Nvidia HeavyAI scores 83/100 (Grade B), passing 13 of 22 checks (59%). The documentation is broadly accessible to AI agents but has 8 areas that could be improved to better serve automated tooling.
# Agent Score Fix Report — Nvidia HeavyAI URL: https://docs.nvidia.com/heavyai Score: 83/100 (Grade B) I need help improving the AI-readiness of the documentation at https://docs.nvidia.com/heavyai. Agent Score found 5 failing checks and 3 warnings. ## Failing Checks (5) - [content-discoverability] Llms Txt Links Resolve: Only 9/10 same-origin sampled links resolve (90%); 1 broken - [content-discoverability] Llms Txt Directive: No llms.txt directive found in any of 8 sampled pages; 2 failed to fetch - [page-size] Content Start Position: 2 of 10 sampled pages have content starting past 50% (worst 84%) - [observability] Llms Txt Freshness: llms.txt covers 0/212 sitemap doc pages (0%); 212 missing; 2 llms.txt links not in sitemap (may indicate stale links or incomplete sitemap) - [observability] Markdown Content Parity: 3 of 6 pages have substantive content differences between markdown and HTML (avg 20% missing) ## Warnings (3) - [content-discoverability] Llms Txt Valid: llms.txt contains parseable links but doesn't fully follow the proposed structure: https://docs.nvidia.com/heavyai/llms.txt: No blockquote summary found - [markdown-availability] Markdown Url Support: 6/10 sampled pages support .md URLs (60%); inconsistent support - [markdown-availability] Content Negotiation: Content negotiation partially supported: 6 correct type, 0 wrong type, 4 HTML only ## Fix Instructions For each issue above, please: 1. Analyze the documentation site at https://docs.nvidia.com/heavyai 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.nvidia.com/heavyai --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
llms-txt-freshnessllms.txt covers 0/212 sitemap doc pages (0%); 212 missing; 2 llms.txt links not in sitemap (may indicate stale links or incomplete sitemap)
markdown-content-parity3 of 6 pages have substantive content differences between markdown and HTML (avg 20% missing)
cache-header-hygieneAll 12 endpoints have appropriate cache headers
markdown-url-support6/10 sampled pages support .md URLs (60%); inconsistent support
content-negotiationContent negotiation partially supported: 6 correct type, 0 wrong type, 4 HTML only
auth-gate-detectionAll 10 sampled pages are publicly accessible
auth-alternative-accessAll docs pages are publicly accessible; no alternative access paths needed
llms-txt-links-resolveOnly 9/10 same-origin sampled links resolve (90%); 1 broken
llms-txt-directiveNo llms.txt directive found in any of 8 sampled pages; 2 failed to fetch
llms-txt-validllms.txt contains parseable links but doesn't fully follow the proposed structure: https://docs.nvidia.com/heavyai/llms.txt: No blockquote summary found
llms-txt-existsllms.txt found at 2 location(s)
llms-txt-sizellms.txt is 5,091 characters (under 50,000 threshold)
llms-txt-links-markdown10/10 same-origin sampled links point to markdown content (100%) (2 external links excluded)
content-start-position2 of 10 sampled pages have content starting past 50% (worst 84%)
rendering-strategyAll 10 sampled pages contain server-rendered content
page-size-markdownAll 6 pages under 50K chars (median 8K, max 36K)
page-size-htmlAll 10 sampled pages convert under 50K chars (median 8K, 29% boilerplate)
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 10 code fences properly closed across 8 pages
http-status-codesAll 10 sampled pages return proper error codes for bad URLs
redirect-behaviorNo redirects detected across 10 sampled pages
