# Redpanda — Agent Score

> Score: 90/100 (Grade: A) | Docs: https://Docs.redpanda.com | Checked: April 10, 2026

Redpanda scored 90/100 (A) on Agent Score. 15 of 22 agent-readiness checks passed.

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

## Summary

- Total checks: 22
- Passed: 15
- Warnings: 3
- Failed: 3

## Category Scores

- page-size: 81/100
- observability: 48/100
- url-stability: 100/100
- authentication: 100/100
- content-structure: 100/100
- markdown-availability: 80/100
- content-discoverability: 100/100

## 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)
- [pass] llms.txt is 13,851 characters (under 50,000 threshold)
- [pass] All 10 same-origin sampled links resolve (73 total links)
- [pass] 10/10 same-origin sampled links point to markdown content (100%)
- [pass] llms.txt directive found in all 8 sampled pages, near the top of content; 2 failed to fetch

### markdown-availability

- [warn] 8/10 sampled pages support .md URLs (80%); inconsistent support
- [warn] Content negotiation partially supported: 8 correct type, 0 wrong type, 2 HTML only

### page-size

- [pass] All 10 sampled pages contain server-rendered content
- [pass] All 8 pages under 50K chars (median 35K, max 40K)
- [fail] 1 of 10 sampled pages convert to over 100K chars (max 138K, 44% boilerplate)
- [warn] 8 of 10 sampled pages have content starting at 10–50% (worst 24%)

### content-structure

- [pass] No tabbed content detected across 10 sampled pages
- [pass] No tabbed content found; header quality check not applicable
- [pass] All 19 code fences properly closed across 10 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 483/4626 sitemap doc pages (10%); 4143 missing; 1225 llms.txt links not in sitemap (may indicate stale links or incomplete sitemap)
- [fail] 2 of 8 pages have substantive content differences between markdown and HTML (avg 11% missing)
- [pass] All 12 endpoints have appropriate cache headers

### authentication

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