Agent View

The site as an AI agent gets it, beside the site as a person sees it. What it can read, what it has to cut away, and what it never sees.

john.colagioia.net92 pages read on October 23, 2026
Worst first. 92 pages in all.
Full screen
Entropy Arbitrage | John has thoughts. Some of those thoughts make it here. Some of those thoughts might even be worth reading.
john.colagioia.net/blog/search/
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Entropy Arbitrage

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John Colagioia Image: John's face

Hi, I'm John (he/him), and I work on various odd things.

[email protected]jcolagCreative Commons Attribution-Share Alike…Matomofollow me on Mastodon

Drawn from the HTML mttr fetched, not a screenshot.
page.md3 words, about 5 tokens
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# Search

Thin: Too few words of their own are in the HTML for a page of their kind. Render the rest on the server.

The figures

92 pages, set against the 168,535 sites with figures.

See its rivals
Readablehigher is better
98%90 of 92 pages
All 168,535 sitesBetter than 40%

Pages whose own text is in the HTML the server sends, enough of it for their kind.

Cleanhigher is better
95%middle page
All 168,535 sitesBetter than 93%

Of the words before script, the share that are the page and not menus, footer and forms. 5 pages are not measured, with no <main> or no words.

Costshown, never scored
344,389tokens
About 3,743 a page

To read every page once. A long page that answers well is not worse for it. Tokens are estimated at about 4 characters each.

How its pages spread on Clean

Its middle, 95%

87 pages measured. Not measured: 5 with no <main> or no words.

Against its rivals

The sites nearest it by what they do, with figures. Close means similar work, not better.

Readinghigher is betterCostnot scored
SiteReadableCleanTokens a page
john.colagioia.netThis site, 92 pages98%95%3,743
pilledtexts.com51 pages100%95%1,246
ritiksahni.com69 pages93%87%524
daniel.industries100 pages97%None2,055

Second of 4 on Readable, second on Clean.

AI crawler access

What robots.txt says to each, as read on October 23, 2026. 3 of 8 may read the site.

Open robots.txt
Crawlerrobots.txt saysUsed forThe line that decides
GPTBotOpenAIBlockedTraining modelsUser-agent: GPTBot / Disallow: /
OAI-SearchBotOpenAINot namedChatGPT searchFalls to User-agent: *
ChatGPT-UserOpenAIBlockedA page a person asks aboutUser-agent: ChatGPT-User / Disallow: /
ClaudeBotAnthropicBlockedTraining modelsUser-agent: ClaudeBot / Disallow: /
Claude-SearchBotAnthropicNot namedClaude’s searchFalls to User-agent: *
PerplexityBotPerplexityBlockedPerplexity searchUser-agent: PerplexityBot / Disallow: /
Google-ExtendedGoogleBlockedTraining GeminiUser-agent: Google-Extended / Disallow: /
bingbotMicrosoftNot namedBing and CopilotFalls to User-agent: *

5 of 8 are kept out. A crawler kept out never reads a page, however well it is made.

Every page

Worst first. Each opens in Agent View at the top.

7 pages of 92 lose something. Pick a loss to see what to do about it.Open the action plan

What an agent getshigher is betterSignalsCostnot scored
PageWordsCleanReadableMain headingTokensWhat it loses
/blog/search33%NoNone5Thin
/blog/saved3326%NoYes61Thin
/nono88No <main>YesNone458No <main> and 1 more
/1,078No <main>YesYes2,059No <main>
/resume.html1,126No <main>YesYes2,499No <main>
/software.html2,665No <main>YesYes4,364No <main>
/store252No <main>YesYes409No <main>
/blog/tag/advertising6240%YesYes146Nothing
/blog/tag/career26174%YesYes633Nothing
/blog/tag/education28775%YesYes654Nothing
/blog/tag/quora31777%YesYes741Nothing
/blog/tag/fiction44883%YesYes1,084Nothing
/blog45383%YesYes1,729Nothing
/blog/2021/02/21/nonogram.html56786%YesYes1,114Nothing
/blog/2022/03/13/globe.html61087%YesYes1,084Nothing
/blog/about62287%YesYes972Nothing
/blog/2022/03/06/iungimoji.html71588%YesYes1,260Nothing
/blog/tag-search82690%YesNone1,491Nothing
/blog/2025/09/26/week.html83290%YesYes1,613Nothing
/blog/coc1,03992%YesYes1,985Nothing
/blog/2025/11/14/week.html1,26293%YesYes2,824Nothing
/blog/2021/07/05/july.html1,33293%YesYes2,660Nothing
/blog/2025/10/31/week.html1,33793%YesYes2,887Nothing
/blog/2026/09/18/week.html1,45394%YesYes3,161Nothing
/blog/2026/01/09/week.html1,45394%YesYes3,118Nothing
The worst 25 of 92 pages.Show all 92

Show where it stands

A card, a badge and a line, each with the figures.

john.colagioia.net in Agent View: 98% readable
1200 by 630, for linksDownload

A badge for the site

Agent View: 98% readable
<a href="https://mttr.si/agent-view/john.colagioia.net"><img src="https://mttr.si/agent-view/john.colagioia.net/badge.svg" alt="Agent View: 98% readable, 95% clean" height="20"></a>
Drawn again after every read

The figures in one line

john.colagioia.net in Agent View: 98% of pages readable, better than 40% of sites; 95% clean; 344,389 tokens to read all 92 pages. mttr.si/agent-view/john.colagioia.net

What to do next

Fix the pages, let an agent do it, and read the site again to see the figures move.

Fix what agents miss

7pages lose something
  • Wrap 5 pages in <main>Clean measured
  • Render the rest of 2 pages on the serverReadable
  • Give 1 page a main headingClearer
Open the action plan

Connect your agent

Claude Code, Codex or Cursor reads the site’s fixes over MCP, fixes a page in your code, has mttr read it again, and checks the fix landed.

https://mttr.si/mcp
Set up an agent

Claim the site

Prove it is yours with a DNS record or a file. Your agent can then reach its reads and jobs, and set each change to wait for your approval.

Claim the site

Drawn from the HTML mttr fetched on its read of October 23, 2026, not a screenshot, and only from the 92 pages read, where the read stopped at its page limit. An assistant’s own reader may differ. Tokens are estimated at about 4 characters each. A site an agent reads well is not a site an assistant cites.

Agent Viewjohn.colagioia.net Close Esc
Entropy Arbitrage | John has thoughts. Some of those thoughts make it here. Some of those thoughts might even be worth reading.
john.colagioia.net/blog/search/

1 of 2 images has no words, so an agent gets nothing of it.

No main heading

Skip to the content.

Entropy Arbitrage

Image with no words
Please Wait

Search

John Colagioia Image: John's face

Hi, I'm John (he/him), and I work on various odd things.

[email protected]jcolagCreative Commons Attribution-Share Alike…Matomofollow me on Mastodon

Drawn from the HTML mttr fetched, not a screenshot.
page.md3 words, about 5 tokens
Please Wait

# Search
Drawn from the HTML mttr fetched, not a screenshot. An assistant’s own reader may differ.Tokens are estimated at about 4 characters each.