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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1986
Image: Skywriting-by-Word-of-Mouth-min
Album Artwork
Skywriting By Word Of Mouth
‘This is my story both humble and true
Take it to pieces and mend it with glue’
The rest of the page is in full screen.
Loading... 1986  Album Artwork # Skywriting By Word Of Mouth > ‘This is my story both humble and true > Take it to pieces and mend it with glue’ > > – John Lennon, 1969 John Lennon ‘The first time I read John’s writing was at a book shop in London. I’d gone there to see if they’d stocked my book *Grapefruit*, and I sighed in relief when I found it. Then I noticed John’s book. We were on the same shelf, close to each other: John was under L, I was under O. I flipped through the pages and read ‘I Sat Belonely’. Next I noticed a drawing of an ugly woman whose naked body was covered with flies. God, that was like my film idea! We’d met briefly at the Indica Gallery; what I remembered most about John from that encounter was that he moved his nose extremely well when I told him to breathe – as part of my artwork. But the book showed me John’s soul, a witty, funny, and relentlessly romantic spirit with a taste for the grotesque as well. I never thought for a moment that this was the man I was to share tears and laughter with for many years to come.’ — Yoko Ono, February 1986
An agent gets this page whole: its own text is in the HTML the server sends.
The figures
16 pages, set against the 167,893 sites with figures.
- Readablehigher is better
- 81%13 of 16 pages
- All 167,893 sitesBetter than 24%
Pages whose own text is in the HTML the server sends, enough of it for their kind.
- Cleanhigher is better
- 97%middle page
- All 167,893 sitesBetter than 96%
Of the words before script, the share that are the page and not menus, footer and forms. 3 pages are not measured, with no <main> or no words.
- Costshown, never scored
- 23,655tokens
- About 1,478 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
13 pages measured. Not measured: 1 with no <main> or no words and 2 shells with no words before script.
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 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.
2 pages are shells a script fills in. Put the text in the HTML the server sends, so an agent gets it without running script.Open the action plan
| What an agent getshigher is better | Signals | Costnot scored | ||||
|---|---|---|---|---|---|---|
| Page | Words | Clean | Readable | Main heading | Tokens | What it loses |
| /privacy-policy | 2 | No words | No | Yes | 4 | Shell |
| /universe | 1 | No words | No | Yes | 3 | Shell |
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/johnlennon.com"><img src="https://mttr.si/agent-view/johnlennon.com/badge.svg" alt="Agent View: 81% readable, 97% clean" height="20"></a>
The figures in one line
johnlennon.com in Agent View: 81% of pages readable, better than 24% of sites; 97% clean; 23,655 tokens to read all 16 pages. mttr.si/agent-view/johnlennon.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
- Put the text of 2 pages in the HTMLReadable
- Render the rest of 1 page on the serverReadable
- Give 1 page text of their ownReadable
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 16 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.