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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Energy from Whole Grains to Help Keep You Going
A little crunch goes a long way with Cheerios Oat Crunch
*29 -30g whole grain per serving, at least 48g recommended daily
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# Energy from Whole Grains to Help Keep You Going A little crunch goes a long way with Cheerios Oat Crunch *29 -30g whole grain per serving, at least 48g recommended daily
Script data: A reader that runs no script never gets it. Put it in the HTML as text.
The figures
100 pages, set against the 167,893 sites with figures.
- Readablehigher is better
- 99%99 of 100 pages
- All 167,893 sitesBetter than 45%
Pages whose own text is in the HTML the server sends, enough of it for their kind.
- Cleanhigher is better
- 56%middle page
- All 167,893 sitesBetter than 32%
Of the words before script, the share that are the page and not menus, footer and forms.
- Costshown, never scored
- 65,204tokens
- About 652 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
100 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 24, 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.
100 pages of 100 lose something. Pick a loss to see what to do about it.Open the action plan
| What an agent getshigher is better | Signals | Costnot scored | ||||
|---|---|---|---|---|---|---|
| Page | Words | Clean | Readable | Main heading | Tokens | What it loses |
| / | 394 | 55% | No | Yes | 1,519 | Thin |
| /unsubscribe | 4 | 2% | Yes | Yes | 9 | Script data |
| /recipes/meal | 72 | 4% | Yes | Yes | 316 | Script data |
| /hnc-oc-blends | 5 | 5% | Yes | Yes | 8 | Script data |
| /hnc-oc-fruity | 5 | 5% | Yes | Yes | 8 | Script data |
| /recipes/special-diet | 20 | 5% | Yes | Yes | 85 | Script data |
| /shop-full-o-good-bundle | 5 | 5% | Yes | Yes | 8 | Script data |
| /recipes/category | 34 | 6% | Yes | Yes | 169 | Script data |
| /shop-protein-bundle | 10 | 9% | Yes | Yes | 17 | Script data |
| /shop-back-to-school-bundle | 12 | 10% | Yes | Yes | 15 | Script data |
| /honey-nut-cheerios-minis-cereal | 12 | 10% | Yes | Yes | 18 | Script data |
| /shop-flavor-bundle | 12 | 10% | Yes | Yes | 19 | Script data |
| /recipes/lunch | 36 | 15% | Yes | Yes | 127 | Script data |
| /shop-cheerios-oat-crunch-portfolio | 31 | 23% | Yes | Yes | 43 | Script data |
| /hearty-nut-medley-cereal | 32 | 24% | Yes | Yes | 54 | Script data |
| /site-map | 53 | 26% | Yes | Yes | 292 | Script data |
| /recipes/dinner | 92 | 31% | Yes | Yes | 338 | Script data |
| /oat-crunch-bundle | 49 | 33% | Yes | Yes | 70 | Script data |
| /shop-favorite-flavors-bundle | 57 | 36% | Yes | Yes | 86 | Script data |
| /shop-product-portfolio | 57 | 37% | Yes | Yes | 86 | Script data |
| /oat-crunch-cereals | 137 | 39% | Yes | Yes | 538 | Script data |
| /products | 324 | 40% | Yes | Yes | 1,541 | Script data |
| /recipes/snack-mix | 154 | 40% | Yes | Yes | 517 | Script data |
| /heart-healthy-bundle | 71 | 42% | Yes | Yes | 107 | Script data |
| /recipes/cheerios-chill-out-parfaits | 166 | 44% | Yes | Yes | 390 | Script data |
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/cheerios.com"><img src="https://mttr.si/agent-view/cheerios.com/badge.svg" alt="Agent View: 99% readable, 56% clean" height="20"></a>
The figures in one line
cheerios.com in Agent View: 99% of pages readable, better than 45% of sites; 56% clean; 65,204 tokens to read all 100 pages. mttr.si/agent-view/cheerios.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
- Move script data into the text of 99 pagesReadable
- Render the rest of 1 page 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 24, 2026, not a screenshot, and only from the 100 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.