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.

linsheatingandair.com97 pages read on October 25, 2026
Full screen
images - Lins Heating & Air Conditioning
linsheatingandair.com/blog/images/

4540 J Street SW Cedar Rapids, IA 52404

319-362-6435

24hr Emergency Services Available

> Apply Online

HomeAboutResidentialCommercialTechnologiesFurnacesAir ConditionersAir Handlers

LINS Heating and Plumbing

Image: logo

The rest of the page is in full screen.

Drawn from the HTML mttr fetched, not a screenshot.
page.md0 words, about 0 tokens

Nothing. The HTML the server sends has no text of its own for a reader to turn into Markdown.

Thin: Too few words of their own are in the HTML for a page of their kind. Render the rest on the server. No text: Put the page’s own words in the HTML the server sends, inside <main>.

The figures

97 pages, set against the 168,276 sites with figures.

Readablehigher is better
65%63 of 97 pages
All 168,276 sitesBetter than 19%

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

Cleanhigher is better
15%middle page
All 168,276 sitesBetter than 8%

Of the words before script, the share that are the page and not menus, footer and forms.

Costshown, never scored
48,449tokens
About 499 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, 15%

96 pages measured.

Against its rivals

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

No site near it by what it does has figures yet.

AI crawler access

What robots.txt says to each, as read on October 25, 2026. 8 of 8 may read the site.

Open robots.txt
Crawlerrobots.txt saysUsed forThe line that decides
GPTBotOpenAINot namedTraining modelsFalls to User-agent: *
OAI-SearchBotOpenAINot namedChatGPT searchFalls to User-agent: *
ChatGPT-UserOpenAINot namedA page a person asks aboutFalls to User-agent: *
ClaudeBotAnthropicNot namedTraining modelsFalls to User-agent: *
Claude-SearchBotAnthropicNot namedClaude’s searchFalls to User-agent: *
PerplexityBotPerplexityNot namedPerplexity searchFalls to User-agent: *
Google-ExtendedGoogleNot namedTraining GeminiFalls to User-agent: *
bingbotMicrosoftNot namedBing and CopilotFalls to User-agent: *

Every AI crawler mttr checks may read it. Not named means the rules for every crawler apply.

Every page

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

1 page is thin before script runs. Too few words of their own are in the HTML for a page of their kind. Render the rest on the server.Open the action plan

What an agent getshigher is betterSignalsCostnot scored
PageWordsCleanReadableMain headingTokensWhat it loses
/blog/images00%NoYes0Thin and 1 more
1 page shown.

Show where it stands

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

linsheatingandair.com in Agent View: 65% readable
1200 by 630, for linksDownload

A badge for the site

Agent View: 65% readable
<a href="https://mttr.si/agent-view/linsheatingandair.com"><img src="https://mttr.si/agent-view/linsheatingandair.com/badge.svg" alt="Agent View: 65% readable, 15% clean" height="20"></a>
Drawn again after every read

The figures in one line

linsheatingandair.com in Agent View: 65% of pages readable, better than 19% of sites; 15% clean; 48,449 tokens to read all 97 pages. mttr.si/agent-view/linsheatingandair.com

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

34pages lose something
  • Give 34 pages text of their ownReadable
  • Render the rest of 1 page on the serverReadable
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 25, 2026, not a screenshot, and only from the 97 pages read. 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 Viewlinsheatingandair.com Close Esc
images - Lins Heating & Air Conditioning
linsheatingandair.com/blog/images/

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

4540 J Street SW Cedar Rapids, IA 52404

319-362-6435

24hr Emergency Services Available

> Apply Online

HomeAboutResidentialCommercialTechnologiesFurnacesAir ConditionersAir Handlers

LINS Heating and Plumbing

Image: logo

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Drawn from the HTML mttr fetched, not a screenshot.
page.md0 words, about 0 tokens

Nothing. The HTML the server sends has no text of its own for a reader to turn into Markdown.

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