Leaderboard/Claude API

Claude API

docs.anthropic.com
Score: 71 out of 100, grade C71
Grade C
Last checked: April 2, 2026 · Rerun
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Simulation: Fern // bud
Day 0
CategoryAI/ML
Checks passed10/22Warnings5Failed6

Claude API scores 71/100 (Grade C), passing 10 of 22 checks (45%). The documentation is broadly accessible to AI agents but has 11 areas that could be improved to better serve automated tooling.

# Agent Score Fix Report — Claude API
URL: https://docs.anthropic.com
Score: 71/100 (Grade C)

I need help improving the AI-readiness of the documentation at https://docs.anthropic.com.
Agent Score found 6 failing checks and 5 warnings.

## Failing Checks (6)
- [content-discoverability] Llms Txt Directive: No llms.txt directive found in any of 10 sampled pages
- [page-size] Page Size Markdown: 2 of 7 pages exceed 100K chars (max 125K)
- [page-size] Page Size Html: 2 of 10 sampled pages convert to over 100K chars (max 125K, 0% boilerplate)
- [page-size] Content Start Position: 3 of 10 sampled pages have content starting past 50% (worst 100%)
- [url-stability] Http Status Codes: 10 of 10 sampled pages return 200 for non-existent URLs (soft 404)
- [observability] Markdown Content Parity: 3 of 7 pages have substantive content differences between markdown and HTML (avg 16% missing)

## Warnings (5)
- [content-discoverability] Llms Txt Exists: llms.txt found but only reachable via cross-host redirect (agents may not follow it); 1 failed to fetch
- [content-discoverability] Llms Txt Valid: llms.txt contains parseable links but doesn't fully follow the proposed structure: https://platform.claude.com/llms.txt: No blockquote summary found
- [content-discoverability] Llms Txt Size: llms.txt is 64,354 characters (between 50,000 and 100,000; consider splitting)
- [markdown-availability] Markdown Url Support: 7/10 sampled pages support .md URLs (70%); inconsistent support
- [markdown-availability] Content Negotiation: Content negotiation partially supported: 7 correct type, 0 wrong type, 3 HTML only

## Fix Instructions

For each issue above, please:
1. Analyze the documentation site at https://docs.anthropic.com
2. Implement the specific fix
3. Verify the fix would cause the check to pass

### Common fixes:
- **No llms.txt**: Create /llms.txt following https://llmstxt.org — list all doc pages in markdown format
- **No .md URL support**: Configure your docs platform to serve pages at equivalent .md URLs (e.g. /docs/quickstart.md)
- **No content negotiation**: Return markdown when request includes Accept: text/markdown header
- **Large page size**: Reduce nav boilerplate, inline scripts, and repetitive markup
- **No sitemap**: Generate /sitemap.xml listing all documentation URLs
- **Auth walls**: Ensure docs pages return 200 without requiring login cookies or tokens
- **No Last-Modified header**: Configure your server/CDN to include Last-Modified response headers
- **Tab content hidden**: Ensure tabbed content is rendered in the HTML (not JS-only) so agents can read all variants

## Run afdocs Locally for More Detail

To get deeper visibility into what's failing, run afdocs against your docs:

  npx afdocs https://docs.anthropic.com --fixes --verbose

- **--fixes**: Adds "Fix:" lines to the output for each warn/fail check with actionable remediation steps
- **-v, --verbose**: Shows per-page details (specific URLs, character counts, error codes) for checks with issues — useful for per-URL visibility into what's failing
CHECK RESULTS

How your docs scored

page-size-markdown2 of 7 pages exceed 100K chars (max 125K)
page-size-html2 of 10 sampled pages convert to over 100K chars (max 125K, 0% boilerplate)
content-start-position3 of 10 sampled pages have content starting past 50% (worst 100%)
rendering-strategyAll 10 sampled pages contain server-rendered content
markdown-url-support7/10 sampled pages support .md URLs (70%); inconsistent support
content-negotiationContent negotiation partially supported: 7 correct type, 0 wrong type, 3 HTML only
http-status-codes10 of 10 sampled pages return 200 for non-existent URLs (soft 404)
redirect-behaviorNo redirects detected across 10 sampled pages
auth-gate-detectionAll 10 sampled pages are publicly accessible
auth-alternative-accessAll docs pages are publicly accessible; no alternative access paths needed
llms-txt-directiveNo llms.txt directive found in any of 10 sampled pages
llms-txt-existsllms.txt found but only reachable via cross-host redirect (agents may not follow it); 1 failed to fetch
llms-txt-validllms.txt contains parseable links but doesn't fully follow the proposed structure: https://platform.claude.com/llms.txt: No blockquote summary found
llms-txt-sizellms.txt is 64,354 characters (between 50,000 and 100,000; consider splitting)
llms-txt-links-resolveAll 10 same-origin sampled links resolve (621 total links)
llms-txt-links-markdown10/10 same-origin sampled links point to markdown content (100%)
markdown-content-parity3 of 7 pages have substantive content differences between markdown and HTML (avg 16% missing)
llms-txt-freshnessllms.txt covers 100% of 620 sitemap doc pages
cache-header-hygieneAll 11 endpoints have appropriate cache headers
tabbed-content-serializationNo tabbed content detected across 10 sampled pages
section-header-qualityNo tabbed content found; header quality check not applicable
markdown-code-fence-validityAll 27 code fences properly closed across 8 pages

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