Agent readiness report

← Public business profile

Federico's

Up, crawlable, readable without scripts.

federicosamui.com · checked 1 h ago · local business

How AI agents see Federico's: 64 — reputation 84, agent readiness 44. Biggest weakness: No online booking.

AI3 score · Federico'sFair

64/100

Reputation61–100 · 7 samples84
Agent readiness24–70 · 15 of 22 checks44

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 Federico's is missing right now.

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

Without Nova: An assistant looks for a restaurant. It can’t read the site. It recommends another one. With Nova: Nova opens the site to agents. The assistant names Federico's.

Without Nova

An assistant looks for a restaurant. It can’t read the site. It recommends another one.

With Nova

Nova opens the site to agents. The assistant names Federico's.

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

Recommended improvements

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

  1. 1
    Publish schema.org JSON-LD that matches the listing No structured data

    One JSON-LD block (LocalBusiness or Organization) with the same name, phone, address and hours as the listing.

  2. 2
    Can a customer book without calling? No online booking

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

  3. 3
    Complete the six head signals agents read first Metadata missing canonical, ogTitle

    A title, a meta description, lang on <html>, a canonical link, one <h1>, and og:title.

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

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Business research & sources

Traditional Italian restaurant in Ko Samui serving handmade pasta and pizza

★★★★★ 4.8 from 610 Google ratings

Federico's makes fresh handmade pasta, pizza, and Italian dishes using traditional recipes and fine ingredients. Located on Bandon Hospital Road in Ko Samui, it draws customers for authentic Italian cooking and the owner's attentive service.

Written from the site, the Google listing, the reviews

Known for: Authentic Italian pizza quality, high quality ingredients and preparation, owner's attentive hospitality

Serves
Diners seeking traditional Italian cuisine in Ko Samui from the site and reviews
Offers
Handmade pasta dishes · Italian pizza · Traditional Italian cuisine · Fine ingredient preparations from the site
Where
258, Bandon Hospital Rd, Ko Samui District, Surat Thani 84320, Thailand from the Google listing
Phone
+66 89 291 0530 from the Google listing
Hours
On the listing from the Google listing
Profiles
Instagram · Facebook linked from the site
Comes across as
Authentic, owner-run, welcoming from the site and reviews

What customers praise

  • Authentic Italian pizza quality 4 of 7
  • High quality ingredients and preparation 4 of 7
  • Owner's attentive service and hospitality 2 of 7
  • Excellent pasta dishes 2 of 7
  • Warm welcoming atmosphere 2 of 7

What customers complain about

  • Tiramisu not up to standard 1 of 7

Themes from the 7 most recent Google reviews of 610. Nobody’s words are kept, only what keeps coming up.

Where it stands

3rd of 11 when Google is asked for Italian restaurant in Surat Thani 84320, Surat Thani, by rating and reviews. The others’ median: 4.7 over 330 ratings.

  1. ครัวบ้านช่าง By Prot4.9 (305)
  2. Little one kitchen4.9 (262)
  3. Federico's this business4.8 (610)
  4. Signature Restaurant4.8 (78)
  5. Day & Night of Suratthani4.7 (2174)
  6. Risto Luca4.7 (519)

Is this your business? Claim it, free, and correct anything that is wrong. Read 13 days ago · claude-haiku-4-5-20251001.

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
1Present
Up, crawlable, readable without scripts. 3 of 10 checks passed; 11 apply.
To reach Level 2 · Readable: 2 things — 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 listing7/13

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

    Could not be established · Signal, 1 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
    6

    How: url https://www.federicosamui.com/ · userAgent phone

  • Is the website up?Website up (345 ms)Reachable

    Passed · Signal, 1 h ago · re-check

    The address on the listing opens.

    status
    200
    ms
    345
    final url
    https://www.federicosamui.com/
    https
    yes

    How: url https://www.federicosamui.com/ · userAgent phone

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

    Passed · Signal, 1 h ago · re-check

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

    viewport
    yes
    tap to call
    yes
    bytes
    91008

    How: url https://www.federicosamui.com/ · userAgent phone

  • Is the listing complete?Listing completeReachable

    Passed · Signal, 1 h ago · re-check

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

    present
    phone, website, hours
    source
    website

    How: read listing

  • Are the social profiles reachable?Profiles open (Instagram)Reachable

    Passed · Signal, 1 h ago · re-check

    The profiles the website points to open.

    open
    Instagram
    unsure
    Facebook
    links
    https://www.instagram.com/federicos.samui, https://www.facebook.com/fedefinefoods

    How: url https://www.federicosamui.com/ · userAgent phone

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

    Could not be established · Signal, 1 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, 1 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/html16 ms
    /robots.txt404text/html30 ms
    GET / as GPTBot200text/html45 ms100% of the browser text; robots.txt: allowed
    GET / as ClaudeBot200text/html14 ms100% of the browser text; robots.txt: allowed
    GET / as PerplexityBot200text/html17 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?3323 characters readable without scriptsFindable

    Passed · Signal, 1 h ago · re-check

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

    chars
    3323
    headings
    16
    bytes
    91008

    How: url https://www.federicosamui.com/

  • Does the site carry structured data that agrees with the listing?No structured dataFindable

    Failed · Signal, 1 h ago · re-check

    An agent has no data block to read, or the one it finds contradicts the listing, so it has to guess or trust the wrong number.

    Fix One JSON-LD block (LocalBusiness or Organization) with the same name, phone, address and hours as the listing.

    has hours
    no
    mismatch
    no

    How: url https://www.federicosamui.com/

    The fix, as a brief for a coding agent

    Goal: Publish schema.org JSON-LD that matches the listing
    Site: https://www.federicosamui.com/ (Federico's)
    Issue: No structured data
    Fix: Add a <script type="application/ld+json"> block to the homepage describing the business: @type LocalBusiness or the closest subtype (Plumber, Restaurant, Hotel…; Organization or SoftwareApplication for a software company), with name, url, telephone in E.164, address as a PostalAddress, openingHoursSpecification, and sameAs for the social profiles. Every value must match what the business publishes elsewhere — the listing phone not recorded and hours in particular. Validate at validator.schema.org and re-fetch.
    Evidence:
      hasHours: false
      mismatch: false
    Docs: https://schema.org/LocalBusiness, https://validator.schema.org/, https://developers.google.com/search/docs/appearance/structured-data/local-business
    Optional help · Waitlist
    Webmaster & SEO — illustrated AI agent
    NovaWebmaster & SEO · AI workerpublishes structured data that matches the listingFree + usage View worker
  • Does the page carry the basic metadata?Metadata missing canonical, ogTitleFindable

    Failed · Signal, 1 h ago · re-check

    Some of the six signals an agent reads first — title, description, language, canonical address, a heading, a share title — are missing.

    Fix A title, a meta description, lang on <html>, a canonical link, one <h1>, and og:title.

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

    How: url https://www.federicosamui.com/

    The fix, as a brief for a coding agent

    Goal: Complete the six head signals agents read first
    Site: https://www.federicosamui.com/ (Federico's)
    Issue: Metadata missing canonical, ogTitle
    Fix: On the homepage ensure: <html lang="…">; a <title> under 60 characters naming the business and what it does; <meta name="description"> of 50–160 characters; <link rel="canonical"> pointing at the preferred address; exactly one <h1>; and <meta property="og:title">. Missing on this page: canonical, ogTitle. Re-fetch and confirm all six are present.
    Evidence:
      present: lang, title, description, h1
      missing: canonical, ogTitle
    Docs: https://developers.google.com/search/docs/appearance/title-link, https://ogp.me/
    Optional help · Waitlist
    Webmaster & SEO — illustrated AI agent
    NovaWebmaster & SEO · AI workercompletes the head signals agents read firstFree + usage View worker
  • Does the page load fast and without detours?Loads in 345 msFindable

    Passed · Signal, 1 h ago · re-check

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

    ms
    345
    redirected
    no
    trivial
    yes
    from
    https://www.federicosamui.com/
    to
    https://www.federicosamui.com/

    How: url https://www.federicosamui.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, 1 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/html12 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: https://www.federicosamui.com/ (Federico's)
    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 200Findable

    Failed · Signal, 1 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 credentials200text/html14 ms
    endpoint
    https://www.federicosamui.com/
    status
    200

    The fix, as a brief for a coding agent

    Goal: Answer an unpaid agent request with 402 and payment terms
    Site: https://www.federicosamui.com/ (Federico's)
    Issue: Unpaid agent request answered 200
    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://www.federicosamui.com/ answered 200. Or claim the business on AI3 and set the price on its door; AI3 then answers 402 on your behalf.
    Evidence:
      endpoint: https://www.federicosamui.com/
      status: 200
    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, 1 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/html12 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: https://www.federicosamui.com/ (Federico's)
    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, 1 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/html22 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: https://www.federicosamui.com/ (Federico's)
    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 robots.txt, sitemap, llms.txtFindable

    Failed · Scout, 1 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.txt404text/html30 ms
    /sitemap.xml404text/html24 ms
    /llms.txt404text/html11 ms
    robots
    no
    llms
    no
    missing
    robots.txt, sitemap, llms.txt

    The fix, as a brief for a coding agent

    Goal: Publish robots.txt, a sitemap and llms.txt
    Site: https://www.federicosamui.com/ (Federico's)
    Issue: Missing robots.txt, 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: robots.txt, sitemap, llms.txt. Confirm each answers 200 with the right content type.
    Evidence:
      robots: false
      llms: false
      missing: robots.txt, 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 ThailandReachable

    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. Thailand is outside that, so no call is made and this line stays open.

  • Can a customer book without calling?No online bookingReachable

    Failed · Nova, 1 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://www.federicosamui.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 ThailandReachable

    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. Thailand 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, 1 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/federico-x27-s — 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.

Is this your business? Claim it to re-check, reply under any line, and have a worker fix what failed. It costs nothing.