{"_id":"69b2da6867df398baec12fa2","name":"Cloudinary","slug":"cloudinary","url":"https://cloudinary.com","description":"","logo":"","category":"Design","tags":[],"pricingModel":"unknown","scores":{"tokenEfficiency":{"score":7,"confidence":"scanner","evidence":"Cloudinary's REST API supports transformation parameters and URL-based optimization, but lacks explicit field selection or GraphQL; responses can be verbose for bulk operations without pagination optimization.","na":false},"access":{"score":8,"confidence":"scanner","evidence":"Strong SDK coverage with Node.js and Python official libraries, REST API, and multiple utility packages (@cloudinary/react, multer-storage-cloudinary); no MCP server or CLI limits the score from 9.","na":false},"auth":{"score":9,"confidence":"scanner","evidence":"Cloudinary uses API key + API secret authentication without OAuth friction, enabling straightforward autonomous agent integration with simple credential-based access control.","na":false},"speed":{"score":7,"confidence":"scanner","evidence":"CDN-backed image delivery is fast, but API rate limits and lack of conditional request support (ETags) for bulk metadata operations limit real-time agent responsiveness; adequate for typical use cases.","na":false},"discoverability":{"score":5,"confidence":"scanner","evidence":"No OpenAPI spec found and homepage fetch failed; while SDKs provide some discoverability and Cloudinary has public documentation, the absence of machine-readable API specs and inability to verify current endpoints reduces score.","na":false},"reliability":{"score":7,"confidence":"scanner","evidence":"Cloudinary maintains consistent API versioning and response schemas across SDKs, but lack of explicit idempotency key documentation and no accessible status page verification limit confidence in failure recovery.","na":false},"safety":{"score":6,"confidence":"scanner","evidence":"Cloudinary offers upload presets and restricted API tokens for scoped access, but lacks explicit sandbox/test mode; transformation parameters are reversible on stored assets, providing moderate safety.","na":false},"reactivity":{"score":4,"confidence":"scanner","evidence":"No evidence of webhooks, streaming, or SSE support in collected signals; agents would need to rely on polling for real-time updates, making reactive workflows inefficient.","na":false}},"agentGrade":"B+","agentScore":7.06,"accessMethods":{"restApi":false,"graphql":false,"cli":false,"sdk":["Node (cloudinary)","Python (cloudinary)"],"mcpServer":"none","openApiSpec":"","llmsTxt":false,"agentsJson":false},"authInfo":{"methods":["unknown"],"scopedPermissions":false,"humanRequired":true},"reviewCount":0,"avgReviewScore":0,"viewCount":52,"badgeEmbedCount":8,"agentSkillSlugs":[],"alternatives":[],"claimed":false,"status":"graded","createdAt":"2026-03-12T15:23:20.777Z","updatedAt":"2026-05-25T10:34:48.034Z","__v":0,"scannerData":{"lastScannedAt":"2026-03-12T19:50:41.094Z","scanVersion":1,"rawSignals":{"homepage":{"error":"fetch failed","status":null},"openapi":{"found":false},"wellKnown":{"llmsTxt":{"found":false},"agentsJson":{"found":false},"robotsTxt":{"found":true,"blocksAgents":true,"hasSitemap":true}},"packages":{"npm":[{"name":"cloudinary","description":"Cloudinary NPM for node.js integration","version":"2.9.0"},{"name":"@cloudinary/react","description":"Cloudinary React SDK","version":"1.14.4"},{"name":"@cloudinary/html","description":"An HTML wrapper for Cloudinary","version":"1.13.5"},{"name":"cloudinary-core","description":"Cloudinary Client Side JS library. Cloudinary streamlines your web application’s image manipulation needs. Cloudinary's cloud-based servers automate image uploading, resizing, cropping, optimizing, sprite generation and more.","version":"2.14.1"},{"name":"multer-storage-cloudinary","description":"A Cloudinary multer storage engine","version":"4.0.0"},{"name":"firebase-tools","description":"Command-Line Interface for Firebase","version":"15.9.1"},{"name":"@cloudinary-util/util","description":"<picture>   <source media=\"(prefers-color-scheme: dark)\" srcset=\"https://user-images.githubusercontent.com/62209650/196528621-b68e9e10-7e55-4c7d-9177-904cadbb4296.png\" align=\"center\" height=50>   <source media=\"(prefers-color-scheme: light)\" srcset=\"https","version":"4.2.0"},{"name":"@playwright/mcp","description":"Playwright Tools for MCP","version":"0.0.68"},{"name":"@cloudinary-util/url-loader","description":"<picture>   <source media=\"(prefers-color-scheme: dark)\" srcset=\"https://user-images.githubusercontent.com/62209650/196528621-b68e9e10-7e55-4c7d-9177-904cadbb4296.png\" align=\"center\" height=50>   <source media=\"(prefers-color-scheme: light)\" srcset=\"https","version":"6.2.0"}],"pypi":[{"name":"cloudinary","version":"1.44.1","description":"Python and Django SDK for Cloudinary"}],"cli":false,"sdks":["Node (cloudinary)","Python (cloudinary)"]},"mcp":{"found":false,"type":"none","servers":[]}},"biggestFriction":"Absence of OpenAPI spec, MCP server, and webhook support forces agents into polling-based workflows and manual API discovery, significantly reducing integration efficiency and real-time responsiveness.","agentSummary":"Cloudinary is well-suited for agent-driven media management tasks with strong SDK coverage and API-key-based auth requiring no human interaction. However, the lack of machine-readable API specs, webhooks, and MCP support creates friction for intelligent automation workflows that require real-time reactivity and self-service API discovery."}}