autofinder.com

Read 1 day ago, the first 100 pages. Read it again

Top 25%of the 263,590 sites mttr has read, at #54,413

It scores 86.

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

Fix this first

Set each page's canonical address

86 now91 with itTop 10% from 90

#54,413to#20,08334,330 places up100 of its 100 pages fail it. 2 in 5 ranked sites pass it.

Agent View, 100% readable by AI agents

Where it ranks

Up 59,918 places since Oct 15, from #114,331. 4 points take it into the top 10%.

Open the leaderboard

Beside it on the board

  1. #54,411blog.blankbaby.com86
  2. #54,412intralinks.com86
  3. #54,413autofinder.com86
  4. #54,414prosolarcaribbean.com86
  5. #54,415lp-plumbing.com86

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#54,413
  2. 91Set each page's canonical addressTop 10%

1 fix. Top 10% starts at 90.

Where it stands

Each stage against the middle site. It trails on Access.

Access35 points80
Middle site
91
Behind by
11

Worth the mostSet each page's canonical address+5

Understand30 points77
Middle site
59
Ahead by
18

Worth the mostAnswer the first question right under it+3

Trust20 points100
Middle site
98
Ahead by
2

Full marks1 in 4 ranked sites have them

Act15 points99
Middle site
57
Ahead by
42

Worth the mostEach fix here is worth under a point

Against a typical site

The readThis siteTypicalAgainst typical
Pages read1004456 more than typical
Links a page43133.3× typical
Words a page1,3073943.3× typical
Rules failing somewhere12142 fewer than typical
Half its pages answer in261 ms210 ms24% slower than typical

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

The work, worth the most first

12 fixes. The first 6 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 5 points34,330 places up
Set each page's canonical addressAccess100 of 1002 in 5
Worth 3 points22,189 places up
Answer the first question right under itUnderstand80 of 1001 in 121
Worth 2 points15,322 places up
Bring deep pages closer to homeAccess46 of 1006 in 7
Worth 1 point each7,748 places up each
Put figures in tablesUnderstand88 of 1001 in 28
Describe imagesUnderstand92 of 1002 in 7
Add breadcrumb dataUnderstand88 of 1001 in 2
Show 6 more fixes
Worth under a point each
Add an llms.txtAccessAbout the whole site1 in 4
Add structured dataUnderstand9 of 1001 in 3
Set a share imageUnderstand12 of 1002 in 7
Fix title lengthsUnderstand6 of 1001 in 6
Add a way to get in touchAct1 of 1001 in 2
Match structured data to the pageUnderstand1 of 1003 in 7

How AI reads this site

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

It reads as

Auto repair and dealers

  1. None
  2. Loosely
  3. Split
  4. Mostly
  5. Clearly
  1. Closest lines of workAgainst the closest
  2. Auto repair and dealers
  3. Law firms
  4. Software and SaaS

What an assistant reads first

Home pageWhat it says
TitleNew Cars, Used Cars, Invoice Price vs. MSRP | Car Deal Finder | AutoFinder
DescriptionShop new cars, new SUVs, new trucks, new hybrid vehicles, and new electric vehicles nationwide. Compare real-time pricing and see invoice vs MSRP before you buy.
First headingAutoFinder
OpeningCompare listings, see real pricing, and connect with dealers who are ready when you are

2 changes so it reads plainly as what it is

  1. Rewrite the description

    Its description is 161 characters and is cut off in results.

    Agent instructions

    On autofinder.com, write the home page a meta description of one or two sentences, 50 to 160 characters: what the business does, for whom, and where.

  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 autofinder.com, add JSON-LD to the home page declaring the most particular schema.org type for the business (one that fits Auto repair and dealers), 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.

Fix autofinder.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 autofinder.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.