# Cloudinary — Agent Score

> Score: 84/100 (Grade: B) | Docs: https://cloudinary.com/documentation | Checked: April 16, 2026

Cloudinary scored 84/100 (B) on Agent Score. 12 of 22 agent-readiness checks passed.

[View full report](https://buildwithfern.com/agent-score/company/cloudinary-com-documentation)
[All companies](https://buildwithfern.com/agent-score/llms.txt)

## Summary

- Total checks: 22
- Passed: 12
- Warnings: 1
- Failed: 7

## Category Scores

- page-size: 92/100
- observability: 85/100
- url-stability: 100/100
- authentication: 100/100
- content-structure: 100/100
- markdown-availability: 90/100
- content-discoverability: 64/100

## Check Results

### content-discoverability

- [pass] llms.txt found at 2 location(s)
- [pass] llms.txt follows the proposed structure (H1, blockquote, heading-delimited link sections)
- [fail] llms.txt is 121,595 characters (exceeds 100,000 threshold; will be truncated by most agents)
- [pass] All 10 same-origin sampled links resolve (537 total links)
- [pass] 10/10 same-origin sampled links point to markdown content (100%)
- [fail] No llms.txt directive found in any of 1 sampled pages; 9 failed to fetch

### markdown-availability

- [pass] 9/10 sampled pages support .md URLs (90%)
- [pass] 9/10 sampled pages support content negotiation (90%)

### page-size

- [pass] All 10 sampled pages contain server-rendered content
- [fail] 1 of 9 pages exceed 100K chars (max 162K)
- [fail] 1 of 10 sampled pages convert to over 100K chars (max 162K, 7% boilerplate)
- [fail] 1 of 10 sampled pages have content starting past 50% (worst 78%)

### content-structure

- [pass] 2 tab group(s) across 1 of 10 sampled pages; all serialize under 50K chars
- [skip] 1 page(s) with tabs found, but no section headers inside tab panels to evaluate
- [pass] All 620 code fences properly closed across 11 pages

### url-stability

- [pass] All 10 sampled pages return proper error codes for bad URLs
- [pass] No redirects detected across 10 sampled pages

### observability

- [fail] llms.txt covers 528/702 sitemap doc pages (75%); 174 missing
- [warn] 4 of 9 pages have minor content differences between markdown and HTML
- [fail] 1 of 12 endpoints have aggressive caching or missing cache headers

### authentication

- [pass] All 10 sampled pages are publicly accessible
- [skip] All docs pages are publicly accessible; no alternative access paths needed