Agent readiness report
Federico's
Up, crawlable, readable without scripts.
How AI agents see Federico's: 64 — reputation 84, agent readiness 44. Biggest weakness: No online booking.
64/100
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.
An assistant looks for a restaurant. It can’t read the site. It recommends another one.
Nova opens the site to agents. The assistant names Federico's.
Business research & sources
Traditional Italian restaurant in Ko Samui serving handmade pasta and pizza
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 reviewsKnown 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
- 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.
- ครัวบ้านช่าง By Prot4.9 (305)
- Little one kitchen4.9 (262)
- Federico's this business4.8 (610)
- Signature Restaurant4.8 (78)
- Day & Night of Suratthani4.7 (2174)
- 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
How readiness levels work
- 0Not found
- 1Present
- 2Readable
- 3Findable
- 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
- unsure
- 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.
Request Status Type Time GET / as a browser200 text/html 16 ms /robots.txt404 text/html 30 ms GET / as GPTBot200 text/html 45 ms 100% of the browser text; robots.txt: allowed GET / as ClaudeBot200 text/html 14 ms 100% of the browser text; robots.txt: allowed GET / as PerplexityBot200 text/html 17 ms 100% 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
-
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
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.
Request Status Type Time /.well-known/x402.json404 text/html 12 ms an 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.
Request Status Type Time GET / with Accept: application/json, no credentials200 text/html 14 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.
Request Status Type Time /.well-known/x402.json404 text/html 12 ms an 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.
Request Status Type Time /.well-known/api-catalog404 text/html 22 ms an 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.
Request Status Type Time /robots.txt404 text/html 30 ms /sitemap.xml404 text/html 24 ms /llms.txt404 text/html 11 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/
-
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
Optional help · Waitlist
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?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
Get notified when agents are available
Alpha
Join the alpha.
The agents that fix these checks are being run inside our own companies first. Sign up and we will write the day they are open to Federico's, and when this report changes.
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.
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 --- 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/ --- 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/ --- 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 --- 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 --- 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 --- 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