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AI Doc Readability Scorer

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Overall ScorePaste content to score

Last updated:

This tool is provided as-is for convenience. Output should be verified before use in any production or critical context.

Agent Invocation

Best Path For Builders

Browser workflow

Runs instantly in the browser with private local processing and copy/export-ready output.

Browser Workflow

This tool is optimized for instant in-browser execution with local data handling. Run it here and copy/export the output directly.

/ai-doc-readability-scorer/

For automation planning, fetch the canonical contract at /api/tool/ai-doc-readability-scorer.json.

How to Use AI Doc Readability Scorer

  1. 1

    Paste your documentation

    Enter your README, API documentation, or tutorial content. Select the document type for format-specific scoring criteria.

  2. 2

    Review dimension scores

    See scores across 6 dimensions: structure, code examples, API discoverability, schema coverage, LLM parseability, and human readability — each with a progress bar.

  3. 3

    Read specific findings

    Expand each dimension to see specific findings and suggestions — missing code examples, poor heading hierarchy, ambiguous language that confuses AI agents.

  4. 4

    Follow the improvement priority list

    The priority list sorts suggestions by impact, so you can address the most impactful improvements first for both human readers and AI agents.

Frequently Asked Questions

What is AI Doc Readability Scorer?
AI Doc Readability Scorer evaluates documentation across 6 dimensions — structure, code examples, API discoverability, schema coverage, LLM parseability, and human readability — with specific improvement suggestions.
Why does LLM parseability matter?
Over 40% of documentation traffic now comes from AI agents evaluating tools on behalf of developers. Documentation that is well-structured for LLM consumption gets better representation in AI-assisted tool selection.
Does it send my documentation to a server?
No. All scoring happens entirely in your browser.
What document types does it support?
README files, API documentation, tutorials, and general guides. Select the document type for format-specific scoring criteria and recommendations.