"date": "2025-03-20", "last_updated": "2025-11-04", "place_metadata": null, "snippet": "### AWS CodePipeline MCP Server – A Model Context Protocol server that integrates with AWS CodePipeline, allowing users to manage pipelines through Windsurf and Cascade using natural language commands.", "source": "web", "title": "A Model Context Protocol server that integrates with AWS CodePipeline ...", "url": "https://www.reddit.com/r/mcp/comments/1jfv50t/aws_codepipeline_mcp_server_a_model_context/"}]}
{"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://hub.docker.com/r/mcp/aws-api-mcp-server", "https://mcpservers.org/servers/runjivu/use_aws_mcp", "https://awslabs.github.io/mcp/servers/aws-api-mcp-server", "https://github.com/IcyKallen/aws-cli-mcp-server/blob/main/README.md", "https://docs.aws.amazon.com/amazonq/latest/qdeveloper-ug/command-line-mcp-config-CLI.html", "https://aws.amazon.com/about-aws/whats-new/2025/10/aws-api-mcp-server-v1-0-0-release/", "https://playbooks.com/mcp/alexei-led/aws-mcp-server", "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://aws.amazon.com/blogs/security/introducing-oauth-support-for-aws-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://claudemarketplaces.com/mcp/musaddiq-dev/aws-cli-mcp-server"], "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": "2025-11-06", "last_updated": "2026-02-28", "place_metadata": null, "snippet": "Execute 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 command needed to fulfill a user's request.\nAlways prefer this tool over 'suggest_aws_commands' when you have a specific command in mind.\nKey points: - T...", "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": null, "last_updated": "2026-07-30", "place_metadata": null, "snippet": "set AWS_API_MCP_TRANSPORT=streamable-http\nset AUTH_TYPE=no-auth\n...\nThis MCP server executes AWS CLI commands as instructed by an AI model, which can be vulnerable to prompt injection attacks:\n- **Do not connect this MCP server to data sources with untrusted data**(e.g., CloudWatch logs containing r...", "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": 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": "2025-10-01", "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": "2025-12-07", "last_updated": "2026-03-29", "place_metadata": null, "snippet": "Enables Claude to execute AWS CLI commands via an MCP server with policy-controlled access.\n...\nYou can use this MCP server to run AWS CLI commands on Claude’s behalf, enabling Claude to access and manage AWS resources through a secure, policy-governed interface.\nIt wraps the AWS CLI itself, so Clau...", "source": "web", "title": "AWS MCP Server - playbooks", "url": "https://playbooks.com/mcp/alexei-led/aws-mcp-server"}, {"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": "2026-07-29", "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": "2026-07-24", "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": "2026-07-09", "last_updated": "2026-08-02", "place_metadata": null, "snippet": "Run the following command to add the AWS MCP Server endpoint to your agent’s configuration as shown in Figure 1:\n`claude mcp add --transport http aws-mcp https://aws-mcp.us-east-1.api.aws/mcp`\n...\nAfter connecting your agent to the AWS MCP Server, you can begin invoking tools provided by the server....", "source": "web", "title": "Introducing OAuth Support for AWS MCP Server", "url": "https://aws.amazon.com/blogs/security/introducing-oauth-support-for-aws-mcp-server/"}, {"date": "2026-05-06", "last_updated": "2026-08-02", "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": "2026-02-05", "last_updated": "2026-03-29", "place_metadata": null, "snippet": "", "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": "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"}]}
{"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://github.com/dnavarrom/aws-cost-explorer", "https://aws.amazon.com/about-aws/whats-new/2017/11/introducing-the-aws-cost-explorer-api/", "https://docs.aws.amazon.com/ja_jp/cost-management/latest/userguide/ce-api.html", "https://aws.amazon.com/blogs/aws/new-interactive-aws-cost-explorer-api/", "https://docs.aws.amazon.com/cost-management/latest/userguide/ce-api-best-practices.html", "https://medium.com/@devops_83824/report-your-aws-costs-programmatically-using-the-cost-explorer-api-aa8dc0f9d8f1", "https://repost.aws/questions/QUlAiIOPYmSlu6O4KEJr47NA/different-total-cost-in-cost-explorer-vs-api", "https://aws.amazon.com/aws-cost-management/aws-cost-explorer/", "https://docs.nexla.com/user-guides/connectors/aws_ce_api/overview", "https://docs.aws.amazon.com/zh_tw/cost-management/latest/userguide/ce-api.html", "https://repost.aws/questions/QUarPfV277TIGuTr9kO-I0rQ/generate-cost-explorer-saved-reports-with-api", "https://aws.amazon.com/jp/blogs/news/new-interactive-aws-cost-explorer-api/", "https://www.reddit.com/r/aws/comments/1kgvugt/why_is_the_monthly_total_i_get_from_the_cost/", "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": "2017-12-08", "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#### getCostForADay(date, opts, callback)", "source": "web", "title": "GitHub - dnavarrom/aws-cost-explorer: Simple AWS Cost Explorer API Implementation", "url": "https://github.com/dnavarrom/aws-cost-explorer"}, {"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": null, "last_updated": "2026-05-05", "place_metadata": null, "snippet": "Cost Explorer API を使用すると、コストと使用状況データをプログラムでクエリできます。合計月次コストや 1 日の総使用状況などの集計データに対してクエリを実行することができます。また、実稼働環境の DynamoDB データベーステーブルの日次書き込みオペレーションの数など、詳細なデータをクエリすることもできます。\n...\nCost Explorer API には次のエンドポイントが用意されています。\nhttps://ce.us-east-1.amazonaws.com\n...\nユーザーには、 AWS Cost Explorer API をクエリするための明示的なアクセス許可が付...", "source": "web", "title": "AWS Cost Explorer API の使用 - AWS コスト管理", "url": "https://docs.aws.amazon.com/ja_jp/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": null, "last_updated": "2026-03-27", "place_metadata": null, "snippet": "A user must be granted explicit permissions to query the Cost Explorer API.\nGranting a\nuser access to the Cost Explorer API gives that user query access to any cost and\nusage data available to that account.\n...\nWhen querying the Cost Explorer API, we recommend using filtering conditions to refine yo...", "source": "web", "title": "Best practices for the AWS Cost Explorer API", "url": "https://docs.aws.amazon.com/cost-management/latest/userguide/ce-api-best-practices.html"}, {"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": "2023-04-04", "last_updated": "2025-02-21", "place_metadata": null, "snippet": "client = boto3.client(\"ce\")", "source": "web", "title": "Different Total Cost in Cost Explorer vs API", "url": "https://repost.aws/questions/QUlAiIOPYmSlu6O4KEJr47NA/different-total-cost-in-cost-explorer-vs-api"}, {"date": "2026-07-15", "last_updated": "2026-07-23", "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 - AWS Cost Explorer", "url": "https://aws.amazon.com/aws-cost-management/aws-cost-explorer/"}, {"date": null, "last_updated": "2026-06-11", "place_metadata": null, "snippet": "Our bi-directional AWS Cost Explorer API connector is purpose-built for AWS Cost Explorer API, making it simple to ingest data, sync it across systems, and deliver it anywhere — all with no coding required.", "source": "web", "title": "AWS Cost Explorer API | Nexla Docs", "url": "https://docs.nexla.com/user-guides/connectors/aws_ce_api/overview"}, {"date": null, "last_updated": "2026-03-24", "place_metadata": null, "snippet": "Cost Explorer API 可讓您以程式設計方式查詢成本和用量資料。您可以查詢彙總資料，例如每月費用總計或每日用量總計。您也可以查詢精細資料，例如生產環境中 DynamoDB 資料庫表格的每日寫入操作數。\n...\nCost Explorer API 提供下列端點：\nhttps://ce.us-east-1.amazonaws.com\n...\n使用者必須獲得明確許可才能查詢 AWS Cost Explorer API。如需授予使用者必要許可的政策，請參閱 檢視成本和用量。", "source": "web", "title": "使用 AWS Cost Explorer API", "url": "https://docs.aws.amazon.com/zh_tw/cost-management/latest/userguide/ce-api.html"}, {"date": "2024-06-24", "last_updated": "2025-02-10", "place_metadata": null, "snippet": "**Generate and Download Reports:**\nUse get_cost_and_usage in Boto3 to retrieve cost data based on your desired filters and timeframe.\nProcess and format the retrieved data as needed for your report (e.g., tables, charts).\nUtilize libraries like pandas or csv to save the formatted data in your prefer...", "source": "web", "title": "Generate Cost Explorer Saved Reports with API", "url": "https://repost.aws/questions/QUarPfV277TIGuTr9kO-I0rQ/generate-cost-explorer-saved-reports-with-api"}, {"date": "2017-11-24", "last_updated": "2026-03-25", "place_metadata": null, "snippet": "本日より、コストエクスプローラーにフィードする基盤データをプログラムで利用可能になります。新しいコストエクスプローラー API により、前述したすべてを実行できる一連の関数が提供されます。\n複数のディメンション (サービス、関連アカウント、タグ、アベイラビリティーゾーンなど) にわたりフィルタリングおよびグループ化されたコストと使用量を、日別または月別に集計して取得できます。\n...\n`GetCostAndUsage` – フィルタリングとグループ化により、1 つのアカウントまたはすべてのアカウント (組織のマスターアカウントはすべてのメンバーアカウントにアクセスできる) のコストおよび使用量...", "source": "web", "title": "新機能 – インタラクティブな AWS コストエクスプローラー API | Amazon Web Services", "url": "https://aws.amazon.com/jp/blogs/news/new-interactive-aws-cost-explorer-api/"}, {"date": "2025-05-07", "last_updated": "2026-01-16", "place_metadata": null, "snippet": "session = get_aws_session()\nce_client = session.client('ce')\n# Determine the first and last day of the previous month\n...\nlast_end =_of_month timedelta(days1)\nlast_start =_month_end(day=)\nresponse = ce_client.get_cost_and_usage(", "source": "web", "title": "Why is the monthly total I get from the Cost Explorer API just slightly ...", "url": "https://www.reddit.com/r/aws/comments/1kgvugt/why_is_the_monthly_total_i_get_from_the_cost/"}, {"date": "2026-02-01", "last_updated": "2026-07-21", "place_metadata": null, "snippet": "- • Web UI: Free\n- • API: $0.01/request • Hourly Granularity: $0.01/1,000 records\n...\nAPI pricing at $0.01 per request enables programmatic access for automation and integration.\n...\nThe web interface is completely free.\nAPI access costs $0.01 per request for your primary billing view.\nFor custom bi...", "source": "web", "title": "AWS Cost Explorer Pricing Calculator & Guide (Jul 2026)", "url": "https://costgoat.com/pricing/aws-cost-explorer"}, {"date": "2021-02-17", "last_updated": "2026-01-18", "place_metadata": null, "snippet": "", "source": "web", "title": "Dear AWS: Cost Explorer APIs Should be Free (or have a ...", "url": "https://www.reddit.com/r/aws/comments/llvf2y/dear_aws_cost_explorer_apis_should_be_free_or/"}]}
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AWS Lambda Complete Guide", "url": "https://hidekazu-konishi.com/entry/mcp_server_aws_lambda_complete_guide.html"}, {"date": "2025-06-15", "last_updated": "2026-07-17", "place_metadata": null, "snippet": "", "source": "web", "title": "Guide to Building a Remote MCP Server with API Gateway ...", "url": "https://builder.aws.com/content/2yY11khaXLP00QeEowkp75zXhUV/guide-to-building-a-remote-mcp-server-with-api-gateway-and-aws-lambda"}, {"date": "2026-02-02", "last_updated": "2026-02-07", "place_metadata": null, "snippet": "", "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": "2025-05-29", "last_updated": "2026-07-30", "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 ...", "url": "https://aws.amazon.com/blogs/compute/introducing-aws-serverless-mcp-server-ai-powered-development-for-modern-applications/"}, {"date": "2025-08-09", "last_updated": "2026-01-18", "place_metadata": null, "snippet": "", "source": "web", "title": "API Gateway MCP : r/aws", "url": "https://www.reddit.com/r/aws/comments/1mk33et/api_gateway_mcp/"}, {"date": "2025-05-19", "last_updated": "2025-05-27", "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/", "source": "web", "title": "Building a Remote MCP Server with FastMCP + API Gateway + Lambda", "url": "https://medium.com/@5enxia/building-a-remote-mcp-server-with-fastmcp-api-gateway-lambda-dc3351ec1fec"}, {"date": "2025-10-22", "last_updated": "2025-10-22", "place_metadata": null, "snippet": "", "source": "web", "title": "Building Serverless MCP Servers on AWS Lambda | AWS Developers Podcast", "url": "https://www.youtube.com/watch?v=p0ys-zQpNus"}, {"date": "2025-07-18", "last_updated": "2025-08-16", "place_metadata": null, "snippet": "", "source": "web", "title": "Serverless MCP on AWS: Lambda vs. Fargate for Agentic ...", "url": "https://www.linkedin.com/pulse/serverless-mcp-aws-lambda-vs-fargate-agentic-ai-ran-isenberg-h4xkf"}, {"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": "2025-03-21", "last_updated": "2025-09-17", "place_metadata": null, "snippet": "", "source": "web", "title": "Run Model Context Protocol (MCP) servers with AWS ...", "url": "https://github.com/awslabs/run-model-context-protocol-servers-with-aws-lambda"}, {"date": "2025-05-04", "last_updated": "2026-06-25", "place_metadata": null, "snippet": "", "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": "2026-05-06", "last_updated": "2026-07-07", "place_metadata": null, "snippet": "", "source": "web", "title": "Build Your Own Serverless MCP Backend Using AWS ...", "url": "https://www.youtube.com/watch?v=J5eijLVkuek"}, {"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": "2025-05-05", "last_updated": "2025-09-11", "place_metadata": null, "snippet": "|Directory|Runtime|IaC|Description|\n...\n|stateless-mcp-on-lambda-nodejs|Node.js|Terraform|A sample implementation of a remote stateless MCP Server running natively on AWS Lambda and Amazon API Gateway|", "source": "web", "title": "aws-samples/sample-serverless-mcp-servers", "url": "https://github.com/aws-samples/sample-serverless-mcp-servers"}, {"date": "2025-08-13", "last_updated": "2026-05-30", "place_metadata": null, "snippet": "", "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": "2025-04-22", "last_updated": "2025-08-16", "place_metadata": null, "snippet": "\"Streamable HTTP\" MCP server deployed on AWS Lambda and amazon API Gateway.", "source": "web", "title": "GitHub - aarora79/streamable-mcp-serverless: \"Streamable HTTP\" MCP server deployed on AWS Lambda and amazon API Gateway. The server provides a tool for Amazon Bedrock spend analysis.", "url": "https://github.com/aarora79/streamable-mcp-serverless"}]}
{"engine": "perplexity", "model": "sonar", "index": 23, "phrasing": "Best MCP server for letting an LLM query Amazon RDS databases", "citations": ["https://awslabs.github.io/mcp/servers/postgres-mcp-server", "https://github.com/geobio/mcp-servers", "https://github.com/aws-rds-mcp", "https://www.opensourcedrop.com/explore/mcp-servers-data", "https://www.infoworld.com/article/4181843/10-mcp-servers-to-connect-llms-with-databases.html", "https://www.youtube.com/watch?v=bk9BvZVyzho", "https://awslabs.github.io/mcp/", "https://www.linkedin.com/posts/doerrfeldbill_10-mcp-servers-to-connect-llms-with-databases-activity-7469861906326011919-aBTy", "https://ca-srg.dev/2084358b43f780cba23cdafad3a6c441", "https://github.com/aws-rds-mcp/rds-management", "https://github.com/awslabs/mcp", "https://www.computerwoche.de/article/4183526/mcp-server-fur-datenbanken.html", "https://github.com/awslabs/mcp/", "https://lobehub.com/ja/mcp/aws-rds-mcp-rds-management", "https://www.linkedin.com/pulse/top-5-mcp-servers-supercharge-your-cloud-infrastructure-nonmc", "https://dev.to/kazuya_dev/aws-reinvent-2025-coding-an-mcp-server-for-amazon-aurora-dat429-34mj", "https://aws.amazon.com/blogs/database/supercharging-aws-database-development-with-aws-mcp-servers/", "https://www.youtube.com/watch?v=QVSpoIprwf8", "https://www.reddit.com/r/LLMDevs/comments/1ku893a/mcp_server_to_connect_llm_agents_to_any_database/"], "search_results": [{"date": null, "last_updated": "2026-07-14", "place_metadata": null, "snippet": "### Natural language to Postgres SQL query​\n- 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", "url": "https://awslabs.github.io/mcp/servers/postgres-mcp-server"}, {"date": "2025-06-10", "last_updated": "2025-07-13", "place_metadata": null, "snippet": "- **Alibaba Cloud RDS** - 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awslabs/mcp: AWS MCP Servers — helping you get the most out of AWS, wherever you use MCP.", "url": "https://github.com/awslabs/mcp/"}, {"date": "2025-08-05", "last_updated": "2026-03-28", "place_metadata": null, "snippet": "", "source": "web", "title": "AWS Labs RDS Management MCP Server", "url": "https://lobehub.com/ja/mcp/aws-rds-mcp-rds-management"}, {"date": "2026-03-17", "last_updated": "2026-07-13", "place_metadata": null, "snippet": "", "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": "2025-12-05", "last_updated": "2025-12-07", "place_metadata": null, "snippet": "", "source": "web", "title": "AWS re:Invent 2025 - Coding an MCP server for Amazon ...", "url": "https://dev.to/kazuya_dev/aws-reinvent-2025-coding-an-mcp-server-for-amazon-aurora-dat429-34mj"}, {"date": "2025-06-27", "last_updated": "2026-07-26", "place_metadata": null, "snippet": "|**Database service**|**Directory**|", "source": "web", "title": "Supercharging AWS database development with ...", "url": "https://aws.amazon.com/blogs/database/supercharging-aws-database-development-with-aws-mcp-servers/"}, {"date": "2026-02-18", "last_updated": "2026-07-12", "place_metadata": null, "snippet": "", "source": "web", "title": "pgEdge Postgres MCP Server Demo", "url": "https://www.youtube.com/watch?v=QVSpoIprwf8"}, {"date": "2025-05-24", "last_updated": "2025-11-03", "place_metadata": null, "snippet": "", "source": "web", "title": "MCP server to connect LLM agents to any database", "url": "https://www.reddit.com/r/LLMDevs/comments/1ku893a/mcp_server_to_connect_llm_agents_to_any_database/"}]}
{"engine": "perplexity", "model": "sonar", "index": 24, "phrasing": "We need an MCP server to let our AI assistant analyze AWS CloudTrail logs. 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"https://qiita.com/kyonosuke/items/6c6207606eb5f0c8cc6d", "https://github.com/awslabs/mcp", "https://mcp.directory/blog/aws-mcp-server-complete-guide-2026", "https://www.reddit.com/r/mcp/comments/1plkqcq/which_aws_mcp_can_help_me_reviewexplain_my/", "https://aws.amazon.com/blogs/mt/enhance-your-aiops-introducing-amazon-cloudwatch-and-application-signals-mcp-servers/", "https://github.com/awslabs/mcp/blob/main/src/cloudwatch-logs-mcp-server/README.md", "https://mcpservers.org/agent-skills/zxkane/aws-cost-operations"], "search_results": [{"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": "2025-09-10", "last_updated": "2026-05-14", "place_metadata": null, "snippet": "AWS adds a new Model Context Protocol (MCP) server for AWS CloudTrail in the AWS Labs MCP open-source repository.\nThis server enables AI agents to leverage comprehensive security and compliance capabilities through simple conversational interfaces.\nThe CloudTrail MCP server allows AI assistants to a...", "source": "web", "title": "AWS launches CloudTrail MCP Server for enhanced ...", "url": "https://aws.amazon.com/about-aws/whats-new/2025/09/aws-cloudtrail-mcp-server-enhanced-security-analysis/"}, {"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...\nMCP サーバーを使用すると、CloudTrail のイベントと CloudTrail Lake の分析に直接アクセスできるようになるため、セキュリティ調査とコンプライアンスのワークフローが効率化されます。AI エージェントは、90 日間の管理イベント履歴を効率的に検索し、最大 1...", "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": 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\n2. **Athena Workgroup**: Confi...", "source": "web", "title": "AWS Security MCP Server", "url": "https://mcpservers.org/servers/groovyBugify/aws-security-mcp"}, {"date": null, "last_updated": "2026-07-31", "place_metadata": null, "snippet": "### 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": "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.\nMCP 서버는 CloudTrail 이벤트와 Cl...", "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": "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": "2025-09-20", "last_updated": "2025-10-26", "place_metadata": null, "snippet": "The **CloudTrail MCP Server** is a revolutionary solution for anyone managing AWS security, compliance, and operations at scale.\n...\nThe CloudTrail MCP server runs locally and connects to AWS's CloudTrail APIs and your stored logs.\n...\n### Step 1: Install Python 3.10\nTo run the MCP server locally, A...", "source": "web", "title": "Next-Gen Auditing: Unlocking AWS CloudTrail with MCP ...", "url": "https://dev.to/aws-builders/next-gen-auditing-unlocking-aws-cloudtrail-with-mcp-server-5dll"}, {"date": null, "last_updated": "2026-07-13", "place_metadata": null, "snippet": "", "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": "2025-03-21", "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": "2024-12-19", "last_updated": "2026-07-29", "place_metadata": null, "snippet": "###### mcp/cloudtrail-mcp-server\nVerified Publisher\nAWS CloudTrail audit logging and monitoring.\n3d", "source": "web", "title": "mcp", "url": "https://hub.docker.com/u/mcp"}, {"date": "2025-11-06", "last_updated": "2026-03-27", "place_metadata": null, "snippet": "", "source": "web", "title": "AWS CloudTrail", "url": "https://hub.docker.com/mcp/server/awslabs-cloudtrail/config"}, {"date": "2025-07-17", "last_updated": "2026-03-24", "place_metadata": null, "snippet": "## MCP設定方法\n```\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\"AWS_PROFILE\": \"[The AWS Profile Name to use for AWS access]\",\n\"FASTMCP_...", "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": "2026-03-17", "place_metadata": null, "snippet": "", "source": "web", "title": "awslabs/mcp: Open source MCP Servers for AWS", "url": "https://github.com/awslabs/mcp"}, {"date": "2026-06-12", "last_updated": "2026-07-14", "place_metadata": null, "snippet": "- **It’s remote and managed.** The server runs at `https://aws-mcp.us-east-1.api.aws/mcp` (or `eu-central-1` for Frankfurt).\nNothing to host, nothing to update, no per-service local servers to babysit.\n...\nThe AWS MCP Server is a managed remote MCP server — AWS-operated infrastructure that exposes a...", "source": "web", "title": "AWS MCP Server Setup Guide (2026): Managed, GA, 15K ...", "url": "https://mcp.directory/blog/aws-mcp-server-complete-guide-2026"}, {"date": "2026-01-06", "last_updated": "2026-02-20", "place_metadata": null, "snippet": "", "source": "web", "title": "Which AWS MCP can help me review/explain my ...", "url": "https://www.reddit.com/r/mcp/comments/1plkqcq/which_aws_mcp_can_help_me_reviewexplain_my/"}, {"date": "2025-08-18", "last_updated": "2026-07-12", "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": "Enhance your AIOps: Introducing Amazon CloudWatch and ...", "url": "https://aws.amazon.com/blogs/mt/enhance-your-aiops-introducing-amazon-cloudwatch-and-application-signals-mcp-servers/"}, {"date": "2025-03-21", "last_updated": "2025-07-28", "place_metadata": null, "snippet": "", "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": null, "last_updated": "2026-07-12", "place_metadata": null, "snippet": "This plugin provides 3 MCP servers:\n...\n#### 1.\nAWS Pricing MCP Server ( pricing )\n**Purpose**: Pre-deployment cost estimation and optimization\n...\n#### 3.\nAmazon CloudWatch MCP Server ( cw )\n**Purpose**: Metrics, alarms, and logs analysis\n- Query CloudWatch metrics and logs\n- Create and manage Clou...", "source": "web", "title": "AWS Cost & Operations | Agent Skills Library", "url": "https://mcpservers.org/agent-skills/zxkane/aws-cost-operations"}]}
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"place_metadata": null, "snippet": "", "source": "web", "title": "awslabs/mcp: Open source MCP Servers for AWS", "url": "https://github.com/awslabs/mcp"}, {"date": "2026-05-11", "last_updated": "2026-07-13", "place_metadata": null, "snippet": "AWS MCP Server の一般提供の開始をお知らせします。これは、少数の固定ツールセットを通じて、すべての AWS サービスに対するセキュアかつ認証済みのアクセスを AI エージェントやコーディングアシスタントに付与する、マネージドリモートモデルコンテキストプロトコル (MCP) サーバーです。\nAWS MCP Server は、Agent Toolkit for AWS の一部です。Agent Toolkit for AWS は、MCP Server、スキル、プラグインを含むツールスイートであり、コーディングエージェントが AWS 上でより効果的かつ効率的に構築するのに役立ちます。\n....", "source": "web", "title": "AWS MCP Server の一般提供を開始 | Amazon Web Services", "url": "https://aws.amazon.com/jp/blogs/news/the-aws-mcp-server-is-now-generally-available/"}, {"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\n…", "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": "2026-07-31", "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...\nMCP Servers for AWS use this protocol to prov...", "source": "web", "title": "Welcome to Open Source MCP Servers for AWS", "url": "https://awslabs.github.io/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": "2025-07-18", "last_updated": "2026-01-20", "place_metadata": null, "snippet": "", "source": "web", "title": "Anyone excited about the AWS API MCP Server?", "url": "https://www.reddit.com/r/devops/comments/1m32t7q/anyone_excited_about_the_aws_api_mcp_server/"}, {"date": "2026-02-15", "last_updated": "2026-07-18", "place_metadata": null, "snippet": "", "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": "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 and resources ...", "url": "https://www.reddit.com/r/aws/comments/1m1qbyr/aws_api_mcp_server_enables_ai_assistants_to/"}, {"date": "2025-10-13", "last_updated": "2025-10-14", "place_metadata": null, "snippet": "", "source": "web", "title": "Releases · awslabs/mcp", "url": "https://github.com/awslabs/mcp/releases"}]}
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"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": "2026-07-08", "last_updated": "2026-07-11", "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": "2025-10-02", "last_updated": "2026-07-08", 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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": null, "last_updated": "2026-07-16", "place_metadata": null, "snippet": "", "source": "web", "title": "Available MCP Servers", "url": "https://awslabs.github.io/mcp/servers"}, {"date": "2025-05-29", "last_updated": "2026-07-30", "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 ...", "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": "", "source": "web", "title": "Profile of awslabs-mcp", "url": "https://pypi.org/user/awslabs-mcp/"}, {"date": "2026-07-26", "last_updated": "2026-07-31", "place_metadata": null, "snippet": "Stars\n9.5k\nForks\n...\n1. mcp-proxy-for-awsAWS MCP Proxy ServerMCP ServersJul 20262.0M330", "source": "web", "title": "mcp, MCP Servers | aaaa.fyi", "url": "https://aaaa.fyi/mcp/awslabs/mcp"}, {"date": "2026-07-08", "last_updated": "2026-07-27", "place_metadata": null, "snippet": "", "source": "web", "title": "Awesome MCP Servers", "url": "https://mcpservers.org/"}, {"date": "2026-06-01", "last_updated": "2026-07-13", "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": "2026-07-18", "place_metadata": null, "snippet": "", "source": "web", "title": "aws-mcp-servers.json", "url": "https://hvtracker.net/data/agents/aws-mcp-servers.json"}, {"date": null, "last_updated": "2026-07-30", "place_metadata": null, "snippet": "", "source": "web", "title": "AWS API MCP Server", "url": "https://awslabs.github.io/mcp/servers/aws-api-mcp-server"}, {"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"}, 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gangadharrr/aws-s3-mcp", "url": "https://github.com/gangadharrr/aws-s3-mcp"}, {"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- ✅ **list-buckets** - List accessible S3 buckets with filtering\n- ✅ **list-objects** - Browse objects within buckets with prefix filtering\n...\nThis MCP server allows Large Language ...", "source": "web", "title": "MCP server to integrate AWS S3 and LLM", "url": "https://github.com/samuraikun/aws-s3-mcp"}, {"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": null, "last_updated": "2026-07-12", "place_metadata": null, "snippet": "1. https://console.aws.amazon.com/s3/ で Amazon S3 コンソールを開きます。\n2. 静的ウェブサイトとして設定されたバケットの名前を選択します。\n3. [**Permissions (アクセス許可)**] を選択します。\n4. **[ブロックパブリックアクセス (バケット設定)]** で **[編集]** を選択します。\n5. [**Block *all* public access (すべてのパブリックアクセスをブロックする)**] をクリアし、[**Save changes (変更の保存)**] を選択します。", "source": "web", "title": "Amazon S3 バケットポリシーの例", "url": "https://docs.aws.amazon.com/ja_jp/AmazonS3/latest/userguide/example-bucket-policies.html"}, {"date": "2025-07-15", "last_updated": "2026-07-16", "place_metadata": null, "snippet": "Now with MCP Server for Amazon S3 Tables, your AI applications and data lake users can interact with tabular datasets using natural language interfaces without needing to write SQL queries.\n...\nThe MCP Server for S3 Tables provides a standardized way for AI assistants to interact with your S3 Tables...", "source": "web", "title": "Implementing conversational AI for S3 Tables using Model ...", "url": "https://aws.amazon.com/blogs/storage/implementing-conversational-ai-for-s3-tables-using-model-context-protocol-mcp/"}, {"date": "2018-03-07", "last_updated": "2026-05-18", "place_metadata": null, "snippet": "", "source": "web", "title": "How to Use Bucket Policies and Apply Defense-in-Depth to Help ...", "url": "https://aws.amazon.com/blogs/security/how-to-use-bucket-policies-and-apply-defense-in-depth-to-help-secure-your-amazon-s3-data/"}, {"date": "2015-09-14", "last_updated": "2026-07-09", "place_metadata": null, "snippet": "", "source": "web", "title": "How to create a policy that provides selective access to ...", "url": "https://aws.amazon.com/blogs/security/how-to-create-a-policy-that-whitelists-access-to-sensitive-amazon-s3-buckets/"}, {"date": "2023-07-07", "last_updated": "2026-07-31", "place_metadata": null, "snippet": "1. 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Oh, My! ...", "url": "https://aws.amazon.com/blogs/security/iam-policies-and-bucket-policies-and-acls-oh-my-controlling-access-to-s3-resources/"}, {"date": "2023-05-31", "last_updated": "2026-01-02", "place_metadata": null, "snippet": "", "source": "web", "title": "Amazon S3 Bucket Policy | Understanding of S3 Bucket Policy ...", "url": "https://www.youtube.com/watch?v=CHJi1yzSweQ"}, {"date": "2025-04-26", "last_updated": "2025-08-16", "place_metadata": null, "snippet": "The aws-s3-mcp server implements three core tools:\n1. list-buckets: Shows available S3 buckets\n2. list-objects: Displays files within a specific bucket\n3. get-object: Retrieves and processes file content, with special handling for PDFs\n...\n\"args\": [\n\"run\",\n\"-i\",\n...\n\"AWS_REGION\",\n\"-e\",\n\"S3_BUCKETS\",...", "source": "web", "title": "Building a Custom MCP Server for AWS S3: The Lessons I ...", "url": "https://www.linkedin.com/pulse/building-custom-mcp-server-aws-s3-lessons-i-learned-develop-kojima-6whlf"}, {"date": "2023-01-27", "last_updated": "2025-09-13", "place_metadata": null, "snippet": "- AWS Management Console > Services > S3 > Choose S3 Bucket", "source": "web", "title": "Amazon S3 Bucket Policy — Different Usecase to Allow & ...", "url": "https://medium.com/@g.bharthvajan/aws-s3-bucket-policy-different-usecase-to-allow-restrict-access-fa6b43628d65"}, {"date": "2020-05-14", "last_updated": "2026-03-23", "place_metadata": null, "snippet": "", "source": "web", "title": "S3 Bucket Policy Examples.md", "url": "https://gist.github.com/cfbarbero/96b8a840ff103967a06313919d2340cf"}, {"date": "2025-07-15", "last_updated": "2026-07-08", "place_metadata": null, "snippet": "To get started, install the latest version of AWS MCP Servers with any AI client software and configure your AWS account and permissions to start operating against S3 Tables.", "source": "web", "title": "Amazon S3 Tables now supports Model Context Protocol ...", "url": "https://aws.amazon.com/about-aws/whats-new/2025/07/amazon-s3-tables-mcp-server/"}, {"date": "2025-11-04", "last_updated": "2026-01-07", "place_metadata": null, "snippet": "I’ve created an open-source AWS S3 MCP server designed to simplify interactions Amazon S from Claude or any Model Context Protocol (MCP) client.", "source": "web", "title": "AWS S3 MCP Server – list buckets, browse objects and ...", "url": "https://www.reddit.com/r/mcp/comments/1onylis/aws_s3_mcp_server_list_buckets_browse_objects_and/"}, {"date": null, "last_updated": "2025-08-05", "place_metadata": null, "snippet": "", "source": "web", "title": "PowerPoint Presentation", "url": "https://d1.awsstatic.com/events/reinvent/2019/REPEAT_3_Deep_dive_on_Amazon_S3_security_and_management_STG301-R3.pdf"}]}
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Install Python using\n```\nuv python install 3.10\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 locally on the same host of your LLM cl...", "source": "web", "title": "CloudWatch MCP Server", "url": "https://awslabs.github.io/mcp/servers/cloudwatch-mcp-server"}, {"date": null, "last_updated": "2026-07-31", "place_metadata": null, "snippet": "", "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": "2026-07-27", "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": "2025-10-01", "last_updated": "2026-05-05", "place_metadata": null, "snippet": "", "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": "2025-08-11", "last_updated": "2026-06-29", "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": "Use-Case 2: Simplify Sap...", "url": "https://aws.amazon.com/blogs/awsforsap/streamline-sap-operation-with-cloudwatch-mcp-server-and-amazon-q-cli-part-3/"}, {"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": "2025-03-29", "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\n...\ngit clone https://github.com/hyorimitsu/mcp-amazon-cloudwatch-logs.git\ncd mcp-amazon-cloudwatch-logs", "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": "2025-10-14", "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": 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": "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\"args\": [\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": "2025-03-21", "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": "2025-03-21", "last_updated": "2026-03-17", "place_metadata": null, "snippet": "", "source": "web", "title": "awslabs/mcp: Open source MCP Servers for AWS", "url": "https://github.com/awslabs/mcp"}, {"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": "2025-04-14", "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": "2026-05-06", "last_updated": "2026-08-02", "place_metadata": null, "snippet": "", "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": "2025-03-30", "last_updated": "2025-11-03", "place_metadata": null, "snippet": "", "source": "web", "title": "I vibe coded an MCP server that feeds CloudWatch logs directly to LLMs ...", "url": "https://www.reddit.com/r/aws/comments/1jn08wh/i_vibe_coded_an_mcp_server_that_feeds_cloudwatch/"}, {"date": "2025-04-19", "last_updated": "2026-07-13", "place_metadata": null, "snippet": "", "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": "", "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": "2026-07-30", "place_metadata": null, "snippet": "To 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 group.\n**Prerequisites:**\n1. **Install the CloudWatch Agent** on your machine: - **Amazon Linux 2/2023**:\n```\nsudo yum install ...", "source": "web", "title": "AWS API MCP Server", "url": "https://awslabs.github.io/mcp/servers/aws-api-mcp-server"}]}
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Servers", "url": "https://mcpservers.org/servers/krittaprot/mcp-deployment-aws"}, {"date": "2026-05-19", "last_updated": "2026-07-31", "place_metadata": null, "snippet": "", "source": "web", "title": "Top 5 AWS MCP Gateway Alternatives", "url": "https://www.truefoundry.com/blog/aws-mcp-gateway-alternatives"}, {"date": null, "last_updated": "2026-07-30", "place_metadata": null, "snippet": "", "source": "web", "title": "AWS API MCP Server", "url": "https://awslabs.github.io/mcp/servers/aws-api-mcp-server"}, {"date": "2025-11-03", "last_updated": "2026-02-06", "place_metadata": null, "snippet": "", "source": "web", "title": "How to deploy MCP Servers on AWS with the Best Practices", "url": "https://dev.to/aws-builders/how-to-deploy-mcp-servers-on-aws-with-the-best-practices-538"}, {"date": "2026-04-11", "last_updated": "2026-07-26", "place_metadata": null, "snippet": "- **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", "url": "https://www.mintmcp.com/blog/aws-sdk-with-mcp"}, {"date": "2025-04-01", "last_updated": "2026-07-20", "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": "2024-11-28", "last_updated": "2025-10-27", "place_metadata": null, "snippet": "| |MCP Host|Documentation|", "source": "web", "title": "appcypher/awesome-mcp-servers", "url": "https://github.com/appcypher/awesome-mcp-servers"}]}
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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**portainer/portainer-mcp**...", "source": "web", "title": "tolkonepiu/best-of-mcp-servers", "url": "https://github.com/tolkonepiu/best-of-mcp-servers"}, {"date": "2025-10-16", "last_updated": "2026-07-14", "place_metadata": null, "snippet": "The AWS Lambda Tool MCP Server simplifies deployment of serverless functions in Amazon Web Services (AWS) Cloud.", "source": "web", "title": "7 MCP Servers To Automate Data Center and Cloud Tasks", "url": "https://www.datacenterknowledge.com/cloud/7-mcp-servers-to-automate-data-center-and-cloud-tasks"}, {"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": "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 - 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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": "2025-05-01", "last_updated": "2026-07-27", "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": "2026-04-14", "last_updated": "2026-07-28", "place_metadata": null, "snippet": "", "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": "2025-07-27", "last_updated": "2026-03-28", "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...\nGenerally, you can:\n1. Install `uv` from Astr...", "source": "web", "title": "AWS MCP Servers | MCP Servers · LobeHub", "url": "https://lobehub.com/mcp/mikeysrecipes-mcp"}, {"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": "2026-07-09", "last_updated": "2026-07-16", "place_metadata": null, "snippet": "", "source": "web", "title": "MCP tool design: Practical approaches and tradeoffs", "url": "https://aws.amazon.com/blogs/machine-learning/mcp-tool-design-practical-approaches-and-tradeoffs/"}, {"date": null, "last_updated": "2026-07-09", "place_metadata": null, "snippet": "AWS Labs' MCP (Model Context Protocol) is an open-source Python suite that connects AI coding assistants and agents to AWS services, documentation, and best practices.\nIt enables tools like Claude, Cline, and Cursor to access AWS capabilities through a standardized protocol, supporting infrastructur...", "source": "web", "title": "AWS MCP Servers: AI-Assisted Cloud Development & Deployment | DEV.co", "url": "https://dev.co/ai/mcp/awslabs-mcp"}, {"date": null, "last_updated": "2026-07-19", "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.", "source": "web", "title": "mcp-strategies.pdf", "url": "https://docs.aws.amazon.com/pdfs/prescriptive-guidance/latest/mcp-strategies/mcp-strategies.pdf"}, {"date": null, "last_updated": "2026-07-22", "place_metadata": null, "snippet": "", "source": "web", "title": "Model Context Protocol strategies on AWS", "url": "https://docs.aws.amazon.com/prescriptive-guidance/latest/mcp-strategies/introduction.html"}, {"date": "2025-08-13", "last_updated": "2026-07-18", "place_metadata": null, "snippet": "The CCAPI MCP server addresses this through a token messenger pattern shown above, where the server generates and controls validation tokens, and the AI Agent (as the MCP client) passes these tokens between tool calls.", "source": "web", "title": "Building MCP Servers with Controlled Tool Orchestration", "url": "https://aws.amazon.com/blogs/devops/flexibility-to-framework-building-mcp-servers-with-controlled-tool-orchestration/"}, {"date": "2025-03-21", "last_updated": "2026-03-17", "place_metadata": null, "snippet": "", "source": "web", "title": "awslabs/mcp: Open source MCP Servers for AWS", "url": "https://github.com/awslabs/mcp"}, {"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.", "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": "2025-03-19", "last_updated": "2025-08-20", "place_metadata": null, "snippet": "- **AWS Resources Context** - Access to AWS profiles, regions, account information, and environment details via MCP Resources", "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). 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"2026-07-24", "place_metadata": null, "snippet": "# Introducing AWS Cloud Control API MCP Server: Natural Language Infrastructure Management on AWS\n...\nToday, 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, ...", "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": "2025-07-14", "last_updated": "2026-07-29", "place_metadata": null, "snippet": "Today, AWS announces the release of the Model Context Protocol (MCP) server for AWS Price List, now available in the AWS Labs GitHub repository.\nThe MCP server provides AI agents with real-time access to AWS product data, availability information and pricing details, including on-demand, reserved, a...", "source": "web", "title": "Announcing Model Context Protocol (MCP) Server for ...", "url": "https://aws.amazon.com/about-aws/whats-new/2025/07/model-context-protocol-server-price-list/"}, {"date": "2026-05-06", "last_updated": "2026-07-20", "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": "2025-08-13", "last_updated": "2026-02-24", "place_metadata": null, "snippet": "I then demonstrate how the AWS Cloud Control API MCP Server revolutionizes infrastructure management by allowing you to interact with AWS resources using natural language commands.\nWatch as I show you how this MCP Server helps overcome traditional IaC barriers by translating natural language instruc...", "source": "web", "title": "AWS Cloud Control API MCP Server: Natural Language Infrastructure Management on AWS", "url": "https://www.youtube.com/watch?v=BR1VCntXJAY"}, {"date": "2025-12-09", "last_updated": "2026-07-24", "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 ...", "url": "https://aws.amazon.com/blogs/mt/prometheus-mcp-server-ai-driven-monitoring-intelligence-for-aws-users/"}, {"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": "2025-11-28", "last_updated": "2026-07-30", "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": 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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": "2026-07-30", "place_metadata": null, "snippet": "The AWS SQS MCP MCP server, built by community, provides amazon SQS server for sending, receiving, and managing messages in AWS Simple Queue Service queues.\nIt is community-built and best for Cloud.\n...\nnpx aws-sqs-mcp\n...\nAWS SQS MCP is an MCP server built by community.\nAmazon SQS server for sendin...", "source": "web", "title": "AWS SQS MCP MCP Server | MyMCPTools", "url": "https://mymcptools.vercel.app/servers/aws-sqs-mcp"}, {"date": null, "last_updated": "2026-07-31", "place_metadata": null, "snippet": "An MCP Server is a lightweight program that exposes specific capabilities through the standardized Model Context Protocol.\n...\n### Amazon SNS / SQS MCP Server\nIntegration & MessagingAutonomous Background Agents\nEvent-driven messaging and queue management\n### Amazon MQ MCP Server", "source": "web", "title": "Welcome to Open Source MCP Servers for AWS", "url": "https://awslabs.github.io/mcp/"}, {"date": "2026-05-25", "last_updated": "2026-07-11", "place_metadata": null, "snippet": "", "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": "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": 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. 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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": "2026-05-08", "last_updated": "2026-06-08", "place_metadata": null, "snippet": "", "source": "web", "title": "awslabs-amazon-sns-sqs-mcp-server - 9K GitHub stars | PyRank", "url": "https://pyrank.org/package/awslabs-amazon-sns-sqs-mcp-server/"}, {"date": null, "last_updated": "2026-07-18", "place_metadata": null, "snippet": "", "source": "web", "title": "AWS Documentation MCP Server", "url": "https://awslabs.github.io/mcp/servers/aws-documentation-mcp-server"}]}
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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 ...", "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 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"last_updated": "2026-07-31", "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": "2026-07-31", "place_metadata": null, "snippet": "", "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": "2025-05-12", "last_updated": "2025-06-05", "place_metadata": null, "snippet": "|Server Name|Implementation|Transport|Path|", "source": "web", "title": 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"place_metadata": null, "snippet": "", "source": "web", "title": "Model Context Protocol strategies on AWS", "url": "https://docs.aws.amazon.com/prescriptive-guidance/latest/mcp-strategies/introduction.html"}, {"date": "2025-05-29", "last_updated": "2026-07-30", "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 ...", "url": "https://aws.amazon.com/blogs/compute/introducing-aws-serverless-mcp-server-ai-powered-development-for-modern-applications/"}, {"date": "2026-06-08", "last_updated": "2026-06-24", "place_metadata": null, "snippet": "", "source": "web", "title": "How to Build and Deploy an AWS MCP Server", "url": "https://go-cloud.io/aws-mcp-server/"}, {"date": null, "last_updated": "2026-03-30", "place_metadata": null, "snippet": "For general AWS interactions and comprehensive API support, we recommend starting with:\n| Server Name | Description | Install |\n|-------------|-------------|---------|\n| [AWS API MCP Server](src/aws-api-mcp-server) | Start here for general AWS interactions!\nComprehensive AWS API support with command...", "source": "web", "title": "README.md", "url": "https://raw.githubusercontent.com/awslabs/mcp/HEAD/README.md"}, {"date": "2025-11-04", "last_updated": "2026-02-06", "place_metadata": null, "snippet": "", "source": "web", "title": "How to deploy MCP Servers on AWS with the Best Practices", "url": "https://dev.to/aws-builders/how-to-deploy-mcp-servers-on-aws-with-the-best-practices-538"}, {"date": "2025-09-10", "last_updated": "2026-08-01", "place_metadata": null, "snippet": "It's a team that works really closely with our our\n{ts:366} customers and essays in the field and they maintain a repo of 50 plus different MCP servers now including MCP\n{ts:374} servers to interface with AWS documentation and now to interface directly with AWS service APIs.\nRight?\n...\nSo now you're...", "source": "web", "title": "MCP explained: What everyone should know about Model Context Protocol | Amazon Q Podcast", "url": "https://www.youtube.com/watch?v=CFN8zMaUjls"}, {"date": "2025-11-11", "last_updated": "2026-08-01", "place_metadata": null, "snippet": "Um just as a reminder, MCP stands for model context protocol and that is that open standard\n{ts:284} development um uh that makes it easier for AI agents and applications to talk to tools, data sources and systems\n…", "source": "web", "title": "Building the Future of AI Integration: Mastering Model Context Protocol with Real-World Applications", "url": "https://www.youtube.com/watch?v=dxD9TOSVl7o"}, {"date": null, "last_updated": "2026-07-19", "place_metadata": null, "snippet": "MCP Server, a managed remote MCP server that provides AI assistants and agents with secure, \nauthenticated access to AWS services through natural language interactions.", "source": "web", "title": "mcp-strategies.pdf", "url": "https://docs.aws.amazon.com/pdfs/prescriptive-guidance/latest/mcp-strategies/mcp-strategies.pdf"}]}
{"engine": "perplexity", "model": "sonar", "index": 38, "phrasing": "Best MCP server for connecting LLM context windows to Amazon Web Services documentation and architecture", "citations": ["https://awslabs.github.io/mcp/", "https://docs.aws.amazon.com/location/latest/developerguide/ai-llms.html", "https://docs.aws.amazon.com/it_it/location/latest/developerguide/ai-llms.html", "https://docs.aws.amazon.com/prescriptive-guidance/latest/mcp-strategies/what-is-mcp.html", "https://docs.aws.amazon.com/pdfs/prescriptive-guidance/latest/mcp-strategies/mcp-strategies.pdf", "https://docs.aws.amazon.com/prescriptive-guidance/latest/mcp-strategies/introduction.html", "https://aws.amazon.com/blogs/aws/the-aws-mcp-server-is-now-generally-available/", "https://github.com/awslabs/mcp", "https://awslabs.github.io/mcp/servers", "https://www.linkedin.com/posts/michael-haken-a2561952_model-context-protocol-strategies-on-aws-activity-7439380032285814784-z28i", "https://www.youtube.com/watch?v=15XhkcQdSrI", "https://awslabs.github.io/mcp/servers/aws-knowledge-mcp-server", "https://aws.amazon.com/blogs/containers/deploying-model-context-protocol-mcp-servers-on-amazon-ecs/", "https://docs.aws.amazon.com/quick/latest/userguide/mcp-integration.html", "https://aws.amazon.com/about-aws/whats-new/2025/07/aws-api-mcp-server-available/", "https://github.com/alexei-led/aws-mcp-server", "https://www.anthropic.com/engineering/code-execution-with-mcp", "https://www.reddit.com/r/mcp/comments/1t73igk/how_to_connect_100_mcp_servers_without_the/", "https://dev.to/aws-builders/mcp-explained-how-the-model-context-protocol-transforms-ai-in-the-cloud-4hba", "https://mcpservers.org/servers/krittaprot/mcp-deployment-aws"], "search_results": [{"date": null, "last_updated": "2026-07-31", "place_metadata": null, "snippet": "", "source": "web", "title": "Welcome to Open Source MCP Servers for AWS", "url": "https://awslabs.github.io/mcp/"}, {"date": null, "last_updated": "2026-07-10", "place_metadata": null, "snippet": "For Amazon Location Service\ndevelopment, the following MCP servers are recommended:\n- **aws-knowledge-mcp-server** - Access to AWS documentation, API references, best practices, and knowledge bases.\nDoes 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? 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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": "2025-11-04", "last_updated": "2026-07-18", "place_metadata": null, "snippet": "", "source": "web", "title": "Code execution with MCP: building more efficient AI agents", "url": "https://www.anthropic.com/engineering/code-execution-with-mcp"}, {"date": "2026-05-08", "last_updated": "2026-07-26", "place_metadata": null, "snippet": "", "source": "web", "title": "How to connect 100 MCP servers without the context window ...", "url": "https://www.reddit.com/r/mcp/comments/1t73igk/how_to_connect_100_mcp_servers_without_the/"}, {"date": "2025-04-07", "last_updated": "2026-06-25", "place_metadata": null, "snippet": "", "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": "2025-06-19", "last_updated": "2026-07-22", "place_metadata": null, "snippet": "#### 1.\nTest with Claude Desktop\nAdd to your Claude Desktop config:\n{\n\"mcpServers\": {\n\"my-mcp-server\": {\n\"command\": \"python\",\n\"args\": [\"/path/to/your/mcp_server.py\"]\n}\n}\n}", "source": "web", "title": "MCP Deployment AWS - Servers", "url": "https://mcpservers.org/servers/krittaprot/mcp-deployment-aws"}]}
{"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://docs.aws.amazon.com/eks/latest/userguide/eks-mcp-introduction.html", "https://www.youtube.com/watch?v=qp_Hdv25R2w", "https://aws.amazon.com/blogs/containers/accelerating-application-development-with-the-amazon-eks-model-context-protocol-server/", "https://www.youtube.com/watch?v=HJz_kW1tEAk", "https://aws.amazon.com/blogs/containers/deploying-model-context-protocol-mcp-servers-on-amazon-ecs/", "https://dev.to/kazuya_dev/aws-reinvent-2025-build-ai-powered-developer-experiences-with-mcp-on-ecs-and-eks-cns358-1p44", "https://medium.com/@ratnopamc/beyond-local-the-road-to-robust-mcp-server-on-amazon-eks-68b934d8bf94", "https://aws.amazon.com/blogs/containers/migrate-amazon-ec2-to-eks-auto-mode-using-kiro-cli-and-mcp-servers/", "https://docs.aws.amazon.com/eks/latest/userguide/eks-mcp-getting-started.html", "https://skywork.ai/skypage/en/MCP-Server-on-EKS-A-Comprehensive-Guide-for-AI-Engineers/1972484469866803200", "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"], "search_results": [{"date": "2025-05-29", "last_updated": "2026-07-13", "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": null, "last_updated": "2026-07-06", "place_metadata": null, "snippet": "The Amazon EKS 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 EKS clusters and Kubernetes resour...", "source": "web", "title": "Amazon EKS Model Context Protocol (MCP) Server", "url": "https://docs.aws.amazon.com/eks/latest/userguide/eks-mcp-introduction.html"}, {"date": "2025-05-30", "last_updated": "2026-07-30", "place_metadata": null, "snippet": "AWS announces MCP Servers for Amazon EKS, ECS and Lambda.\nLearn how to give your AI agents real-time context across your AWS services.\n...\nUh today we announced again Amazon EKS, ECS uh and and serverless MCP servers allowing you\n{ts:51} to get context from these services directly in your code AI ag...", "source": "web", "title": "Meet MCP Servers | Context-Aware AI for Amazon EKS and ECS", "url": "https://www.youtube.com/watch?v=qp_Hdv25R2w"}, {"date": "2025-05-29", "last_updated": "2026-07-25", "place_metadata": null, "snippet": "Today, we’re excited to announce the launch of the open source Model Context Protocol (MCP) server for Amazon Elastic Kubernetes Service (Amazon EKS).\nThis new capability enables artificial intelligence (AI) code assistants such as Amazon Q Developer CLI, Cline, and Cursor to seamlessly interact wit...", "source": "web", "title": "Accelerating application development with the Amazon EKS MCP ...", "url": "https://aws.amazon.com/blogs/containers/accelerating-application-development-with-the-amazon-eks-model-context-protocol-server/"}, {"date": "2025-12-07", "last_updated": "2026-07-08", "place_metadata": null, "snippet": "are two separate MCP servers.\nThey have separate\nendpoints that are available\n{ts:1369} in all the commercial regions.\n...\n{ts:1849} so this proxy is required\nto connect with any AWS first party hosted MCP server, not just EKS and ECS.\n...\n{ts:1944} ECS MCP server enables you\nto use natural language...", "source": "web", "title": "AWS re:Invent 2025 - Build AI-powered developer ...", "url": "https://www.youtube.com/watch?v=HJz_kW1tEAk"}, {"date": "2026-04-14", "last_updated": "2026-07-28", "place_metadata": null, "snippet": "4. 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