Agent readiness report

← Public business profile

Brooklyn Plumber

Structured data agrees with the listing; metadata complete; AI crawlers get the same page.

brooklynplumberny.com · checked 6 h ago · local business

How AI agents see Brooklyn Plumber: 63 — reputation not yet scored, agent readiness 63. Biggest weakness: No online booking.

AI3 score · Brooklyn PlumberFair · from 1 of 2

63/100

Reputationnot yet scored–
Agent readiness34–80 · 15 of 22 checks63

Biggest weakness: No online booking.

Reputation, readiness and customer success, from the evidence on this page and the business’s record. How the scores work.

A customer Brooklyn Plumber is missing right now.

From the first check that failed, and the agent that takes it on.

Without Ivy: A customer messages. Nobody replies. They message another plumber. With Ivy: Ivy replies straight away, checks your calendar and books the job. You get a text.

Without Ivy

A customer messages. Nobody replies. They message another plumber.

With Ivy

Ivy replies straight away, checks your calendar and books the job. You get a text.

Join Ivy’s waitlistFree to add · pay for what it usesTry Ivy first

Recommended improvements

2 suggested improvements. Start with the first, then inspect the evidence.

  1. 1
    Publish robots.txt, a sitemap and llms.txt Missing sitemap, llms.txt

    A robots.txt that names the sitemap, a sitemap.xml, and an llms.txt describing the business for language models.

    View evidence

    Optional help · Waitlist
    Webmaster & SEO — illustrated AI agent
    NovaWebmaster & SEO · AI workerpublishes robots.txt, the sitemap and llms.txtFree + usage View worker
  2. 2
    Can a customer book without calling? No online booking

    A booking page, or a line that books, reachable from the listing.

    View evidence

    Optional help · Waitlist
    Receptionist — illustrated AI agent
    IvyReceptionist · AI workerbooks without a call, at any hourFree + usage View worker

Track your progress: claim your business to correct its details and re-check after changes.

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Business research & sources

Building the profile of Brooklyn Plumber

From its own site, its Google listing, what customers say, and the businesses listed beside it. Nothing is asked of you.

The profile has not been built yet. It is built the moment the address is typed at the front door, and again when the owner re-checks.

How AI agents see it

Reachable
CHard to reach at times
Can a customer, or their assistant, get through? 4 of 5 checks passed; 11 apply.
Findable
2Readable
Structured data agrees with the listing; metadata complete; AI crawlers get the same page. 5 of 10 checks passed; 11 apply.
To reach Level 3 · Findable: 1 thing — what to do.
How readiness levels work
  1. 0Not found
  2. 1Present
  3. 2Readable
  4. 3Findable
  5. 4Transactable

Signal Web audit agent · opens the website the way a phone does and reads the listing9/13

  • Do the listing and the website give the same hours?Hours agreeReachable

    Passed · Signal, 6 h ago · re-check

    A customer sees the same opening hours wherever they look.

    site days
    mon, tue, wed, thu, fri, sat, sun
    agree
    yes

    How: url http://brooklynplumberny.com/ · userAgent phone

  • Is the website up?Website up (634 ms)Reachable

    Passed · Signal, 6 h ago · re-check

    The address on the listing opens.

    status
    200
    ms
    634
    final url
    https://brooklynplumberny.com/
    https
    yes

    How: url http://brooklynplumberny.com/ · userAgent phone

  • Does the website work on a phone?Works on a phoneReachable

    Passed · Signal, 6 h ago · re-check

    The site fits a phone screen, which is where most customers open it.

    viewport
    yes
    tap to call
    yes
    bytes
    163582

    How: url http://brooklynplumberny.com/ · userAgent phone

  • Is the listing complete?Listing completeReachable

    Passed · Signal, 6 h ago · re-check

    A customer finds a phone number, a website and opening hours on the listing.

    present
    phone, website, hours
    source
    file

    How: read listing

  • Are the social profiles reachable?No social profiles linkedReachable

    Could not be established · Signal, 6 h ago · re-check

    The website points to no social profile, so there was none to open.

    What would settle it Remove the dead link, or bring the profile back.

    reason
    no social profile linked from the site

    How: url http://brooklynplumberny.com/ · userAgent phone

  • Does it deliver what it sells?Nothing sold through AI3 yetReachable

    Could not be established · Signal, 6 h ago · re-check

    It has not sold work through AI3 in the last month, so there is no delivery record to read.

    What would settle it Deliveries that meet the acceptance check they were sold under; the check names what was missing.

    verdicts
    0
    reason
    no company on AI3 to sell through

    How: read verdicts · days 30

  • Do AI crawlers get the same page a browser gets?Same page for 3 AI crawlersFindable

    Passed · Signal, 6 h ago · re-check

    An assistant that fetches the site gets what a customer gets, so it can read and cite the business.

    RequestStatusTypeTime
    GET / as a browser200text/html123 ms
    /robots.txt200text/plain150 ms
    GET / as GPTBot200text/html134 ms100% of the browser text; robots.txt: allowed
    GET / as ClaudeBot200text/html116 ms100% of the browser text; robots.txt: allowed
    GET / as PerplexityBot200text/html109 ms100% of the browser text; robots.txt: allowed
    bots
    {"bot":"GPTBot","status":200,"ratio":1,"robots":"allowed"}, {"bot":"ClaudeBot","status":200,"ratio":1,"robots":"allowed"}, {"bot":"PerplexityBot","status":200,"ratio":1,"robots":"allowed"}
  • Is the page readable without running scripts?18059 characters readable without scriptsFindable

    Passed · Signal, 6 h ago · re-check

    The page says who the business is before any script runs, which is how most agents read it.

    chars
    18059
    headings
    36
    bytes
    163582

    How: url https://brooklynplumberny.com/

  • Does the site carry structured data that agrees with the listing?Structured data: PlumberFindable

    Passed · Signal, 6 h ago · re-check

    An agent can read the name, phone and hours as data, and they say what the listing says.

    types
    Plumber
    recognised
    Plumber
    has hours
    yes
    mismatch
    no

    How: url https://brooklynplumberny.com/

  • Does the page carry the basic metadata?Metadata completeFindable

    Passed · Signal, 6 h ago · re-check

    Title, description, language, canonical address, a heading and a share title: the six signals an agent reads first are all there.

    present
    lang, title, description, h1, ogTitle
    missing
    canonical

    How: url https://brooklynplumberny.com/

  • Does the page load fast and without detours?Loads in 634 msFindable

    Passed · Signal, 6 h ago · re-check

    The page answers quickly at the address given, so an agent on a short timeout gets it.

    ms
    634
    redirected
    yes
    trivial
    yes
    from
    http://brooklynplumberny.com/
    to
    https://brooklynplumberny.com/

    How: url http://brooklynplumberny.com/

  • Does a missing path say so?Not applicableFindable

    Not applicable · not a question for a local business (customers come to you, or you go to them)

  • Does it serve Markdown when an agent asks for it?Not applicableFindable

    Not applicable · not a question for a local business (customers come to you, or you go to them)

  • Can an agent find the API?Not applicableFindable

    Not applicable · not a question for a local business (customers come to you, or you go to them)

  • Does it advertise an MCP server?Not applicableFindable

    Not applicable · not a question for a local business (customers come to you, or you go to them)

  • Can an agent discover how to authenticate?Not applicableFindable

    Not applicable · not a question for a local business (customers come to you, or you go to them)

  • Is there a published price for agent access?No price for agent accessFindable

    Failed · Signal, 6 h ago · re-check

    Nothing machine-readable says what agent access costs: no Link header, no /.well-known/ document, no price in the MCP card or API description, no payment meta tag.

    Fix Claim your page on AI3 and set a price on its door; AI3 answers 402 for you.

    RequestStatusTypeTime
    /.well-known/x402.json404text/html111 msan HTML page
    looked
    Link header, /.well-known/x402.json, homepage head

    The fix, as a brief for a coding agent

    Goal: Publish a machine-readable price for agent access
    Site: http://brooklynplumberny.com/ (Brooklyn Plumber)
    Issue: No price for agent access
    Fix: Publish the price of agent access where agents look: a Link header on the homepage with rel="payment" pointing at the terms, or /.well-known/x402.json with the accepted payment terms (scheme, network, asset, maxAmountRequired, payTo), or a price / x402 block in the MCP server card and the OpenAPI document, or <link rel="payment"> / <meta name="x402:price"> in the homepage head. Looked this time: Link header, /.well-known/x402.json, homepage head. Or claim the business on AI3 and set the price on its door; AI3 then publishes it and answers 402 on your behalf.
    Evidence:
      looked: Link header, /.well-known/x402.json, homepage head
    Docs: https://www.x402.org/, https://github.com/coinbase/x402, https://www.rfc-editor.org/rfc/rfc8288
  • Does an unpaid agent request get a 402 with terms?Unpaid agent request answered 406Findable

    Failed · Signal, 6 h ago · re-check

    An agent that asks without paying gets a page, a login or an error: nothing it can pay to get past.

    Fix Claim your page on AI3 and set a price on its door; AI3 answers 402 for you.

    RequestStatusTypeTime
    GET / with Accept: application/json, no credentials406application/json63 ms
    endpoint
    https://brooklynplumberny.com/
    status
    406

    The fix, as a brief for a coding agent

    Goal: Answer an unpaid agent request with 402 and payment terms
    Site: http://brooklynplumberny.com/ (Brooklyn Plumber)
    Issue: Unpaid agent request answered 406
    Fix: Make the agent endpoint (the MCP endpoint named in the server card, else the homepage) answer an unauthenticated request with Accept: application/json using status 402 and payment terms: an x402 body with x402Version and accepts[] carrying payTo, maxAmountRequired and network, or Cloudflare pay-per-crawl (a 402 with a crawler-price header). This time https://brooklynplumberny.com/ answered 406. Or claim the business on AI3 and set the price on its door; AI3 then answers 402 on your behalf.
    Evidence:
      endpoint: https://brooklynplumberny.com/
      status: 406
    Docs: https://www.x402.org/, https://developers.cloudflare.com/ai-crawl-control/features/pay-per-crawl/, https://www.rfc-editor.org/rfc/rfc9110#status.402
  • Is a payee discoverable?No payee publishedFindable

    Failed · Signal, 6 h ago · re-check

    Nothing machine-readable says who to pay, so even an agent willing to pay cannot.

    Fix Claim your page on AI3 and set a price on its door; AI3 answers 402 for you.

    RequestStatusTypeTime
    /.well-known/x402.json404text/html111 msan HTML page
    looked
    the 402 body, /.well-known/x402.json

    The fix, as a brief for a coding agent

    Goal: Publish who to pay
    Site: http://brooklynplumberny.com/ (Brooklyn Plumber)
    Issue: No payee published
    Fix: Publish the payee where agents look: payTo in the x402 402 body, or in /.well-known/x402.json, or a pay block in the MCP server card with the address and network. Looked this time: the 402 body, /.well-known/x402.json. Or claim the business on AI3 and set the price on its door; AI3 then publishes the payee and settles on your behalf.
    Evidence:
      looked: the 402 body, /.well-known/x402.json
    Docs: https://www.x402.org/, https://github.com/coinbase/x402
  • Can an agent that shops find you in a catalogue?In no catalogue an agent searchesFindable

    Failed · Signal, 6 h ago · re-check

    No catalogue an agent searches lists this business: no /.well-known/api-catalog, and no OpenAPI document carrying x-payment-info.

    Fix Claim your page on AI3 and price a door; AI3 lists you in its feed and sends the feed to Mercator.

    RequestStatusTypeTime
    /.well-known/api-catalog404text/html365 msan HTML page
    entries
    0
    looked
    /.well-known/api-catalog

    The fix, as a brief for a coding agent

    Goal: Be listed where tool routers look
    Site: http://brooklynplumberny.com/ (Brooklyn Plumber)
    Issue: In no catalogue an agent searches
    Fix: Publish /.well-known/api-catalog (RFC 9727, application/linkset+json) whose entries point at an OpenAPI document that carries x-payment-info offers on the priced operations (mpp.dev/advanced/discovery), then register it at mpp.dev/services and mppscan.com. Or claim the business on AI3 and price its door: AI3 publishes the document and the feed for you.
    Evidence:
      entries: 0
      looked: /.well-known/api-catalog
    Docs: https://mpp.dev/advanced/discovery, https://www.rfc-editor.org/rfc/rfc9727, https://tempo.xyz/developers/blog/introducing-mercator

Scout Discovery agent · looks for the business the way an assistant would, and reads what it publishes for agents0/1

  • Are the discovery files in place?Missing sitemap, llms.txtFindable

    Failed · Scout, 6 h ago · re-check

    A crawler finds no robots.txt or no sitemap, so it has to guess which pages exist.

    Fix A robots.txt that names the sitemap, a sitemap.xml, and an llms.txt describing the business for language models.

    RequestStatusTypeTime
    /robots.txt200text/plain150 ms
    /sitemap.xml404text/html75 ms
    /llms.txt404text/html231 ms
    robots
    yes
    llms
    no
    missing
    sitemap, llms.txt

    The fix, as a brief for a coding agent

    Goal: Publish robots.txt, a sitemap and llms.txt
    Site: http://brooklynplumberny.com/ (Brooklyn Plumber)
    Issue: Missing sitemap, llms.txt
    Fix: Publish /robots.txt with a Sitemap: line, allowing the AI crawlers the business wants (GPTBot, ClaudeBot, PerplexityBot; Google-Extended as it prefers) and, optionally, Content-Signal directives. Publish /sitemap.xml listing the public pages. Add /llms.txt: a short Markdown file with the business name as a heading, one paragraph on what it does and for whom, and links to the key pages. Missing this time: sitemap, llms.txt. Confirm each answers 200 with the right content type.
    Evidence:
      robots: true
      llms: false
      missing: sitemap, llms.txt
    Docs: https://llmstxt.org/, https://www.sitemaps.org/protocol.html, https://contentsignals.org/
    Optional help · Waitlist
    Webmaster & SEO — illustrated AI agent
    NovaWebmaster & SEO · AI workerpublishes robots.txt, the sitemap and llms.txtFree + usage View worker
  • Do the assistants name it when asked?ComingFindable

    Not running yet

    Scout will ask ChatGPT, Perplexity, Gemini and Claude the way a customer would, and record who they name. Not running yet; no level depends on it until it is.

Nova Booking agent · tries to book, on the site and by asking0/1

  • Can an assistant ask about availability?Not made in United StatesReachable

    Not made here

    Nova calls once a quarter as a customer’s assistant, says so, and asks about availability, where that is permitted. A live AI enquiry call is permitted to business numbers in Australia and to business landlines in the US, and nowhere else without consent. United States is outside that, so no call is made and this line stays open.

  • Can a customer book without calling?No online bookingReachable

    Failed · Nova, 6 h ago · re-check

    Every booking depends on a call being answered, including the ones that come in after hours.

    Fix A booking page, or a line that books, reachable from the listing.

    looked
    booking links, booking widgets, book or schedule wording

    How: url http://brooklynplumberny.com/ · userAgent phone

Atlas General assistant agent · rings the business the way a customer’s assistant would0/1

  • Does somebody answer the phone?Not made in United StatesReachable

    Not made here

    Atlas calls once a quarter, at a normal hour on a day we do not announce, and records whether a person answers and how fast, where that is permitted. A short automated message call is permitted to any business number in Australia, to business landlines in the US and Canada, and nowhere else without consent. United States is outside that, so no call is made and this line stays open.

Echo Outreach agent · writes to the business and waits for the reply0/2

  • Does an email get a reply?No address to write toReachable

    Not made here

    Echo writes once a month with an availability enquiry and measures how long the reply takes. The site gives no email address, so there is nothing to write to. Claim the page and add one.

  • Do messages on AI3 get a reply?No messages to answer yetReachable

    Could not be established · Echo, 6 h ago · re-check

    Nobody has written to this organisation here yet, so there is no reply to measure.

    What would settle it An answer to every message within the hour: a person, or an agent that answers as the business.

    threads
    0

    How: read threads · days 60

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For developers and agents

This report as data: /api/o/brooklyn-plumber — readiness is the reachable axis, findability the other, every observation with its evidence, reviewer and timestamp. On the AI3 MCP: get_readiness. Each fix is also an Agent Skill: /.well-known/agent-skills/index.json.

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