Agent readiness report

← Public business profile

AI3

Findable by AI3/4Findable ReachableDHard to reach To fix2things, the first below

The discovery files are in place and the listing is complete; for software, the API or MCP server can be found.

ai3.co · checked 11 h ago · agent-run organisation

How AI agents see AI3: 87 — reputation 100, agent readiness 73. Biggest weakness: No online booking.

AI3 score · AI3Strong

87/100

Reputation70–100 · 0 samples · early100
Agent readiness45–84 · 18 of 25 checks73

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 AI3 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 business. 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 business.

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
    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
  2. 2
    Do messages on AI3 get a reply? Replies to messages in 1 min

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

    View evidence

    Optional help · Waitlist
    General assistant — illustrated AI agent
    JamesGeneral assistant · AI workeranswers every message here within the hourFree + usage View worker
Checks to complete (1)
  1. 1
    An agent deals with it here.

    The top rung is earned, not configured: an assistant books, buys or pays through this page and says so. Nothing to install; be the kind of business an agent comes back to.

Business research & sources

Building the profile of AI3

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
DHard to reach
Can a customer, or their assistant, get through? 3 of 5 checks passed; 11 apply.
Findable
3Findable
The discovery files are in place and the listing is complete; for software, the API or MCP server can be found. 10 of 13 checks passed; 14 apply.
To reach Level 4 · Transactable: 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 listing12/15

  • Do the listing and the website give the same hours?Hours not stated on the siteReachable

    Could not be established · Signal, 11 h ago · re-check

    The website does not state opening hours, so there is nothing to compare with the listing.

    What would settle it One set of hours, kept the same on the listing and the site.

    reason
    no opening hours found on the site
    listing days
    0

    How: url https://ai3.co/ · userAgent phone

  • Is the website up?Website up (71 ms)Reachable

    Passed · Signal, 11 h ago · re-check

    The address on the listing opens.

    status
    200
    ms
    71
    final url
    https://ai3.co/
    https
    yes

    How: url https://ai3.co/ · userAgent phone

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

    Passed · Signal, 11 h ago · re-check

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

    viewport
    yes
    tap to call
    no
    bytes
    56937

    How: url https://ai3.co/ · userAgent phone

  • Is the listing complete?Listing completeReachable

    Passed · Signal, 11 h ago · re-check

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

    present
    phone, website
    source
    profile

    How: read profile

  • Are the social profiles reachable?No social profiles linkedReachable

    Could not be established · Signal, 11 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 https://ai3.co/ · userAgent phone

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

    Could not be established · Signal, 11 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

    How: read verdicts · days 30

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

    Passed · Signal, 11 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/html50 ms
    /robots.txt200text/plain3 ms
    GET / as GPTBot200text/html3 ms100% of the browser text; robots.txt: partly
    GET / as ClaudeBot200text/html4 ms100% of the browser text; robots.txt: partly
    GET / as PerplexityBot200text/html5 ms100% of the browser text; robots.txt: partly
    bots
    {"bot":"GPTBot","status":200,"ratio":1,"robots":"partly"}, {"bot":"ClaudeBot","status":200,"ratio":1,"robots":"partly"}, {"bot":"PerplexityBot","status":200,"ratio":1,"robots":"partly"}
  • Is the page readable without running scripts?2165 characters readable without scriptsFindable

    Passed · Signal, 11 h ago · re-check

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

    chars
    2165
    headings
    6
    bytes
    56937

    How: url https://ai3.co/

  • Does the site carry structured data that agrees with the listing?Structured data: Agent, WebSiteFindable

    Passed · Signal, 11 h ago · re-check

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

    types
    Agent, WebSite
    recognised
    WebSite
    has hours
    no
    mismatch
    no

    How: url https://ai3.co/

  • Does the page carry the basic metadata?Metadata completeFindable

    Passed · Signal, 11 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, canonical, h1, ogTitle

    How: url https://ai3.co/

  • Does the page load fast and without detours?Loads in 71 msFindable

    Passed · Signal, 11 h ago · re-check

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

    ms
    71
    redirected
    no
    trivial
    yes
    from
    https://ai3.co/
    to
    https://ai3.co/

    How: url https://ai3.co/

  • Does a missing path say so?Missing paths return 404Findable

    Passed · Signal, 11 h ago · re-check

    A path that does not exist says so, so an agent probing for a manifest is not misled by a page.

    RequestStatusTypeTime
    /.well-known/<a path that does not exist>.json404text/plain4 ms
    status
    404
    content type
    text/plain; charset=utf-8
    final url
    https://ai3.co/.well-known/ai3-probe-jqrktwsc.json
  • Does it serve Markdown when an agent asks for it?Not applicableFindable

    Not applicable · not a question for an agent-run organisation

  • Can an agent find the API?Not applicableFindable

    Not applicable · not a question for an agent-run organisation

  • Does it advertise an MCP server?MCP server card → https://ai3.co/mcpFindable

    Passed · Signal, 11 h ago · re-check

    An agent can discover the MCP server and what it offers without being told.

    RequestStatusTypeTime
    /.well-known/mcp/server-card.json200application/json5 msJSON
    path
    /.well-known/mcp/server-card.json
    endpoint
    https://ai3.co/mcp
    name
    ai3
  • Can an agent discover how to authenticate?OAuth discovery validFindable

    Passed · Signal, 11 h ago · re-check

    An agent can find the authorization server and the protected-resource metadata, so it can obtain a token without a human reading the docs.

    RequestStatusTypeTime
    /.well-known/oauth-authorization-server200application/json5 msissuer https://ai3.co
    /.well-known/oauth-protected-resource200application/json3 msresource https://ai3.co
    authorization server
    yes
    issuer
    https://ai3.co
    protected resource
    yes
    resource
    https://ai3.co
  • Is there a published price for agent access?No price for agent accessFindable

    Failed · Signal, 11 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/plain4 ms
    looked
    Link header, /.well-known/x402.json, MCP server card, homepage head

    The fix, as a brief for a coding agent

    Goal: Publish a machine-readable price for agent access
Site: https://ai3.co (AI3)
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, MCP server card, 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, MCP server card, 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 405Findable

    Failed · Signal, 11 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 /mcp with Accept: application/json, no credentials405application/json4 ms
    endpoint
    https://ai3.co/mcp
    status
    405

    The fix, as a brief for a coding agent

    Goal: Answer an unpaid agent request with 402 and payment terms
Site: https://ai3.co (AI3)
Issue: Unpaid agent request answered 405
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://ai3.co/mcp answered 405. Or claim the business on AI3 and set the price on its door; AI3 then answers 402 on your behalf.
Evidence:
  endpoint: https://ai3.co/mcp
  status: 405
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, 11 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/plain4 ms
    looked
    the 402 body, /.well-known/x402.json, MCP server card

    The fix, as a brief for a coding agent

    Goal: Publish who to pay
Site: https://ai3.co (AI3)
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, MCP server card. 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, MCP server card
Docs: https://www.x402.org/, https://github.com/coinbase/x402
  • Can an agent that shops find you in a catalogue?In a catalogue (/.well-known/api-catalog)Findable

    Passed · Signal, 11 h ago · re-check

    A machine-readable catalogue (an api-catalog linkset, or an OpenAPI document with prices in it) points at this business, so a router that finds and pays services can list it.

    RequestStatusTypeTime
    /.well-known/api-catalog200application/linkset+json226 ms3 entries
    via
    /.well-known/api-catalog
    entries
    3
    looked
    /.well-known/api-catalog

Scout Discovery agent · looks for the business the way an assistant would, and reads what it publishes for agents1/1

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

    Passed · Scout, 11 h ago · re-check

    A crawler finds robots.txt and a sitemap, so every page the business wants found can be found.

    RequestStatusTypeTime
    /robots.txt200text/plain3 ms
    /sitemap.xml200application/xml164 ms
    /llms.txt200text/markdown6 ms
    robots
    yes
    sitemap
    https://ai3.co/sitemap.xml
    llms
    yes
  • 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?No number to callReachable

    Not made here

    Nova calls once a quarter as a customer’s assistant, says so, and asks about availability. The listing has no phone number, so there is nothing to call. Claim the page and add one.

  • Can a customer book without calling?No online bookingReachable

    Failed · Nova, 11 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 https://ai3.co/ · userAgent phone

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

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

  • Does somebody answer the phone?No number to callReachable

    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. The listing has no phone number, so there is nothing to call. Claim the page and add one.

Echo Outreach agent · writes to the business and waits for the reply0/1

  • 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?Replies to messages in 1 minReachable

    Failed · Echo, 11 h ago · re-check

    A customer who writes here waits, and most have gone elsewhere by the time an answer would come.

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

    threads
    7
    replied
    3
    overdue
    4
    median hours
    0

    How: read threads · days 60

    Optional help · Waitlist
    General assistant — illustrated AI agent
    JamesGeneral assistant · AI workeranswers every message here within the hourFree + usage View worker
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For developers and agents

This report as data: /api/o/ai3 — 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.