Where the docs already help.
- LLMS TXT exists.
- Markdown parity exists.
- LLMS TXT is structured.
For the broader pattern behind these wins, review AI-readable documentation and compare this page with the full docs benchmark leaderboard.
Agents should be able to find the right page, fetch the content, and follow the instructions without much extra guesswork. This Documentation benchmark shows where agents can use these docs cleanly and where the biggest points of friction still are.
This report passes 15 of 17 checks, with 0 warnings, 2 failed checks, and 0 skipped checks still shaping the next score lift.
Documentation quality now affects implementation speed, support load, and whether an agent or buyer can stay self-serve. This benchmark shows where the docs already work well and where they still introduce friction.
Good documentation is discoverable, readable in plain text, clear about structure and instructions, and specific enough in examples and next steps that real workflows can keep moving.
These are the clearest signals behind the current score. Start with the strengths that already support discovery and implementation, then use the gaps below to prioritize the fixes most likely to improve AI readability and self-serve onboarding.
For the broader pattern behind these wins, review AI-readable documentation and compare this page with the full docs benchmark leaderboard.
If you want to improve the system behind these gaps, start with API docs automation, the OpenAPI to CLI generator, and this guide to making docs AI-readable.
Open each category to review the checks behind the score and see exactly where agents still hit friction.
Can an agent find the docs and fetch readable text?
Found llms.txt at https://kitaru-site-preview-303.zenml-migration.workers.dev/docs/llms.txt (19000 chars)
Found llms-full.txt at https://kitaru-site-preview-303.zenml-migration.workers.dev/docs/llms-full.txt (618695 chars)
5/5 sampled pages have valid .md versions. No llms.txt links found - checked common paths. Checked: ✓ https://kitaru-site-preview-303.zenml-migration.workers.dev/docs/quickstart.md, ✓ https://kitaru-site-preview-303.zenml-migration.workers.dev/docs/getting-started.md, ✓ https://kitaru-site-preview-303.zenml-migration.workers.dev/docs/guide.md, ✓ https://kitaru-site-preview-303.zenml-migration.workers.dev/docs/api.md, ✓ https://kitaru-site-preview-303.zenml-migration.workers.dev/docs/reference.md
Can an agent understand how the page is organized?
✓ Has H1 title; ✓ Has blockquote description; ✓ Has 4 H2 sections; ✓ Has list items with links
173/173 links have descriptions
Found 5 recognized section types in H2 headings. Your sections: "getting started", "guides", "api reference", "optional"
Has an ## Optional section - AI tools can skip this content when context window is limited
Can an agent follow the instructions without guessing?
Blockquote description has 24 words
No constraints, requirements, or important notes found in opening
Found integration references: integration, connect, sdk
Found error/troubleshooting references: error, troubleshoot, problem
No code examples or example sections found
Can an agent complete the task without getting blocked?
5/5 markdown pages return valid markdown content
Average response time: 112ms across 7 requests
Content is present in the initial HTML response (server-rendered)
3/3 pages return markdown when requested with Accept: text/markdown. Checked: ✓ https://kitaru-site-preview-303.zenml-migration.workers.dev/docs/quickstart, ✓ https://kitaru-site-preview-303.zenml-migration.workers.dev/docs/getting-started, ✓ https://kitaru-site-preview-303.zenml-migration.workers.dev/docs/guide
Markdown content is clean (no navigation, footer, or cookie elements)
Save the report to a work email now, or tell us what kind of ongoing monitoring would be useful for this docs site.
Compare related benchmark reports, then move into the guides and tools that improve documentation benchmark scores.
102/100 score in DocsAlot runs. Open the full documentation benchmark report.
100/100 score in DocsAlot runs. Open the full documentation benchmark report.
96/100 score in DocsAlot runs. Open the full documentation benchmark report.
Compare this documentation benchmark report with other public docs benchmark results.
Score your own API docs or developer docs and open the full public report.
See how docs, SDKs, CLIs, and agent-facing outputs can ship from one OpenAPI-driven system.
Use the CLI page when the benchmark gaps are really onboarding and implementation gaps.
Use this guide when you want to improve the same categories this benchmark scores.
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