---
title: "Docs Benchmark Report: Nvidia"
description: "Nvidia benchmark report with category scores and check-level detail."
canonical: "https://docsalot.dev/benchmarks/docs/nvidia"
human_url: "https://docsalot.dev/benchmarks/docs/nvidia"
markdown_url: "https://docsalot.dev/benchmarks/docs/nvidia.md"
index_url: "https://docsalot.dev/benchmarks/docs"
index_markdown_url: "https://docsalot.dev/benchmarks/docs.md"
updated: "2026-05-04"
---

[Back to docs benchmark index](https://docsalot.dev/benchmarks/docs.md)

# Docs Benchmark Report: Nvidia

> Copy this markdown report into a developer ticket or coding agent prompt when you want concrete docs fixes tied to benchmark checks.

## Report Links

- Human report: https://docsalot.dev/benchmarks/docs/nvidia
- Markdown report: https://docsalot.dev/benchmarks/docs/nvidia.md
- Benchmark index: https://docsalot.dev/benchmarks/docs
- Benchmark index markdown: https://docsalot.dev/benchmarks/docs.md
- Public docs URL: https://docs.nvidia.com/heavyai

## Score Summary

- Report for: Nvidia
- Display URL: docs.nvidia.com/heavyai
- Report type: Public benchmark report
- Score: 97
- Grade: A
- Summary: Nvidia scored 97/100 on Fern's public Agent Score report across 23 published checks.
- Checked at: May 4, 2026 at 9:03 PM UTC
- Category: Infrastructure
- Source: Fern Agent Score
- Checks passed: 17/23
- Warnings: 3
- Failed checks: 1
- Skipped checks: 2

## What Already Works

- URL Stability and Redirects is relatively strong at 100/100.
- Authentication and Access is relatively strong at 100/100.
- Content Structure is relatively strong at 100/100.

## What To Improve Next

- Markdown Content Parity in Observability and Content Health.
- Page Size Markdown in Page Size and Truncation Risk.
- Page Size Html in Page Size and Truncation Risk.

## Full Score Breakdown

### Page Size and Truncation Risk - 97/100

- Question: Can an agent read the page without losing important context?
- Category focus: Checks for oversized pages, noisy navigation, and chunking risks.
- Category note: 2 warnings still need cleanup here.
- Passed: 2
- Warnings: 2
- Failed: 0
- Skipped: 0

Checks:
- PASS - Rendering Strategy: All 10 sampled pages contain server-rendered content
- WARN - Page Size Markdown: 1 of 10 pages between 50K–100K chars (max 53K)
- WARN - Page Size Html: 1 of 10 sampled pages convert to 50K–100K chars (max 1658K HTML → 92K markdown (97% boilerplate))
- PASS - Content Start Position: Content starts within first 10% on all 10 sampled pages (median 0%)

### Observability and Content Health - 73/100

- Question: Can an agent tell whether the docs are fresh and trustworthy?
- Category focus: Checks for freshness signals, content health, and crawl confidence.
- Category note: 1 failed check still shape this area.
- Passed: 1
- Warnings: 0
- Failed: 1
- Skipped: 1

Checks:
- SKIP - LLMS TXT Freshness: No page URLs found in llms.txt
- FAIL - Markdown Content Parity: 3 of 10 pages have substantive content differences between markdown and HTML (avg 19% missing)
- PASS - Cache Header Hygiene: All 12 endpoints have appropriate cache headers

### URL Stability and Redirects - 100/100

- Question: Can an agent trust that URLs will stay predictable?
- Category focus: Checks for stable docs URLs and minimal redirect churn on core paths.
- Category note: This area is already one of the stronger parts of the report.
- Passed: 2
- Warnings: 0
- Failed: 0
- Skipped: 0

Checks:
- PASS - Http Status Codes: All 8 sampled pages return proper error codes for bad URLs; 2 failed to fetch
- PASS - Redirect Behavior: No redirects detected across 10 sampled pages

### Authentication and Access - 100/100

- Question: Can an agent access the docs without getting blocked?
- Category focus: Checks whether public docs stay accessible and auth-gated content is handled clearly.
- Category note: 1 check were skipped in this report.
- Passed: 1
- Warnings: 0
- Failed: 0
- Skipped: 1

Checks:
- PASS - Auth Gate Detection: All 10 sampled pages are publicly accessible
- SKIP - Auth Alternative Access: All docs pages are publicly accessible; no alternative access paths needed

### Content Structure - 100/100

- Question: Can an agent understand how the page is organized?
- Category focus: Checks for headings, code block formatting, and readable section hierarchy.
- Category note: This area is already one of the stronger parts of the report.
- Passed: 3
- Warnings: 0
- Failed: 0
- Skipped: 0

Checks:
- PASS - Tabbed Content Serialization: No tabbed content detected across 10 sampled pages
- PASS - Section Header Quality: No tabbed content found; header quality check not applicable
- PASS - Markdown Code Fence Validity: All 93 code fences properly closed across 12 pages

### Markdown Availability - 100/100

- Question: Can an agent fetch a clean text version of the docs?
- Category focus: Checks for markdown routes and clean text delivery without UI-heavy wrappers.
- Category note: This area is already one of the stronger parts of the report.
- Passed: 2
- Warnings: 0
- Failed: 0
- Skipped: 0

Checks:
- PASS - Markdown Url Support: 10/10 sampled pages support .md URLs (100%)
- PASS - Content Negotiation: 10/10 sampled pages support content negotiation (100%)

### Content Discoverability - 98/100

- Question: Can an agent find the right starting point?
- Category focus: Checks for llms.txt, sitemaps, and a clear public docs entry point.
- Category note: 1 warning still need cleanup here.
- Passed: 6
- Warnings: 1
- Failed: 0
- Skipped: 0

Checks:
- PASS - LLMS TXT Exists: llms.txt found at 2 locations; using https://docs.nvidia.com/heavyai/llms.txt as canonical
- WARN - 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
- PASS - LLMS TXT Size: llms.txt is 94 characters (under 50,000 threshold)
- PASS - LLMS TXT Links Resolve: All 1 same-origin links resolve (1 total links)
- PASS - LLMS TXT Links Markdown: 1/1 same-origin links point to markdown content (100%)
- PASS - LLMS TXT Directive (HTML): llms.txt directive found in HTML of all 9 sampled pages, near the top of content; 1 failed to fetch
- PASS - LLMS TXT Directive (Markdown): llms.txt directive found in markdown of all 10 sampled pages, near the top of content


## Suggested Handoff

Ask the developer or coding agent to work through the failed checks and next-step items first, then rerun the benchmark on https://docs.nvidia.com/heavyai to confirm the score moves in the right direction.