Leaderboard/Nvidia Dynamo

Nvidia Dynamo

docs.nvidia.com/dynamo
Score: 98 out of 100, grade A98
Grade A
Last checked: April 28, 2026 · Rerun
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Simulation: Fern // bud
Day 0
CategoryAI/ML
Checks passed18/23Warnings3Failed0

Nvidia Dynamo scores 98/100 (Grade A), placing it among the most AI-agent-ready documentation sites evaluated. It passes 18 of 23 checks (78%), demonstrating strong support for AI coding agents. 3 items require attention to reach a perfect score.

# Agent Score Fix Report — Nvidia Dynamo
URL: https://docs.nvidia.com/dynamo
Score: 98/100 (Grade A)

I need help improving the AI-readiness of the documentation at https://docs.nvidia.com/dynamo.
Agent Score found 0 failing checks and 3 warnings.



## Warnings (3)
- [content-discoverability] Llms Txt Valid: llms.txt contains parseable links but doesn't fully follow the proposed structure: https://docs.nvidia.com/dynamo/llms.txt: No blockquote summary found
- [page-size] Page Size Html: 1 of 10 sampled pages convert to 50K–100K chars (max 778K HTML → 51K markdown (96% boilerplate))
- [observability] Markdown Content Parity: 6 of 10 pages have minor content differences between markdown and HTML

## Fix Instructions

For each issue above, please:
1. Analyze the documentation site at https://docs.nvidia.com/dynamo
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 check https://docs.nvidia.com/dynamo --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

markdown-content-parity6 of 10 pages have minor content differences between markdown and HTMLLearn more
cache-header-hygieneAll 12 endpoints have appropriate cache headersLearn more
llms-txt-coverageNo page URLs found in llms.txtLearn more
auth-gate-detectionAll 10 sampled pages are publicly accessibleLearn more
auth-alternative-accessAll docs pages are publicly accessible; no alternative access paths neededLearn more
page-size-html1 of 10 sampled pages convert to 50K–100K chars (max 778K HTML → 51K markdown (96% boilerplate))Learn more
rendering-strategyAll 10 sampled pages contain server-rendered contentLearn more
page-size-markdownAll 10 pages under 50K chars (median 13K, max 20K)Learn more
content-start-positionContent starts within first 10% on all 10 sampled pages (median 0%)Learn more
llms-txt-validllms.txt contains parseable links but doesn't fully follow the proposed structure: https://docs.nvidia.com/dynamo/llms.txt: No blockquote summary foundLearn more
llms-txt-existsllms.txt found at 2 locations; using https://docs.nvidia.com/dynamo/llms.txt as canonicalLearn more
llms-txt-sizellms.txt is 96 characters (under 50,000 threshold)Learn more
llms-txt-links-resolveAll 1 same-origin links resolve (1 total links)Learn more
llms-txt-links-markdown1/1 same-origin links point to markdown content (100%)Learn more
llms-txt-directive-htmlllms.txt directive found in HTML of all 10 sampled pages, near the top of contentLearn more
llms-txt-directive-mdllms.txt directive found in markdown of all 10 sampled pages, near the top of contentLearn more
markdown-url-support10/10 sampled pages support .md URLs (100%)Learn more
content-negotiation10/10 sampled pages support content negotiation (100%)Learn more
tabbed-content-serializationNo tabbed content detected across 10 sampled pagesLearn more
section-header-qualityNo tabbed content found; header quality check not applicableLearn more
markdown-code-fence-validityAll 67 code fences properly closed across 12 pagesLearn more
http-status-codesAll 9 sampled pages return proper error codes for bad URLs; 1 failed to fetchLearn more
redirect-behaviorNo redirects detected across 10 sampled pagesLearn more

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