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.
3600 NW 24th Street, Miami, FL 33142
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(305) 633-0917
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Image: I-CAR Gold Class
Image: ASE Certified
Image: Honda ProFirst
Image: Nissan Certified
Home
The rest of the page is in full screen.
15 Certifications # Certified. Trained. Trusted. Rainbow Paint & Body Shop holds 15 industry and manufacturer (OEM) certifications — giving us the training, tooling, and factory-approved procedures to repair your vehicle to manufacturer specifications. [ I-CAR Gold Class Learn More →](https://www.rpbmiami.com/certifications/i-car) [ ASE Certified Learn More →](https://www.rpbmiami.com/certifications/ase) [ Honda ProFirst Learn More →](https://www.rpbmiami.com/certifications/profirst) [ Nissan Certified Learn More →](https://www.rpbmiami.com/certifications/nissan) [ Infiniti Certified Learn More →](https://www.rpbmiami.com/certifications/infiniti) [ Hyundai Certified Learn More →](https://www.rpbmiami.com/certifications/hyundai) [ Kia Certified Learn More →](https://www.rpbmiami.com/certifications/kia) [ Mazda Certified Learn More →](https://www.rpbmiami.com/certifications/mazda) [ Jaguar Certified Learn More →](https://www.rpbmiami.com/certifications/jaguar) [ Land Rover Certified Learn More →](https://www.rpbmiami.com/certifications/land-rover) [ Ford Certified Learn More →](https://www.rpbmiami.com/certifications/ford) [ GM Certified Learn More →](https://www.rpbmiami.com/certifications/gm) [ Chrysler / FCA Certified Learn More →](https://www.rpbmiami.com/certifications/chrysler) [ Jeep Certified Learn More →](https://www.rpbmiami.com/certifications/jeep) [ RAM Certified Learn More →](https://www.rpbmiami.com/certifications/ram) ## Why OEM Certifications Matter Modern vehicles are built with advanced materials, ADAS systems, and precision engineering. Proper repair requires manufacturer-specific training and tools — not every shop has them. ### Factory Training Our technicians complete manufacturer-specific training on each vehicle platform — not generic training. ### Genuine OEM Parts Certified shops have direct access to factory-approved parts that preserve your warranty and crash ratings. ### Specialized Equipment Aluminum welders, structural frame machines, and ADAS calibration tools specific to each vehicle line. ## Your vehicle deserves certified care. Let our certified technicians restore your vehicle to factory specification. Schedule a free estimate or give us a call today. [Schedule Service](https://www.rpbmiami.com/appointment) [(305) 633-0917](tel:+13056330917)
An agent gets this page whole: its own text is in the HTML the server sends.
The figures
34 pages, set against the 167,893 sites with figures and 129 in auto.
- Readablehigher is better
- 100%34 of 34 pages
- All 167,893 sitesBetter than 47%129 auto sitesBetter than 30%
Pages whose own text is in the HTML the server sends, enough of it for their kind.
- Cleanhigher is better
- 60%middle page
- All 167,893 sitesBetter than 36%129 auto sitesBetter than 36%
Of the words before script, the share that are the page and not menus, footer and forms.
- Costshown, never scored
- 27,668tokens
- About 814 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
34 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 |
| rpbmiami.comThis site, 34 pages | 100% | 60% | 814 |
| luxurycustomgarage.com100 pages | 100% | 78% | 1,357 |
| collisionshopatlanta.com17 pages | 100% | 70% | 1,516 |
| taylorsautobodyrestorationandrepairllc.com76 pages | 100% | 76% | 905 |
First of 4 on Readable, fourth 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.
No page loses anything an agent needs.Open the action plan
| What an agent getshigher is better | Signals | Costnot scored | ||||
|---|---|---|---|---|---|---|
| Page | Words | Clean | Readable | Main heading | Tokens | What it loses |
| /authorization | 37 | 4% | Yes | Yes | 68 | Nothing |
| /blog | 26 | 14% | Yes | Yes | 45 | Nothing |
| /appointment | 44 | 15% | Yes | Yes | 93 | Nothing |
| /contact | 41 | 17% | Yes | Yes | 153 | Nothing |
| /specials | 57 | 27% | Yes | Yes | 107 | Nothing |
| /testimonials | 113 | 39% | Yes | Yes | 235 | Nothing |
| /certifications | 232 | 54% | Yes | Yes | 1,159 | Nothing |
| /services/virtual-estimating | 235 | 56% | Yes | Yes | 538 | Nothing |
| /services/frame-straightening | 245 | 56% | Yes | Yes | 610 | Nothing |
| /services/rental-assistance | 241 | 56% | Yes | Yes | 540 | Nothing |
| /services/insurance-inspections | 250 | 57% | Yes | Yes | 577 | Nothing |
| /certifications/kia | 273 | 58% | Yes | Yes | 1,020 | Nothing |
| /services/auto-painting | 263 | 58% | Yes | Yes | 612 | Nothing |
| /certifications/hyundai | 281 | 59% | Yes | Yes | 1,066 | Nothing |
| /services | 241 | 59% | Yes | Yes | 543 | Nothing |
| /certifications/jeep | 283 | 59% | Yes | Yes | 1,058 | Nothing |
| /services/collision-repair | 274 | 60% | Yes | Yes | 636 | Nothing |
| /certifications/ram | 288 | 60% | Yes | Yes | 1,052 | Nothing |
| /certifications/infiniti | 291 | 60% | Yes | Yes | 1,086 | Nothing |
| /certifications/chrysler | 293 | 61% | Yes | Yes | 1,097 | Nothing |
| /certifications/nissan | 296 | 61% | Yes | Yes | 1,087 | Nothing |
| /certifications/jaguar | 300 | 61% | Yes | Yes | 1,122 | Nothing |
| /certifications/ase | 307 | 62% | Yes | Yes | 1,125 | Nothing |
| / | 291 | 62% | Yes | Yes | 706 | Nothing |
| /certifications/ford | 313 | 62% | Yes | Yes | 1,107 | Nothing |
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/rpbmiami.com"><img src="https://mttr.si/agent-view/rpbmiami.com/badge.svg" alt="Agent View: 100% readable, 60% clean" height="20"></a>
The figures in one line
rpbmiami.com in Agent View: 100% of pages readable, better than 30% of auto sites; 60% clean; 27,668 tokens to read all 34 pages. mttr.si/agent-view/rpbmiami.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
No page loses anything an agent needs. The action plan has the site’s other fixes.
Open the action planConnect 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 34 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.