{"tool":{"slug":"cloudinary","name":"Cloudinary","url":"https://www.canagentsuse.com/tools/cloudinary","websiteUrl":"https://cloudinary.com","docsUrl":"https://cloudinary.com/documentation","githubUrl":"https://github.com/cloudinary","tagline":"Image and video upload, transformation, optimization, and media APIs.","shortDescription":"Cloudinary provides upload, admin, transformation, video, image, DAM, and asset management APIs.","agentSummary":"Agents can upload, transform, tag, search, organize, and deliver media assets with well-documented APIs.","bestFor":"Image uploads, transformations, optimization, DAM operations, and generated media pipelines.","cautionNotes":"Key limitations: Bulk deletes, asset overwrites, and signed transformations need review. Schema changes, migrations, deletes, backups, row-level security, and retention policies need explicit review before agents touch production data. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.","pricingSummary":"Public pricing based on credits, transformations, bandwidth, and storage.","authModel":"API key/secret, signed upload presets, unsigned presets, and restricted transformations.","accountCreation":"Self-serve signup with free tier.","browserSupport":"Console helps inspect assets, transformations, usage, and presets.","cliPackage":null,"apiBaseUrl":"https://api.cloudinary.com/v1_1","mcpServer":null,"agentScore":63,"agentTier":"Usable","scoreBreakdown":{"score":63,"tier":"Usable","summary":"Usable: 63/100. Strongest in agent readability; weakest in agent safety.","groups":[{"key":"operability","label":"Machine operability","weight":25,"score":14,"maxScore":25,"signals":[{"slug":"api","label":"API","weight":10,"score":10,"maxScore":10,"supportLevel":"native","evidence":"Upload and Admin APIs support file upload, tagging, search, updates, transformations, and bulk deletion."},{"slug":"mcp","label":"MCP","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No MCP server evidence listed."},{"slug":"cli","label":"CLI","weight":6,"score":0,"maxScore":6,"supportLevel":"unknown","evidence":"No CLI evidence listed."},{"slug":"browser","label":"Browser fallback","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"Console helps inspect assets, transformations, usage, and presets."}]},{"key":"safety","label":"Agent safety","weight":25,"score":10.4,"maxScore":25,"signals":[{"slug":"sandbox","label":"Sandbox or test mode","weight":10,"score":0,"maxScore":10,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"scoped-auth","label":"Scoped auth","weight":6,"score":6,"maxScore":6,"supportLevel":"native","evidence":"Auth supports scoped or permissioned access."},{"slug":"dry-run-preview","label":"Dry-run or preview","weight":4,"score":0,"maxScore":4,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"human-review","label":"Human review guidance","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Caution notes identify workflows that need human review."},{"slug":"idempotency","label":"Idempotency or retry safety","weight":2,"score":2,"maxScore":2,"supportLevel":"native","evidence":"Docs or summaries mention retry/idempotency safety."}]},{"key":"readability","label":"Agent readability","weight":20,"score":17.4,"maxScore":20,"signals":[{"slug":"docs-quality","label":"Docs 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clarity","weight":5,"score":4,"maxScore":5,"supportLevel":"strong","evidence":"API key/secret, signed upload presets, unsigned presets, and restricted transformations."},{"slug":"self-serve","label":"Self-serve onboarding","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Onboarding appears self-serve or testable."}]},{"key":"reliability","label":"Production reliability","weight":15,"score":9.4,"maxScore":15,"signals":[{"slug":"webhook-events","label":"Webhooks or events","weight":5,"score":0,"maxScore":5,"supportLevel":"unknown","evidence":"No clear evidence found."},{"slug":"logs-audit","label":"Logs or audit trail","weight":4,"score":4,"maxScore":4,"supportLevel":"native","evidence":"Tool exposes logs, traces, or audit-friendly records."},{"slug":"versioned-api","label":"Versioned API","weight":3,"score":3,"maxScore":3,"supportLevel":"native","evidence":"Tool exposes a versioned or stable API surface."},{"slug":"rate-limit-clarity","label":"Rate limit clarity","weight":3,"score":2.4,"maxScore":3,"supportLevel":"strong","evidence":"Tool documents usage limits, quotas, or credits."}]}]},"launchScore":540,"isFeatured":false,"categories":[{"slug":"design-media","name":"Design & media","description":"Design files, assets, images, uploads, transformations, and media workflows.","sortOrder":105},{"slug":"databases-storage","name":"Databases & storage","description":"Postgres, object storage, vector search, and data backends.","sortOrder":40}],"useCases":[{"slug":"manage-media","name":"Manage media","description":"Create, upload, transform, organize, and export visual assets."},{"slug":"publish-content","name":"Publish content","description":"Create or schedule posts, docs, email, and customer messages."}],"capabilities":[{"slug":"api","name":"API","group":"Agent access","supportLevel":"native","detail":"Upload and Admin APIs support file upload, tagging, search, updates, transformations, and bulk 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