f3metalworx.com

Read 6 hours ago, 15 pages. Read it again

Top 25%of the 263,590 sites mttr has read, at #54,486

It scores 86. Gemini does not cite it yet when asked “Who supplies 316 stainless fittings to spec, in small runs, within two weeks?”; it cites 1 other site. See the answer

A score says pages are well formed. It does not say an assistant cites the site.

Fix this first

Add structured data

86 now92 with itTop 10% from 90

#54,486to#15,08439,402 places up14 of its 15 pages fail it. 1 in 3 ranked sites pass it.

Agent View, 100% readable by AI agentsAsked about, named in 0 of 9 questions

Where it ranks

Up 59,845 places since Oct 14, from #114,331. 4 points take it into the top 10%.

Open the leaderboard

Beside it on the board

  1. #54,484discountkitchendirect.com86
  2. #54,485cheshiremed.org86
  3. #54,486f3metalworx.com86
  4. #54,487jonoalderson.com86
  5. #54,488learningally.org86

8,152 sites score 86. A tie goes to the site with faster, leaner pages that say more and keep improving.

To the top 10%

  1. 86Now#54,486
  2. 92Add structured dataTop 10%

1 fix. Top 10% starts at 90.

Where it stands

Each stage against the middle site. It leads on every one.

Access35 points95
Middle site
91
Ahead by
4

Worth the mostLink straight to the final address+1

Understand30 points59
Middle site
59
Level with it

Worth the mostAdd structured data+6

Trust20 points98
Middle site
98
Level with it

Worth the mostEach fix here is worth under a point

Act15 points100
Middle site
57
Ahead by
43

Full marks2 in 7 ranked sites have them

Against a typical site

The readThis siteTypicalAgainst typical
Pages read154429 fewer than typical
Links a page1213About typical
Words a page28239429% below typical
Rules failing somewhere10144 fewer than typical
Half its pages answer in20 ms210 ms90% faster than typical

This siteWorse than typicalTypical, the middle ranked site, worked out each hour

The work, worth the most first

10 fixes. The first 3 are worth the most; each group says the places it lifts the site, counted from where every ranked site scores now.

Open the action plan
FixIts pages that fail it, fewer is betterSites passing
Worth 6 points39,402 places up
Add structured dataUnderstand14 of 151 in 3
Worth 2 points15,395 places up
Fix description lengthsUnderstand11 of 151 in 11
Worth 1 point7,821 places up
Link straight to the final addressAccess14 of 151 in 2
Show 7 more fixes
Worth under a point each
Match structured data to the pageUnderstand1 of 153 in 7
Add an llms.txtAccessAbout the whole site1 in 4
Fix title lengthsUnderstand4 of 151 in 6
Set a share imageUnderstand7 of 152 in 7
Describe imagesUnderstand3 of 152 in 7
Use one main headingUnderstand2 of 151 in 4
Replace unsupported sales claimsTrust1 of 152 in 3

How AI reads this site

It reads clearly as manufacturers and suppliers, the way an assistant matches a site to a question. 2 changes would make it plainer.

It reads as

Manufacturers and suppliersIt says it is in North East.

  1. None
  2. Loosely
  3. Split
  4. Mostly
  5. Clearly
  1. Closest lines of workAgainst the closest
  2. Manufacturers and suppliers
  3. Auto repair and dealers
  4. Trades and home services

What an assistant reads first

Home pageWhat it says
TitleF3 Metalworx - Precision Sheet Metal Fabrication and Welding Shop
DescriptionAs a precision sheet metal fabrication and welding shop, F3 Metalworx can produce custom pieces to the tightest specifications. Contact us for a quote.
First headingPrecision Sheet Metal Fabricator
OpeningWe 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.

2 changes so it reads plainly as what it is

  1. Name North East in the first words

    The site is in North East, and its title, description, first heading and opening never say so. Questions to assistants often name a place.

    Agent instructions

    On f3metalworx.com, name North East in the home page title or first sentence, and in the description, where it reads naturally.

  2. Say what kind of business it is in structured data

    Its home page declares no business or organization type, so a machine has to guess what it is.

    Agent instructions

    On f3metalworx.com, add JSON-LD to the home page declaring the most particular schema.org type for the business (one that fits Manufacturers and suppliers), with its name, address, phone and sameAs links to its own profiles.

  3. Read it again

    mttr reads the site again and says how it reads now.

An estimate made by mttr against 16 lines of work, from its home page before any script runs. It is not what any assistant says about the site. Rethink the direction with us.

Not cited in any of 3 answers

3 questions people ask about manufacturers and suppliers, asked as a person would. These questions name no place.

  1. GeminiOctober 19, 2026Not among its 1 site

    Who supplies 316 stainless fittings to spec, in small runs, within two weeks?

    Gemini

    Sourcing custom or to-spec 316/316L stainless steel fittings in small runs with a sub-two-week turnaround requires domestic specialty metal fabrication shops or master PVF (Pipe, Valves, and Fittings) distributors with dedicated custom shops.

    1. 1
      Central States Industrial (CSI)
      For Sanitary & Process Fittings
      • What they do CSI specializes in sanitary stainless steel components for food, beverage, dairy, and…
      • The "Fast Fittings" Service They feature an emergency/rush program specifically designed for custom or modified…
      • Turnaround Typically days (1 to 3 days for many expedited stock-modifications, or fast-tracked…
      SaysEmergency service
    2. 2
      Appleton Stainless
      For Industrial & Custom Fabricated Fittings
      • What they do A custom manufacturer specializing in stainless steel fittings
  2. GeminiOctober 17, 2026Not among its 3 sites

    Which companies do powder coating for industrial parts?

    Gemini

    When looking for companies that perform powder coating for industrial parts, it helps to distinguish between the powder manufacturers (who make the chemical formulas and resins used in coating) and the industrial coating service providers / job shops (who physically prep, spray, and thermal-cure…

  3. GeminiOctober 17, 2026Not among its 6 sites

    Where can I get injection molded parts for a prototype?

    Gemini

    If you need injection-molded parts for a prototype, you will want to look for companies that specialize in rapid injection molding or low-volume manufacturing.

    1. 1
      Protolabsprotolabs.com84mttr
      • Widely considered the pioneer of rapid injection molding.
    2. 2
      Quickparts
      • Known for fast, full-service custom manufacturing, bridging the gap smoothly from rapid…

Asked with only the question sent; answers vary by day, place and person. Passing a rule and being cited go together here, a correlation, not proof. A score says pages are well formed. It does not say an assistant cites the site.

mttr has read 8 of the 10 sites cited.

Fix f3metalworx.com with your agent

Your agent makes the fixes. mttr checks each one. Free.

In the site’s repositorynpx skills add subinternal/mttr
Then tell your agentCheck f3metalworx.com with mttr and fix what’s worth the most.

Claude Code, Codex, Cursor or any agent that reads AGENTS.md.

Claude Code, onceclaude mcp add --transport http mttr https://mttr.si/mcp
It needs a free key
Another agent
Read it againChanged something? A site is read at most once every ten minutes.