{"tool1":{"_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":215,"badgeEmbedCount":27,"agentSkillSlugs":[],"alternatives":[],"claimed":false,"status":"graded","createdAt":"2026-03-12T15:23:20.690Z","updatedAt":"2026-10-26T15:23:28.397Z","__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."}},"tool2":{"_id":"69b2da6867df398baec12e82","name":"Google Cloud","slug":"google-cloud","url":"https://cloud.google.com","description":"","logo":"","category":"Cloud Infrastructure","tags":[],"pricingModel":"unknown","scores":{"tokenEfficiency":{"score":6,"confidence":"scanner","evidence":"Google Cloud APIs support field masks and pagination for many services, but responses vary widely across 200+ products with inconsistent filtering capabilities and some endpoints returning large nested objects.","na":false},"access":{"score":8,"confidence":"scanner","evidence":"Comprehensive REST API coverage across all services, official SDKs in Node.js/Python/Go/Java, gRPC support, and multiple CLI tools, though no MCP server or GraphQL layer limits orchestration elegance.","na":false},"auth":{"score":8,"confidence":"scanner","evidence":"Service account authentication with fine-grained IAM roles provides autonomous agent authentication with scoped permissions, though requires credential file management and lacks simpler API key alternatives for many services.","na":false},"speed":{"score":7,"confidence":"scanner","evidence":"Global infrastructure ensures low latency, but rate limits vary significantly by service and quota management complexity can cause throttling; no obvious support for conditional requests via ETags across all services.","na":false},"discoverability":{"score":6,"confidence":"scanner","evidence":"Excellent documentation and developer resources available, but OpenAPI specs are not published or discoverable via standard .well-known endpoints, requiring manual navigation of service-specific docs.","na":false},"reliability":{"score":8,"confidence":"scanner","evidence":"API versioning is well-established, response schemas are consistent within services, and Google publishes a comprehensive status page, though idempotency key support is inconsistent across the API surface.","na":false},"safety":{"score":7,"confidence":"scanner","evidence":"IAM permissions provide granular access control and test/staging environments are available, but lack of built-in dry-run modes for many operations and limited undo capabilities for destructive actions without manual resource restoration.","na":false},"reactivity":{"score":5,"confidence":"scanner","evidence":"Pub/Sub and Cloud Tasks support event-driven patterns, but broad webhook support is inconsistent across services and polling is often the default pattern, requiring agents to manage retry logic.","na":false}},"agentGrade":"B+","agentScore":7.04,"accessMethods":{"restApi":true,"graphql":false,"cli":false,"sdk":[],"mcpServer":"none","openApiSpec":"","llmsTxt":false,"agentsJson":false},"authInfo":{"methods":["unknown"],"scopedPermissions":false,"humanRequired":true},"reviewCount":0,"avgReviewScore":0,"viewCount":255,"badgeEmbedCount":12,"agentSkillSlugs":[],"alternatives":[],"claimed":false,"status":"graded","createdAt":"2026-03-12T15:23:20.691Z","updatedAt":"2026-10-26T16:53:39.305Z","__v":0,"scannerData":{"lastScannedAt":"2026-03-12T19:31:56.863Z","scanVersion":1,"rawSignals":{"homepage":{"status":200,"contentLength":2055167,"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":"@google-cloud/opentelemetry-cloud-trace-exporter","description":"OpenTelemetry Google Cloud Trace Exporter allows the user to send collected traces to Google Cloud Trace.","version":"3.0.0"},{"name":"@google-cloud/opentelemetry-cloud-monitoring-exporter","description":"OpenTelemetry Google Cloud Monitoring Exporter allows the user to send collected metrics to Google Cloud Monitoring.","version":"0.21.0"},{"name":"@google-cloud/vision","description":"Google Cloud Vision API client for Node.js","version":"5.3.4"},{"name":"@google-cloud/opentelemetry-resource-util","description":"Resource util used by other @google-cloud/opentelemetry* packages","version":"3.0.0"},{"name":"@google-cloud/kms","description":"Google Cloud Key Management Service (KMS) API client for Node.js","version":"5.4.0"},{"name":"@google-cloud/common","description":"Common components for Cloud APIs Node.js Client Libraries","version":"6.0.0"},{"name":"@google-cloud/cloud-run-mcp","description":"Cloud Run MCP deployment tool","version":"1.10.0"},{"name":"google-auth-library","description":"Google APIs Authentication Client Library for Node.js","version":"10.6.1"},{"name":"@google-cloud/observability-mcp","description":"MCP Server for GCP environment for interacting with various Observability APIs.","version":"0.2.3"},{"name":"@google-cloud/storage","description":"Cloud Storage Client Library for Node.js","version":"7.19.0"}],"pypi":[],"cli":false,"sdks":[]},"mcp":{"found":false,"type":"none","servers":[]}},"biggestFriction":"Absence of published OpenAPI specifications and MCP server support makes it difficult for AI agents to autonomously discover available operations and their schemas without manual integration work.","agentSummary":"Google Cloud offers enterprise-grade REST APIs with excellent auth and reliability, but the massive service portfolio (200+) creates discovery friction and lacks modern AI-agent-friendly patterns like MCP servers or standardized OpenAPI exposure. Strong for agents with pre-configured credentials and specific service knowledge, weaker for autonomous exploration and orchestration."}}}