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
auth-alternative-accessAll docs pages are publicly accessible; no alternative access paths neededLearn 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-directive-htmlllms.txt directive found in HTML of all 8 sampled pages, near the top of content; 2 failed to fetchLearn more
content-negotiation9/10 sampled pages support content negotiation (90%); 1 returned error pagesLearn more
http-status-codesAll 3 sampled pages return proper error codes for bad URLs; 7 failed to fetchLearn more