{
 "category": "awsmcp",
 "answers": 132,
 "phrasings": 44,
 "engines": {
  "chatgpt": "gpt-5.5",
  "gemini": "gemini-flash-latest",
  "perplexity": "sonar"
 },
 "engine_labels": {
  "chatgpt": "ChatGPT",
  "gemini": "Gemini",
  "perplexity": "Perplexity"
 },
 "answers_by_engine": {
  "chatgpt": 44,
  "gemini": 44,
  "perplexity": 44
 },
 "partial": false,
 "vendors": [
  {
   "vendor": "AWS MCP Server",
   "key": "aws",
   "mentions": 118,
   "share": 89.4,
   "by_engine": {
    "chatgpt": 35,
    "perplexity": 41,
    "gemini": 42
   },
   "phrasings_named_in": 43,
   "rank": 1
  },
  {
   "vendor": "AWS API MCP Server",
   "key": "awsapi",
   "mentions": 33,
   "share": 25.0,
   "by_engine": {
    "chatgpt": 20,
    "perplexity": 13,
    "gemini": 0
   },
   "phrasings_named_in": 25,
   "rank": 2
  },
  {
   "vendor": "awslabs.ec2-mcp-server",
   "key": "awslabs",
   "mentions": 12,
   "share": 9.1,
   "by_engine": {
    "chatgpt": 5,
    "perplexity": 6,
    "gemini": 1
   },
   "phrasings_named_in": 12,
   "rank": 3
  },
  {
   "vendor": "CloudWatch MCP Server",
   "key": "cloudwatch",
   "mentions": 5,
   "share": 3.8,
   "by_engine": {
    "chatgpt": 3,
    "perplexity": 1,
    "gemini": 1
   },
   "phrasings_named_in": 4,
   "rank": 4
  },
  {
   "vendor": "Steampipe MCP Server",
   "key": "steampipe",
   "mentions": 5,
   "share": 3.8,
   "by_engine": {
    "chatgpt": 0,
    "perplexity": 0,
    "gemini": 5
   },
   "phrasings_named_in": 5,
   "rank": 5
  },
  {
   "vendor": "@modelcontextprotocol/server-aws",
   "key": "modelcontextprotocolaws",
   "mentions": 4,
   "share": 3.0,
   "by_engine": {
    "chatgpt": 0,
    "perplexity": 0,
    "gemini": 4
   },
   "phrasings_named_in": 4,
   "rank": 6
  },
  {
   "vendor": "Cloud Control API MCP Server",
   "key": "cloudcontrolapi",
   "mentions": 4,
   "share": 3.0,
   "by_engine": {
    "chatgpt": 0,
    "perplexity": 4,
    "gemini": 0
   },
   "phrasings_named_in": 4,
   "rank": 7
  },
  {
   "vendor": "CloudWatch Logs MCP server",
   "key": "cloudwatchlogs",
   "mentions": 4,
   "share": 3.0,
   "by_engine": {
    "chatgpt": 3,
    "perplexity": 1,
    "gemini": 0
   },
   "phrasings_named_in": 4,
   "rank": 8
  },
  {
   "vendor": "Amazon Bedrock Knowledge Bases Retrieval MCP Server",
   "key": "amazonbedrockknowledgebasesretrieval",
   "mentions": 3,
   "share": 2.3,
   "by_engine": {
    "chatgpt": 2,
    "perplexity": 1,
    "gemini": 0
   },
   "phrasings_named_in": 2,
   "rank": 9
  },
  {
   "vendor": "Amazon ECS MCP Server",
   "key": "amazonecs",
   "mentions": 3,
   "share": 2.3,
   "by_engine": {
    "chatgpt": 0,
    "perplexity": 3,
    "gemini": 0
   },
   "phrasings_named_in": 3,
   "rank": 10
  },
  {
   "vendor": "Amazon EKS MCP Server",
   "key": "amazoneks",
   "mentions": 3,
   "share": 2.3,
   "by_engine": {
    "chatgpt": 0,
    "perplexity": 3,
    "gemini": 0
   },
   "phrasings_named_in": 3,
   "rank": 11
  },
  {
   "vendor": "Athena MCP",
   "key": "athena",
   "mentions": 3,
   "share": 2.3,
   "by_engine": {
    "chatgpt": 2,
    "perplexity": 0,
    "gemini": 1
   },
   "phrasings_named_in": 2,
   "rank": 12
  },
  {
   "vendor": "S3 MCP server",
   "key": "s3",
   "mentions": 3,
   "share": 2.3,
   "by_engine": {
    "chatgpt": 1,
    "perplexity": 1,
    "gemini": 1
   },
   "phrasings_named_in": 3,
   "rank": 13
  },
  {
   "vendor": "Amazon Bedrock Knowledge Bases MCP Server",
   "key": "amazonbedrockknowledgebases",
   "mentions": 2,
   "share": 1.5,
   "by_engine": {
    "chatgpt": 1,
    "perplexity": 0,
    "gemini": 1
   },
   "phrasings_named_in": 2,
   "rank": 14
  },
  {
   "vendor": "awslabs.aws-diagram-mcp-server",
   "key": "awslabsaws",
   "mentions": 2,
   "share": 1.5,
   "by_engine": {
    "chatgpt": 2,
    "perplexity": 0,
    "gemini": 0
   },
   "phrasings_named_in": 2,
   "rank": 15
  },
  {
   "vendor": "Bedrock Knowledge Bases Retrieval MCP",
   "key": "bedrockknowledgebasesretrieval",
   "mentions": 2,
   "share": 1.5,
   "by_engine": {
    "chatgpt": 1,
    "perplexity": 1,
    "gemini": 0
   },
   "phrasings_named_in": 2,
   "rank": 16
  },
  {
   "vendor": "Lambda Tool MCP Server",
   "key": "lambda",
   "mentions": 2,
   "share": 1.5,
   "by_engine": {
    "chatgpt": 1,
    "perplexity": 1,
    "gemini": 0
   },
   "phrasings_named_in": 1,
   "rank": 17
  },
  {
   "vendor": "managed AWS MCP Server",
   "key": "managedaws",
   "mentions": 2,
   "share": 1.5,
   "by_engine": {
    "chatgpt": 0,
    "perplexity": 2,
    "gemini": 0
   },
   "phrasings_named_in": 2,
   "rank": 18
  },
  {
   "vendor": "MCP Proxy for AWS",
   "key": "proxyforaws",
   "mentions": 2,
   "share": 1.5,
   "by_engine": {
    "chatgpt": 0,
    "perplexity": 2,
    "gemini": 0
   },
   "phrasings_named_in": 2,
   "rank": 19
  },
  {
   "vendor": "Prowler MCP Server",
   "key": "prowler",
   "mentions": 2,
   "share": 1.5,
   "by_engine": {
    "chatgpt": 1,
    "perplexity": 0,
    "gemini": 1
   },
   "phrasings_named_in": 1,
   "rank": 20
  },
  {
   "vendor": "@mcp-get/aws",
   "key": "getaws",
   "mentions": 1,
   "share": 0.8,
   "by_engine": {
    "chatgpt": 0,
    "perplexity": 0,
    "gemini": 1
   },
   "phrasings_named_in": 1,
   "rank": 21
  },
  {
   "vendor": "alexei-led/aws-mcp-server",
   "key": "alexeiledaws",
   "mentions": 1,
   "share": 0.8,
   "by_engine": {
    "chatgpt": 0,
    "perplexity": 1,
    "gemini": 0
   },
   "phrasings_named_in": 1,
   "rank": 22
  },
  {
   "vendor": "Amazon Aurora MySQL MCP Server",
   "key": "amazonauroramysql",
   "mentions": 1,
   "share": 0.8,
   "by_engine": {
    "chatgpt": 0,
    "perplexity": 1,
    "gemini": 0
   },
   "phrasings_named_in": 1,
   "rank": 23
  },
  {
   "vendor": "Amazon Aurora Postgres MCP Server",
   "key": "amazonaurorapostgres",
   "mentions": 1,
   "share": 0.8,
   "by_engine": {
    "chatgpt": 0,
    "perplexity": 1,
    "gemini": 0
   },
   "phrasings_named_in": 1,
   "rank": 24
  },
  {
   "vendor": "Amazon Bedrock Custom Model Import MCP Server",
   "key": "amazonbedrockcustommodelimport",
   "mentions": 1,
   "share": 0.8,
   "by_engine": {
    "chatgpt": 0,
    "perplexity": 1,
    "gemini": 0
   },
   "phrasings_named_in": 1,
   "rank": 25
  },
  {
   "vendor": "Amazon Bedrock Knowledge Base Retrieval MCP Server",
   "key": "amazonbedrockknowledgebaseretrieval",
   "mentions": 1,
   "share": 0.8,
   "by_engine": {
    "chatgpt": 1,
    "perplexity": 0,
    "gemini": 0
   },
   "phrasings_named_in": 1,
   "rank": 26
  },
  {
   "vendor": "Amazon CloudWatch MCP Server",
   "key": "amazoncloudwatch",
   "mentions": 1,
   "share": 0.8,
   "by_engine": {
    "chatgpt": 0,
    "perplexity": 1,
    "gemini": 0
   },
   "phrasings_named_in": 1,
   "rank": 27
  },
  {
   "vendor": "Amazon DynamoDB MCP Server",
   "key": "amazondynamodb",
   "mentions": 1,
   "share": 0.8,
   "by_engine": {
    "chatgpt": 0,
    "perplexity": 1,
    "gemini": 0
   },
   "phrasings_named_in": 1,
   "rank": 28
  },
  {
   "vendor": "Amazon RDS SQL Server MCP Server",
   "key": "amazonrdssql",
   "mentions": 1,
   "share": 0.8,
   "by_engine": {
    "chatgpt": 0,
    "perplexity": 1,
    "gemini": 0
   },
   "phrasings_named_in": 1,
   "rank": 29
  },
  {
   "vendor": "Amazon S3 MCP Server",
   "key": "amazons3",
   "mentions": 1,
   "share": 0.8,
   "by_engine": {
    "chatgpt": 0,
    "perplexity": 0,
    "gemini": 1
   },
   "phrasings_named_in": 1,
   "rank": 30
  },
  {
   "vendor": "AWS Cloud Control / CCAPI MCP Server",
   "key": "awscloudcontrol",
   "mentions": 1,
   "share": 0.8,
   "by_engine": {
    "chatgpt": 1,
    "perplexity": 0,
    "gemini": 0
   },
   "phrasings_named_in": 1,
   "rank": 31
  },
  {
   "vendor": "AWS CloudWatch Logs",
   "key": "awscloudwatch",
   "mentions": 1,
   "share": 0.8,
   "by_engine": {
    "chatgpt": 0,
    "perplexity": 1,
    "gemini": 0
   },
   "phrasings_named_in": 1,
   "rank": 32
  },
  {
   "vendor": "AWS Cost Explorer / Cost Analysis MCP Server",
   "key": "awscostexplorer",
   "mentions": 1,
   "share": 0.8,
   "by_engine": {
    "chatgpt": 1,
    "perplexity": 0,
    "gemini": 0
   },
   "phrasings_named_in": 1,
   "rank": 33
  },
  {
   "vendor": "AWS Documentation / AWS Knowledge MCP server",
   "key": "awsdocumentation",
   "mentions": 1,
   "share": 0.8,
   "by_engine": {
    "chatgpt": 0,
    "perplexity": 1,
    "gemini": 0
   },
   "phrasings_named_in": 1,
   "rank": 34
  },
  {
   "vendor": "AWS Knowledge Bases MCP Server",
   "key": "awsknowledge",
   "mentions": 1,
   "share": 0.8,
   "by_engine": {
    "chatgpt": 0,
    "perplexity": 0,
    "gemini": 1
   },
   "phrasings_named_in": 1,
   "rank": 35
  },
  {
   "vendor": "awslabs.aws-api-mcp-server@latest",
   "key": "awslabsawsapi",
   "mentions": 1,
   "share": 0.8,
   "by_engine": {
    "chatgpt": 1,
    "perplexity": 0,
    "gemini": 0
   },
   "phrasings_named_in": 1,
   "rank": 36
  },
  {
   "vendor": "awslabs.aws-documentation-mcp-server@latest",
   "key": "awslabsawsdocumentation",
   "mentions": 1,
   "share": 0.8,
   "by_engine": {
    "chatgpt": 1,
    "perplexity": 0,
    "gemini": 0
   },
   "phrasings_named_in": 1,
   "rank": 37
  },
  {
   "vendor": "CloudFormation / AWS CDK MCP Server",
   "key": "cloudformationawscdk",
   "mentions": 1,
   "share": 0.8,
   "by_engine": {
    "chatgpt": 0,
    "perplexity": 0,
    "gemini": 1
   },
   "phrasings_named_in": 1,
   "rank": 38
  },
  {
   "vendor": "CloudFormation MCP Server",
   "key": "cloudformation",
   "mentions": 1,
   "share": 0.8,
   "by_engine": {
    "chatgpt": 1,
    "perplexity": 0,
    "gemini": 0
   },
   "phrasings_named_in": 1,
   "rank": 39
  },
  {
   "vendor": "Core MCP Server",
   "key": "core",
   "mentions": 1,
   "share": 0.8,
   "by_engine": {
    "chatgpt": 0,
    "perplexity": 1,
    "gemini": 0
   },
   "phrasings_named_in": 1,
   "rank": 40
  },
  {
   "vendor": "Cost Analysis MCP Server",
   "key": "costanalysis",
   "mentions": 1,
   "share": 0.8,
   "by_engine": {
    "chatgpt": 1,
    "perplexity": 0,
    "gemini": 0
   },
   "phrasings_named_in": 1,
   "rank": 41
  },
  {
   "vendor": "DataFaucet EC2 MCP",
   "key": "datafaucetec2",
   "mentions": 1,
   "share": 0.8,
   "by_engine": {
    "chatgpt": 0,
    "perplexity": 1,
    "gemini": 0
   },
   "phrasings_named_in": 1,
   "rank": 42
  },
  {
   "vendor": "DynamoDB MCP server",
   "key": "dynamodb",
   "mentions": 1,
   "share": 0.8,
   "by_engine": {
    "chatgpt": 1,
    "perplexity": 0,
    "gemini": 0
   },
   "phrasings_named_in": 1,
   "rank": 43
  },
  {
   "vendor": "EKS MCP Server",
   "key": "eks",
   "mentions": 1,
   "share": 0.8,
   "by_engine": {
    "chatgpt": 0,
    "perplexity": 1,
    "gemini": 0
   },
   "phrasings_named_in": 1,
   "rank": 44
  },
  {
   "vendor": "Log Analyzer with MCP",
   "key": "loganalyzerwith",
   "mentions": 1,
   "share": 0.8,
   "by_engine": {
    "chatgpt": 0,
    "perplexity": 1,
    "gemini": 0
   },
   "phrasings_named_in": 1,
   "rank": 45
  },
  {
   "vendor": "managed remote AWS MCP Server",
   "key": "managedremoteaws",
   "mentions": 1,
   "share": 0.8,
   "by_engine": {
    "chatgpt": 0,
    "perplexity": 1,
    "gemini": 0
   },
   "phrasings_named_in": 1,
   "rank": 46
  },
  {
   "vendor": "Model Context Protocol (MCP) Server for AWS",
   "key": "modelcontextprotocolforaws",
   "mentions": 1,
   "share": 0.8,
   "by_engine": {
    "chatgpt": 0,
    "perplexity": 1,
    "gemini": 0
   },
   "phrasings_named_in": 1,
   "rank": 47
  },
  {
   "vendor": "Official AWS Documentation MCP Server",
   "key": "officialawsdocumentation",
   "mentions": 1,
   "share": 0.8,
   "by_engine": {
    "chatgpt": 0,
    "perplexity": 0,
    "gemini": 1
   },
   "phrasings_named_in": 1,
   "rank": 48
  },
  {
   "vendor": "official AWS Labs AWS API MCP Server",
   "key": "officialawslabsawsapi",
   "mentions": 1,
   "share": 0.8,
   "by_engine": {
    "chatgpt": 1,
    "perplexity": 0,
    "gemini": 0
   },
   "phrasings_named_in": 1,
   "rank": 49
  },
  {
   "vendor": "official AWS Labs MCP server",
   "key": "officialawslabs",
   "mentions": 1,
   "share": 0.8,
   "by_engine": {
    "chatgpt": 1,
    "perplexity": 0,
    "gemini": 0
   },
   "phrasings_named_in": 1,
   "rank": 50
  },
  {
   "vendor": "official AWS Labs MCP servers",
   "key": "officialawslabsservers",
   "mentions": 1,
   "share": 0.8,
   "by_engine": {
    "chatgpt": 1,
    "perplexity": 0,
    "gemini": 0
   },
   "phrasings_named_in": 1,
   "rank": 51
  },
  {
   "vendor": "Official AWS MCP Server",
   "key": "officialaws",
   "mentions": 1,
   "share": 0.8,
   "by_engine": {
    "chatgpt": 0,
    "perplexity": 0,
    "gemini": 1
   },
   "phrasings_named_in": 1,
   "rank": 52
  },
  {
   "vendor": "OpenSearch MCP server",
   "key": "opensearch",
   "mentions": 1,
   "share": 0.8,
   "by_engine": {
    "chatgpt": 1,
    "perplexity": 0,
    "gemini": 0
   },
   "phrasings_named_in": 1,
   "rank": 53
  },
  {
   "vendor": "qodo-ai/aws-mcp",
   "key": "qodoaiaws",
   "mentions": 1,
   "share": 0.8,
   "by_engine": {
    "chatgpt": 0,
    "perplexity": 0,
    "gemini": 1
   },
   "phrasings_named_in": 1,
   "rank": 54
  },
  {
   "vendor": "RDS Management MCP Server",
   "key": "rdsmanagement",
   "mentions": 1,
   "share": 0.8,
   "by_engine": {
    "chatgpt": 0,
    "perplexity": 1,
    "gemini": 0
   },
   "phrasings_named_in": 1,
   "rank": 55
  },
  {
   "vendor": "S3 Tables MCP Server",
   "key": "s3tables",
   "mentions": 1,
   "share": 0.8,
   "by_engine": {
    "chatgpt": 0,
    "perplexity": 1,
    "gemini": 0
   },
   "phrasings_named_in": 1,
   "rank": 56
  },
  {
   "vendor": "stefanpejcic/mcp-server-aws",
   "key": "stefanpejcicaws",
   "mentions": 1,
   "share": 0.8,
   "by_engine": {
    "chatgpt": 0,
    "perplexity": 0,
    "gemini": 1
   },
   "phrasings_named_in": 1,
   "rank": 57
  },
  {
   "vendor": "use_aws_mcp",
   "key": "useaws",
   "mentions": 1,
   "share": 0.8,
   "by_engine": {
    "chatgpt": 0,
    "perplexity": 1,
    "gemini": 0
   },
   "phrasings_named_in": 1,
   "rank": 58
  }
 ]
}