{"data":{"_id":"69b2da6867df398baec12dfb","name":"Docker Hub","slug":"docker-hub","url":"https://hub.docker.com","description":"","logo":"","category":"Developer Tools","tags":[],"pricingModel":"unknown","scores":{"tokenEfficiency":{"score":5,"confidence":"scanner","evidence":"Docker Hub API likely returns substantial image metadata and tag lists without field selection or filtering options, forcing agents to process unnecessary data.","na":false},"access":{"score":6,"confidence":"scanner","evidence":"Docker Hub has a REST API used by multiple third-party SDKs and CLI tools, but no official OpenAPI spec, GraphQL endpoint, or MCP server was detected.","na":false},"auth":{"score":7,"confidence":"scanner","evidence":"Docker Hub supports API tokens and username/password authentication for programmatic access, enabling autonomous agent authentication without OAuth complexity.","na":false},"speed":{"score":5,"confidence":"scanner","evidence":"No response time data provided, and lack of documented rate limits, ETag support, or batch endpoints suggests agents may face throttling or require sequential requests.","na":false},"discoverability":{"score":4,"confidence":"scanner","evidence":"No OpenAPI spec or robots.txt agent directives found; while documentation exists, the absence of structured API contracts makes endpoint discovery and error handling difficult for agents.","na":false},"reliability":{"score":5,"confidence":"scanner","evidence":"Structured data and API presence suggest basic consistency, but no evidence of idempotency keys, versioning strategy, or status page was detected.","na":false},"safety":{"score":4,"confidence":"scanner","evidence":"Docker Hub supports token-based access control, but no evidence of sandbox/test mode, dry-run capabilities, or undo operations for destructive actions.","na":false},"reactivity":{"score":2,"confidence":"scanner","evidence":"No webhooks, streaming, or SSE support detected; agents would need to rely on inefficient polling to monitor image updates or build status changes.","na":false}},"agentGrade":"C+","agentScore":5.18,"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":33,"badgeEmbedCount":4,"agentSkillSlugs":[],"alternatives":[],"claimed":false,"status":"graded","createdAt":"2026-03-12T15:23:20.643Z","updatedAt":"2026-04-07T22:27:02.476Z","__v":0,"scannerData":{"lastScannedAt":"2026-03-12T19:23:28.574Z","scanVersion":1,"rawSignals":{"homepage":{"status":200,"contentLength":442667,"hasStructuredData":true,"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":"docker-hub-tags","description":"NodeJS lib, with which you can easily find the latest version of Docker Hub images","version":"1.0.1"},{"name":"semantic-release-docker","description":"Set of semantic-release plugins to publish to docker hub","version":"2.2.0"},{"name":"generator-jhipster-docker","description":"Additional Docker support: Docker Hub, Local SMTP Server, NGinx","version":"2.5.0"},{"name":"docker-hub-graphql-api","description":"A lightweight GraphQL API for querying stats from Docker Hub.","version":"1.3.97"},{"name":"docker-hub-utils","description":"Typescript / Node utilities for interacting with the Docker Hub API.","version":"1.10.43"}],"pypi":[],"cli":false,"sdks":[]},"mcp":{"found":false,"type":"none","servers":[]}},"biggestFriction":"Lack of an official OpenAPI specification and modern API discovery mechanisms forces agents to rely on reverse-engineered or third-party API documentation with uncertain accuracy and maintenance.","agentSummary":"Docker Hub has a functional REST API with token-based authentication, but lacks modern agent-first features like OpenAPI specs, MCP servers, webhooks, and field selection. Agents can perform basic container operations but face significant friction around API discoverability, token efficiency, and real-time monitoring capabilities."}}}