{"data":{"_id":"69b2da6867df398baec12e7f","name":"AWS","slug":"aws","url":"https://aws.amazon.com","description":"","logo":"","category":"Cloud Infrastructure","tags":[],"pricingModel":"unknown","scores":{"tokenEfficiency":{"score":6,"confidence":"scanner","evidence":"AWS APIs support pagination, filtering, and field selection in many services, but responses can be verbose and inconsistent across the 200+ services, requiring agents to parse and filter substantial data.","na":false},"access":{"score":9,"confidence":"scanner","evidence":"AWS provides REST APIs for 200+ services, official SDKs in Node.js and Python (plus 10+ other languages), a mature CLI, and extensive programmatic access, though no MCP server is available.","na":false},"auth":{"score":8,"confidence":"scanner","evidence":"AWS supports API keys (access key/secret key pairs), IAM roles with scoped permissions, temporary credentials via STS, and multiple credential provider chains, enabling autonomous agent authentication without human intervention.","na":false},"speed":{"score":7,"confidence":"scanner","evidence":"AWS APIs generally have low latency and support concurrent requests, but rate limits vary significantly by service and account tier, and response times depend heavily on operation complexity.","na":false},"discoverability":{"score":7,"confidence":"scanner","evidence":"AWS provides comprehensive documentation and SDKs with predictable API patterns, but lacks an OpenAPI spec for most services; robots.txt blocks agent crawling, and discovering the right API among 200+ services requires knowledge.","na":false},"reliability":{"score":8,"confidence":"scanner","evidence":"AWS APIs support versioning, maintain consistent response schemas per service, publish a status page, and most operations are idempotent with request ID tracking, though consistency varies across services.","na":false},"safety":{"score":8,"confidence":"scanner","evidence":"AWS provides IAM scoped access tokens with fine-grained permissions, sandbox/test environments via separate accounts or regions, and dry-run modes for some operations; operations are generally reversible via versioning and backups.","na":false},"reactivity":{"score":5,"confidence":"scanner","evidence":"AWS supports webhooks via SNS/SQS, CloudWatch events, and EventBridge for async notifications, but agents typically must poll for state changes; streaming is limited to specific services like Kinesis.","na":false}},"agentGrade":"B+","agentScore":7.42,"accessMethods":{"restApi":true,"graphql":false,"cli":true,"sdk":["Node (@aws-sdk/credential-provider-ini)","Python (aws)"],"mcpServer":"none","openApiSpec":"","llmsTxt":false,"agentsJson":false},"authInfo":{"methods":["unknown"],"scopedPermissions":false,"humanRequired":true},"reviewCount":0,"avgReviewScore":0,"viewCount":100,"badgeEmbedCount":12,"agentSkillSlugs":[],"alternatives":[],"claimed":false,"status":"graded","createdAt":"2026-03-12T15:23:20.690Z","updatedAt":"2026-07-08T17:22:04.086Z","__v":0,"scannerData":{"lastScannedAt":"2026-03-12T19:31:43.279Z","scanVersion":1,"rawSignals":{"homepage":{"status":200,"contentLength":325687,"hasStructuredData":false,"hasDeveloperDocs":true,"hasAgentMentions":true,"responseTimeMs":null},"openapi":{"found":false},"wellKnown":{"llmsTxt":{"found":false},"agentsJson":{"found":false},"robotsTxt":{"found":true,"blocksAgents":true,"hasSitemap":true}},"packages":{"npm":[{"name":"@aws-sdk/credential-provider-ini","description":"AWS credential provider that sources credentials from ~/.aws/credentials and ~/.aws/config","version":"3.972.19"},{"name":"@aws-sdk/credential-provider-process","description":"AWS credential provider that sources credential_process from ~/.aws/credentials and ~/.aws/config","version":"3.972.17"},{"name":"@aws-sdk/types","description":"Types for the AWS SDK","version":"3.973.5"},{"name":"@aws-sdk/credential-provider-web-identity","description":"AWS credential provider that calls STS assumeRole for temporary AWS credentials","version":"3.972.19"},{"name":"@aws-sdk/credential-provider-login","description":"AWS credential provider that sources credentials from aws login cached tokens","version":"3.972.19"},{"name":"@aws-sdk/credential-providers","description":"A collection of credential providers, without requiring service clients like STS, Cognito","version":"3.1008.0"},{"name":"serverless","description":"[![Serverless Framework AWS Lambda AWS DynamoDB AWS API Gateway](https://github.com/serverless/serverless/assets/2752551/66a8c6a9-bc4a-4116-b139-90c12963337e)](https://serverless.com)","version":"4.33.0"},{"name":"firebase-tools","description":"Command-Line Interface for Firebase","version":"15.9.1"},{"name":"@aws-sdk/client-sso-oidc","description":"AWS SDK for JavaScript Sso Oidc Client for Node.js, Browser and React Native","version":"3.1008.0"},{"name":"@aws-cdk/cloud-assembly-schema","description":"Schema for the protocol between CDK framework and CDK CLI","version":"53.5.0"}],"pypi":[{"name":"aws","version":"0.2.5","description":"Utility to manage your Amazon Web Services and run Fabric against filtered set of EC2 instances."}],"cli":true,"sdks":["Node (@aws-sdk/credential-provider-ini)","Python (aws)"]},"mcp":{"found":false,"type":"none","servers":[]}},"biggestFriction":"The absence of a unified OpenAPI specification and the fragmentation across 200+ services with inconsistent API patterns make discoverability and agent onboarding unnecessarily difficult compared to purpose-built API-first platforms.","agentSummary":"AWS is highly capable for agent use with mature SDKs, scoped authentication, and comprehensive REST APIs across all services, but the lack of OpenAPI specs, robots.txt blocking, and service fragmentation create significant discoverability friction. Agents can operate autonomously once configured, but require substantial upfront knowledge to identify and chain the right AWS APIs."}}}