Leaderboard/Astronomer

Astronomer

Astronomer.io/docs
Score: 91 out of 100, grade A91
Grade A
Last checked: May 1, 2026 · afdocs v0.17.1 · Rerun · Request listing
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Simulation: Fern // bud
Day 0
CategoryCloud Infra
Checks passed17/23Warnings1Failed4

Astronomer scores 91/100 (Grade A), placing it among the most AI-agent-ready documentation sites evaluated. It passes 17 of 23 checks (74%), demonstrating strong support for AI coding agents. 5 items require attention to reach a perfect score.

# Agent Score Fix Report — Astronomer
URL: https://Astronomer.io/docs
Score: 91/100 (Grade A)

I need help improving the AI-readiness of the documentation at https://Astronomer.io/docs.
Agent Score found 4 failing checks and 1 warnings.

## Failing Checks (4)
- [content-discoverability] Llms Txt Size: llms.txt is 101,956 characters (exceeds 100,000 threshold; will be truncated by most agents)
- [page-size] Content Start Position: 1 of 10 sampled pages have content starting past 50% (worst 108%)
- [observability] Llms Txt Coverage: llms.txt covers 596/1041 sitemap doc pages (57%); 445 missing; 2 llms.txt links not in sitemap (may indicate stale links or incomplete sitemap)
- [observability] Markdown Content Parity: 2 of 9 pages have substantive content differences between markdown and HTML (avg 8% missing); 1 failed to fetch

## Warnings (1)
- [content-discoverability] Llms Txt Directive Md: llms.txt directive found in markdown of 9 of 10 sampled pages (1 missing)

## Fix Instructions

For each issue above, please:
1. Analyze the documentation site at https://Astronomer.io/docs
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://Astronomer.io/docs --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-coveragellms.txt covers 596/1041 sitemap doc pages (57%); 445 missing; 2 llms.txt links not in sitemap (may indicate stale links or incomplete sitemap)Learn more
markdown-content-parity2 of 9 pages have substantive content differences between markdown and HTML (avg 8% missing); 1 failed to fetchLearn more
cache-header-hygieneAll 13 endpoints have appropriate cache headersLearn 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
content-start-position1 of 10 sampled pages have content starting past 50% (worst 108%)Learn more
rendering-strategyAll 10 sampled pages contain server-rendered contentLearn more
page-size-markdownAll 10 pages under 50K chars (median 4K, max 13K)Learn more
page-size-htmlAll 10 sampled pages under 50K chars (median 659K HTML → 14K markdown (98% boilerplate))Learn more
llms-txt-sizellms.txt is 101,956 characters (exceeds 100,000 threshold; will be truncated by most agents)Learn more
llms-txt-directive-mdllms.txt directive found in markdown of 9 of 10 sampled pages (1 missing)Learn more
llms-txt-existsllms.txt found at 3 locations; using https://Astronomer.io/docs/llms.txt as canonicalLearn more
llms-txt-validllms.txt follows the proposed structure (H1, blockquote, heading-delimited link sections)Learn more
llms-txt-links-resolveAll 10 same-origin sampled links resolve (598 total links)Learn more
llms-txt-links-markdown10/10 same-origin sampled links point to markdown content (100%)Learn more
llms-txt-directive-htmlllms.txt directive found in HTML of all 8 sampled pages, near the top of content; 2 failed to fetchLearn more
markdown-url-support10/10 sampled pages support .md URLs (100%)Learn more
content-negotiation9/10 sampled pages support content negotiation (90%); 1 returned error pagesLearn 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 12 code fences properly closed across 13 pagesLearn more
http-status-codesAll 3 sampled pages return proper error codes for bad URLs; 7 failed to fetchLearn more
redirect-behaviorNo redirects detected across 10 sampled pagesLearn more

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