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.
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Hallmark Building
Case Studies
Case Studies
Image: Hallmark Building
Commercial Express HVAC completed a chiller replacement for BECO Management at the Hallmark Building in Herndon, VA. We installed a new 400 ton magnetic bearing centrifugal chiller to replace the existing machine just in time for peak cooling season.
Related updates.
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# Hallmark Building ## Case Studies ### [Case Studies](https://www.centryxmech.com/news?category=2709#listings)  Commercial Express HVAC completed a chiller replacement for BECO Management at the Hallmark Building in Herndon, VA. We installed a new 400 ton magnetic bearing centrifugal chiller to replace the existing machine just in time for peak cooling season. ## Related updates. - [ Burke & Herbert Bank Case Studies *Read More*](https://www.centryxmech.com/news/burke-herbert-bank) - [ Broderick One at Loudoun Gateway Case Studies *Read More*](https://www.centryxmech.com/news/broderick-one-at-loudoun-gateway) - [ Washington Golf & Country Club Case Studies *Read More*](https://www.centryxmech.com/news/washington-golf-country-club)
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
45 pages, set against the 168,302 sites with figures.
- Readablehigher is better
- 89%40 of 45 pages
- All 168,302 sitesBetter than 28%
Pages whose own text is in the HTML the server sends, enough of it for their kind.
- Cleanhigher is better
- 53%middle page
- All 168,302 sitesBetter than 30%
Of the words before script, the share that are the page and not menus, footer and forms.
- Costshown, never scored
- 28,205tokens
- About 627 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
45 pages measured.
Against its rivals
The sites nearest it by what they do, with figures. Close means similar work, not better.
| Readinghigher is better | Costnot scored | ||
|---|---|---|---|
| Site | Readable | Clean | Tokens a page |
| ce-hvac.comThis site, 45 pages | 89% | 53% | 627 |
| currenthvac.com18 pages | 94% | None | 566 |
| galgonhvac.com34 pages | 100% | 55% | 663 |
| hvacmechanicalservice.com70 pages | 97% | 76% | 1,188 |
Fourth of 4 on Readable, third on Clean.
AI crawler access
What robots.txt says to each, as read on October 23, 2026. 8 of 8 may read the site.
| Crawler | robots.txt says | Used for | The line that decides |
|---|---|---|---|
| GPTBotOpenAI | Not named | Training models | Falls to User-agent: * |
| OAI-SearchBotOpenAI | Not named | ChatGPT search | Falls to User-agent: * |
| ChatGPT-UserOpenAI | Not named | A page a person asks about | Falls to User-agent: * |
| ClaudeBotAnthropic | Not named | Training models | Falls to User-agent: * |
| Claude-SearchBotAnthropic | Not named | Claude’s search | Falls to User-agent: * |
| PerplexityBotPerplexity | Not named | Perplexity search | Falls to User-agent: * |
| Google-ExtendedGoogle | Not named | Training Gemini | Falls to User-agent: * |
| bingbotMicrosoft | Not named | Bing and Copilot | Falls 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.
5 pages of 45 lose something. Pick a loss to see what to do about it.Open the action plan
Show where it stands
A card, a badge and a line, each with the figures.
A badge for the site
<a href="https://mttr.si/agent-view/ce-hvac.com"><img src="https://mttr.si/agent-view/ce-hvac.com/badge.svg" alt="Agent View: 89% readable, 53% clean" height="20"></a>
The figures in one line
ce-hvac.com in Agent View: 89% of pages readable, better than 28% of sites; 53% clean; 28,205 tokens to read all 45 pages. mttr.si/agent-view/ce-hvac.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
- Render the rest of 5 pages on the serverReadable
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/mcpSet 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 siteDrawn from the HTML mttr fetched on its read of October 23, 2026, not a screenshot, and only from the 45 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.