btrdb-python scores 59/100 (Grade F), passing 11 of 22 checks (50%). There are 5 issues limiting AI agent readiness. Addressing llms.txt support and markdown availability would provide the most improvement.
# Agent Score Fix Report — btrdb-python URL: https://btrdb.readthedocs.io/en/latest/ Score: 59/100 (Grade F) I need help improving the AI-readiness of the documentation at https://btrdb.readthedocs.io/en/latest/. Agent Score found 3 failing checks and 2 warnings. ## Failing Checks (3) - [content-discoverability] Llms Txt Exists: No llms.txt found at any candidate location (https://btrdb.readthedocs.io/en/latest/llms.txt, https://btrdb.readthedocs.io/llms.txt, https://btrdb.readthedocs.io/docs/llms.txt) - [content-discoverability] Llms Txt Directive: No llms.txt directive found in any of 4 pages - [markdown-availability] Markdown Url Support: No pages support .md URLs (0/4 tested) ## Warnings (2) - [page-size] Content Start Position: 2 of 4 pages have content starting at 10–50% (worst 14%) - [observability] Markdown Content Parity: 3 of 4 pages have minor content differences between markdown and HTML ## Fix Instructions For each issue above, please: 1. Analyze the documentation site at https://btrdb.readthedocs.io/en/latest/ 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://btrdb.readthedocs.io/en/latest/ --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-existsNo llms.txt found at any candidate location (https://btrdb.readthedocs.io/en/latest/llms.txt, https://btrdb.readthedocs.io/llms.txt, https://btrdb.readthedocs.io/docs/llms.txt)
llms-txt-directiveNo llms.txt directive found in any of 4 pages
llms-txt-validSkipped: dependency check did not pass
llms-txt-sizeSkipped: dependency check did not pass
llms-txt-links-resolveSkipped: dependency check did not pass
llms-txt-links-markdownSkipped: dependency check did not pass
markdown-url-supportNo pages support .md URLs (0/4 tested)
content-negotiation4/4 pages support content negotiation (100%)
markdown-content-parity3 of 4 pages have minor content differences between markdown and HTML
cache-header-hygieneAll 4 endpoints have appropriate cache headers
llms-txt-freshnessSkipped: dependency check did not pass
auth-gate-detectionAll 4 pages are publicly accessible
auth-alternative-accessAll docs pages are publicly accessible; no alternative access paths needed
content-start-position2 of 4 pages have content starting at 10–50% (worst 14%)
rendering-strategyAll 4 pages contain server-rendered content
page-size-markdownAll 4 pages under 50K chars (median 7K, max 7K)
page-size-htmlAll 4 pages convert under 50K chars (median 7K, 72% boilerplate)
tabbed-content-serializationNo tabbed content detected across 4 pages
section-header-qualityNo tabbed content found; header quality check not applicable
markdown-code-fence-validityAll 0 code fences properly closed across 4 pages
http-status-codesAll 4 pages return proper error codes for bad URLs
redirect-behaviorNo redirects detected across 4 pages