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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Precision Sheet Metal Fabricator
We are a proven "one-stop-shop" sheet metal fabrication company with 40+ years of experience providing innovative solutions to meet our customers ever changing market demands.
DESIGN - FABRICATE - COAT
Explore our Capabilities
Reliable Partners
We lock arms with every customer to ensure their product is manufactured in the most economical, feasible way possible.
Project Alignment
The rest of the page is in full screen.
Precision Sheet Metal Fabricator We are a proven "one-stop-shop" sheet metal fabrication company with 40+ years of experience providing innovative solutions to meet our customers ever changing market demands. DESIGN - FABRICATE - COAT [Explore our Capabilities](https://www.f3metalworx.com/industrial-fabrication-shop-welding-services/?hsLang=en) Reliable Partners We lock arms with every customer to ensure their product is manufactured in the most economical, feasible way possible. Project Alignment From welding to coating, we ensure all fabricated products meet our client's highest expectations, delivered on time, every time. Premium Service From inventory management to shipping, we offer additional services to help manage your project from start to finish, giving you peace of mind. Hear from our clients  Terry Hinton Senior Buyer *"F3's expertise in design and fabrication has ensured a multitude of successful product launches. Their commitment to quality and client satisfaction surpasses all expectations."*  David Thayer Visual Project Manager *"F3 has worked diligently to keep our projects moving at a steady pace, doing their part to keep our brand current in the marketplace. The F3 team has absolutely been an asset."*  Shawn Hill **Tooling Estimator & Sales** *"F3 offers me a cost-effective source for my sheet metal fabrication needs. Their quality and on-time delivery never disappoints."*  Steve Rater Production & Purchasing *"The on-time and friendly service makes them a great company to work with. The willingness to work with you to be sure your needs are met makes them a reliable company to do business with."*
An agent gets this page whole: its own text is in the HTML the server sends.
The figures
15 pages, set against the 168,380 sites with figures and 224 in manufacturing. Change is since the read on October 24, 2026.
- Readablehigher is better
- 100%15 of 15 pages
- Same as the read before
- All 168,380 sitesBetter than 47%224 manufacturing sitesBetter than 45%
Pages whose own text is in the HTML the server sends, enough of it for their kind.
- Cleanhigher is better
- 57%middle page
- Same as the read before
- All 168,380 sitesBetter than 33%224 manufacturing sitesBetter than 55%
Of the words before script, the share that are the page and not menus, footer and forms.
- Costshown, never scored
- 8,399tokens
- About 560 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.
Readable and Clean over 2 reads
Readable from 100% to 100% and Clean from 57% to 57%, between October 24, 2026 and October 24, 2026.
How its pages spread on Clean
15 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 |
| f3metalworx.comThis site, 15 pages | 100% | 57% | 560 |
| pacifictechmold.com21 pages | 95% | 60% | 945 |
| steinkampmold.com13 pages | 85% | 60% | 189 |
| concoursmold.com1 page | 100% | 87% | 1,577 |
First of 4 on Readable, fourth on Clean.
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.
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 |
| /job-openings | 4 | 2% | Yes | Yes | 6 | Nothing |
| /request-a-quote | 55 | 22% | Yes | Yes | 126 | Nothing |
| /schedule-a-call | 53 | 23% | Yes | Yes | 86 | Nothing |
| /industries-we-serve | 65 | 24% | Yes | Yes | 308 | Nothing |
| /tour-the-shop-floor | 146 | 45% | Yes | Yes | 290 | Nothing |
| /about-us | 212 | 46% | Yes | Yes | 799 | Nothing |
| /quality-process | 188 | 51% | Yes | Yes | 385 | Nothing |
| / | 250 | 57% | Yes | Yes | 518 | Nothing |
| /faq | 237 | 57% | Yes | Yes | 395 | Nothing |
| /sheet-metal-contract-manufacturing-assembly | 267 | 61% | Yes | Yes | 572 | Nothing |
| /meet-our-experts | 280 | 61% | Yes | Yes | 497 | Nothing |
| /industrial-powder-coating-services | 316 | 64% | Yes | Yes | 537 | Nothing |
| /careers-at-f3-metalworx | 513 | 74% | Yes | Yes | 868 | Nothing |
| /industrial-fabrication-shop-welding-services | 598 | 77% | Yes | Yes | 1,313 | Nothing |
| /terms-conditions | 1,090 | 86% | Yes | Yes | 1,699 | 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/f3metalworx.com"><img src="https://mttr.si/agent-view/f3metalworx.com/badge.svg" alt="Agent View: 100% readable, 57% clean" height="20"></a>
The figures in one line
f3metalworx.com in Agent View: 100% of pages readable, better than 45% of manufacturing sites; 57% clean; 8,399 tokens to read all 15 pages. mttr.si/agent-view/f3metalworx.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 24, 2026, not a screenshot, and only from the 15 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.