# Cloudinary (cloudinary.com): agent-readiness 77/100, grade B

> Rank 164 of 3060 on Qomvia (rubric v2.3.0). Last scanned 2026-11-02T04:30:38.634Z. Page: https://qomvia.com/site/cloudinary-com  JSON: https://qomvia.com/api/score/cloudinary-com

## Summary
Category: Software and SaaS
{
  "known": true,
  "confidence": "high",
  "summary": "Cloudinary is a cloud-based service that provides an end-to-end solution for managing images and videos. It enables developers and businesses to upload, store, manipulate, optimize, and deliver visual media assets at scale across various platforms.",
  "offerings": [
    "Image and video upload, storage, and management",
    "On-the-fly image and video transformations",
    "Media optimization and accelerated delivery via CDN",
    "AI-powered media analysis, moderation, and tagging",
    "Programmatic generation of new visual media",
    "APIs and SDKs for integration across tech stacks"
  ],
  "audience": "Developers, web agencies, e-commerce businesses, marketing teams, and any organization requiring efficient visual media management.",
  "geography": "Globally, as a cloud-based service accessible worldwide.",
  "strengths": [
    "Comprehensive suite of image and video manipulation tools",
    "Robust optimization and high-performance delivery capabilities",
    "Extensive API and SDK support for various programming languages",
    "Scalable and reliable for high-volume media operations",
    "Reduces the need for internal media infrastructure development"
  ],
  "unknowns": [
    "Specific current pricing details for all tiers",
    "Detailed customer support response times or SLAs",
    "Exact scope of their latest generative AI features without direct review",
    "Specific uptime guarantees or recent performance metrics",
    "Internal organizational structure or employee count"
  ],
  "alternatives": [
    "imgix.com",
    "imagekit.io",
    "uploadcare.com",
    "filestack.com",
    "twicpics.com"
  ],
  "business": "Cloudinary provides a cloud-based platform for image and video management, transformation, optimization, and delivery for developers and businesses globally.",
  "competitors": [
    "imgix.com",
    "imagekit.io",
    "uploadcare.com",
    "filestack.com",
    "mux.com",
    "gumlet.com",
    "twicpics.com"
  ]
}

## Score by group
- Machine access: 24/24
- Content legibility: 25/26
- Discovery surface: 12/20
- Identity & policy: 5/12
- Agent-facing performance: 8/8
- Agent protocols: 3/10
Failing checks:
- [blocker] No MCP endpoint to call
- [improvement] No stated policy for automated access
- [improvement] No machine-readable contact
- [improvement] No Content Signals
- [improvement] Machine-readable data surface

## Add-on packs
- E-commerce & product feeds: 41/100 (not part of the public score)

## AI mentions and rivals
Named in 1 AI assistant answers.
- imgix.com: not measured
- imagekit.io: not measured
- uploadcare.com: not measured
- mux.com: not measured
- gumlet.com: not measured

## Named for
- Which platforms help e-commerce businesses become visible and actionable for AI shopping agents? https://qomvia.com/answers/which-platforms-help-e-commerce-businesses-become-visible-and-actionable-for-ai

## FAQ
Q: Is Cloudinary readable by AI agents?
A: Cloudinary (cloudinary.com) scores 77 out of 100 for agent readiness, grade B, measured yesterday, on 02.11.2026. 1 of 3 agent classes we test can use the site, and 1 check currently block agents outright.

Q: What stops agents from using cloudinary.com?
A: The heaviest problems are: No MCP endpoint to call; No stated policy for automated access; No machine-readable contact; No Content Signals; Machine-readable data surface. Each one is scored from a public HTTP response, and the fix for each is listed in the signed-in report.

Q: How is the Cloudinary agent-readiness score calculated?
A: Qomvia fetches public pages of cloudinary.com as an AI agent would and runs the core checks every site gets across 6 groups: Machine access, Content legibility, Discovery surface, Identity & policy, Agent-facing performance, Agent protocols. Checks are weighted by how much an agent loses when they fail, and the score is expressed out of 100. E-commerce & product feeds checks are scored separately (41/100) and do not affect the public score or rank.

Q: How often is this score updated?
A: Public scores are re-checked when the site is re-scanned; tracked domains are re-scanned weekly and their owners are alerted when a check regresses. This page shows the scan from yesterday, on 02.11.2026.

## Related
- Leaderboard: https://qomvia.com/leaderboard — category ranking: https://qomvia.com/leaderboard/saas-software
- Score another site: https://qomvia.com/