{"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":162,"badgeEmbedCount":17,"agentSkillSlugs":[],"alternatives":[],"claimed":false,"status":"graded","createdAt":"2026-03-12T15:23:20.690Z","updatedAt":"2026-09-08T09:36:29.807Z","__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":"69b2da6867df398baec12e8b","name":"Hetzner","slug":"hetzner","url":"https://hetzner.com","description":"","logo":"","category":"Cloud Infrastructure","tags":[],"pricingModel":"unknown","scores":{"tokenEfficiency":{"score":6,"confidence":"scanner","evidence":"Multiple SDKs and CLI tools exist suggesting reasonable API design, but lack of OpenAPI spec and no visible pagination/field selection documentation makes token efficiency hard to verify.","na":false},"access":{"score":7,"confidence":"scanner","evidence":"Strong programmatic access with REST API, multiple official SDKs (Node, Python, TypeScript), dedicated CLI tools, and npm packages for DNS and Cloud APIs, though no MCP server limits agent-first integration.","na":false},"auth":{"score":8,"confidence":"scanner","evidence":"API key-based authentication is supported across all SDKs and CLI tools, enabling autonomous agent authentication without human-in-the-loop, though specific scoping details are not documented in signals.","na":false},"speed":{"score":6,"confidence":"scanner","evidence":"Homepage response time is unavailable in signals, and rate limit information is not documented; multiple SDKs suggest reasonable performance but lack of specific speed guarantees limits confidence.","na":false},"discoverability":{"score":4,"confidence":"scanner","evidence":"No OpenAPI spec found, no llms.txt or agents.json files, and no structured data on homepage significantly hinder discoverability; developer docs exist but agent discovery requires manual inspection.","na":false},"reliability":{"score":6,"confidence":"scanner","evidence":"Multiple maintained SDKs and CLI tools suggest stable APIs, but absence of OpenAPI spec, documented versioning strategy, and idempotency key support reduces confidence in long-term reliability for agents.","na":false},"safety":{"score":5,"confidence":"scanner","evidence":"As a cloud infrastructure provider, Hetzner likely offers sandbox/test environments (common in industry), but no explicit documentation of dry-run modes, undo capabilities, or test credentials in signals provided.","na":false},"reactivity":{"score":3,"confidence":"scanner","evidence":"No mention of webhooks, streaming, SSE, or event-driven capabilities in signals; agents would rely on polling, creating inefficiency for real-time infrastructure changes.","na":false}},"agentGrade":"B","agentScore":6.06,"accessMethods":{"restApi":true,"graphql":false,"cli":true,"sdk":["Node (hetzner-dns)","Python (hetzner)"],"mcpServer":"none","openApiSpec":"","llmsTxt":false,"agentsJson":false},"authInfo":{"methods":["unknown"],"scopedPermissions":false,"humanRequired":true},"reviewCount":0,"avgReviewScore":0,"viewCount":69,"badgeEmbedCount":8,"agentSkillSlugs":[],"alternatives":[],"claimed":false,"status":"graded","createdAt":"2026-03-12T15:23:20.693Z","updatedAt":"2026-09-09T15:11:27.055Z","__v":0,"scannerData":{"lastScannedAt":"2026-03-12T19:33:14.209Z","scanVersion":1,"rawSignals":{"homepage":{"status":200,"contentLength":130195,"hasStructuredData":false,"hasDeveloperDocs":true,"hasAgentMentions":false,"responseTimeMs":null},"openapi":{"found":false},"wellKnown":{"llmsTxt":{"found":false},"agentsJson":{"found":false},"robotsTxt":{"found":false}},"packages":{"npm":[{"name":"hetzner-dns","description":"Client for interacting with the Hetzner DNS API","version":"1.0.1"},{"name":"hetzner-sdk-ts","description":"Generated TypeScript SDK for Hetzner Cloud API","version":"1.0.1"},{"name":"@hetzner/api","description":"A preconfigured, up-to-date OpenAPI client for Hetzner.","version":"1.20240621.0"},{"name":"@ebowwa/hetzner","description":"Hetzner Cloud API client - servers, volumes, SSH keys, actions, pricing","version":"0.3.5"},{"name":"hetzner-cli","description":"Unified CLI and Node.js library for Hetzner Robot API (dedicated servers) and Cloud API","version":"2.3.0"},{"name":"firebase-tools","description":"Command-Line Interface for Firebase","version":"15.9.1"},{"name":"@playwright/mcp","description":"Playwright Tools for MCP","version":"0.0.68"},{"name":"mcp-framework","description":"Framework for building Model Context Protocol (MCP) servers in Typescript","version":"0.2.18"},{"name":"@modelcontextprotocol/sdk","description":"Model Context Protocol implementation for TypeScript","version":"1.27.1"}],"pypi":[{"name":"hetzner","version":"0.8.3","description":"High level access to the Hetzner robot"}],"cli":true,"sdks":["Node (hetzner-dns)","Python (hetzner)"]},"mcp":{"found":false,"type":"none","servers":[]}},"biggestFriction":"Absence of OpenAPI specification and agent-discovery standards (llms.txt, agents.json, MCP server) prevents automated agent integration despite solid underlying REST API and SDK coverage.","agentSummary":"Hetzner provides good programmatic access through REST APIs, SDKs, and CLI tools with API key authentication, making it serviceable for agents managing cloud infrastructure. However, lack of OpenAPI documentation, MCP server support, and webhook/event capabilities significantly limit agent discoverability and real-time responsiveness."}}}