# Jfrog — Agent Score

> Score: 84/100 (Grade: B) | Docs: https://docs.jfrog.com/ | Checked: June 8, 2026

Jfrog scored 84/100 (B) on Agent Score. 15 of 23 agent-readiness checks passed.

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

## Summary

- Total checks: 23
- Passed: 15
- Warnings: 2
- Failed: 4

## Category Scores

- page-size: 100/100
- observability: 63/100
- url-stability: 64/100
- authentication: 100/100
- content-structure: 100/100
- markdown-availability: 64/100
- content-discoverability: 77/100

## Check Results

### content-discoverability

- [pass] llms.txt found at https://docs.jfrog.com/llms.txt
- [warn] llms.txt contains parseable links but doesn't fully follow the proposed structure: https://docs.jfrog.com/llms.txt: No blockquote summary found
- [fail] llms.txt is 511,009 characters (exceeds 100,000 threshold; will be truncated by most agents)
- [pass] All 10 same-origin sampled links resolve (2360 total links)
- [pass] 10/10 same-origin sampled links point to markdown content (100%)
- [pass] llms.txt directive found in HTML of all 10 sampled pages, near the top of content
- [pass] llms.txt directive found in markdown of all 10 sampled pages, near the top of content

### markdown-availability

- [pass] 10/10 sampled pages support .md URLs (100%)
- [fail] Server ignores Accept: text/markdown header (0/10 sampled pages return markdown)

### page-size

- [pass] All 10 sampled pages contain server-rendered content
- [pass] All 10 pages under 50K chars (median 8K, max 13K)
- [pass] All 10 sampled pages under 50K chars (median 1834K HTML → 20K markdown (99% boilerplate))
- [pass] Content starts within first 10% on all 10 sampled pages (median 2%)

### content-structure

- [pass] No tabbed content detected across 10 sampled pages
- [pass] No tabbed content found; header quality check not applicable
- [pass] All 25 code fences properly closed across 11 pages

### url-stability

- [pass] All 10 sampled pages return proper error codes for bad URLs
- [fail] 10 JavaScript redirect(s) detected across 10 sampled pages

### observability

- [skip] No sitemap found; cannot assess llms.txt coverage without a sitemap as ground truth
- [warn] 1 of 10 pages have minor content differences between markdown and HTML
- [fail] 10 of 11 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