Head to head

wada-ama.org vs matplotlib.org

wada-ama.org is more readable to AI, 83 against 56 out of 100. Both were measured with the same audit: robots.txt policy for 48 AI agents, live requests under four crawler user agents, and a JavaScript-free read of the homepage.

wada-ama.org 83/10083wada-ama.org

Scanned 5 hours ago · full report

matplotlib.org 56/10056matplotlib.org

Scanned 5 hours ago · full report

Where the difference is by dimension

Dimensionwada-ama.orgmatplotlib.org
Reach
Whether AI crawlers and answer-engine fetchers are permitted to request the page at all. What h…
39 / 4024 / 40
Readability
Whether a fetcher that does not execute JavaScript receives the actual content, in markup an ex…
19 / 2522 / 25
Structure
Machine-readable markup that states the page's type, entities, canonical URL, and discrete fact…
16 / 206 / 20
Attribution
Signals that let an answer engine name the author, date the content, resolve the publisher, and…
4 / 151 / 15

The measurements side by side

Measurementwada-ama.orgmatplotlib.org
Answer engines blocked00
Training crawlers blocked00
Refuses AI agents at the edgenoyes
Words of text without JavaScript864634
Structured datayesno
Sitemapnoyes
llms.txtnono

wada-ama.org blocks no tracked AI crawler in robots.txt.

matplotlib.org blocks no tracked AI crawler in robots.txt.

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