The Direct Index
Report · New York · scanned 2026-10-14

Kochi

kochinyc.com is mostly ready for agents.

Book directly: www.opentable.com/widget/reservation/loader?rid=1054912&#038 through opentable acting for the business · Order directly: www.toasttab.com/kochi-652-10th-ave/giftcards through toast acting for the business · Menu: www.kochinyc.com/menu/

See what an AI agent reads on this site →

B
76.9%

50 of 65 points available

1/5

agent-readiness level, Basic Web Presence

2

things to fix

Provisional: the action test and the assistant citation check still to come; the hatched part of the bar is not measured yet.

Findings

What to fix first

  1. Structured data is incomplete +7 points

    Missing: address, telephone, opening hours. How to fix it

  2. No llms.txt no points, still worth doing

    Optional today, cheap to add: a short text file describing the business for language models. How to fix it

No one is listed yet to fix this in New York. List your agency or yourself: free, reviewed by hand.

Already right

Builder: wordpress · Front: cloudflare

Fix kit

What to paste

Filled from the business's own record and this scan. Check every line before it goes live; where it goes on wordpress is in the guides.

Structured data (JSON-LD)

One block in the page's head, or in the builder's custom-code slot. Replace anything that is wrong. Guide.

<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "Restaurant",
  "name": "Kochi",
  "url": "https://kochinyc.com",
  "telephone": "+1-646-478-7308",
  "email": "info@kochinyc.com",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "10th Avenue 652",
    "postalCode": "10036",
    "addressLocality": "New York"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 40.7620108,
    "longitude": -73.9935128
  },
  "openingHours": "Mo-Th 17:00-21:30, Fr-Sa 17:00-22:00, Su 17:00-21:30",
  "servesCuisine": [
    "korean"
  ],
  "acceptsReservations": "https://www.opentable.com/widget/reservation/loader?rid=1054912&#038;type=standard&#038;theme=standard&#038;color=2&#038;dark=false&#038;iframe=true&#038;domain=com&#038;lang=en-US&#038;newtab=false&#038;ot_source=Restaurant%20website&#038;cfe=true",
  "hasMenu": "https://www.kochinyc.com/menu/",
  "potentialAction": [
    {
      "@type": "ReserveAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://www.opentable.com/widget/reservation/loader?rid=1054912&#038;type=standard&#038;theme=standard&#038;color=2&#038;dark=false&#038;iframe=true&#038;domain=com&#038;lang=en-US&#038;newtab=false&#038;ot_source=Restaurant%20website&#038;cfe=true",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      },
      "result": {
        "@type": "Reservation",
        "name": "Reservation"
      }
    },
    {
      "@type": "OrderAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://www.toasttab.com/kochi-652-10th-ave/giftcards",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      }
    }
  ]
}
</script>

llms.txt

Save as /llms.txt at the root of the site. Guide.

# Kochi

> restaurant (korean) in 10th Avenue 652 10036 New York, New York. Phone +1-646-478-7308.

## Book or order directly

- Book: https://www.opentable.com/widget/reservation/loader?rid=1054912&#038;type=standard&#038;theme=standard&#038;color=2&#038;dark=false&#038;iframe=true&#038;domain=com&#038;lang=en-US&#038;newtab=false&#038;ot_source=Restaurant%20website&#038;cfe=true (through opentable acting for the business)
- Order: https://www.toasttab.com/kochi-652-10th-ave/giftcards (through toast acting for the business)
- Menu: https://www.kochinyc.com/menu/

## Opening hours

Mo-Th 17:00-21:30, Fr-Sa 17:00-22:00, Su 17:00-21:30

## About

- Website: https://kochinyc.com
- This file follows llms.txt (https://llmstxt.org): a short plain-text description for language models.
Where it stands

1,104 of 4,817 in New York

Top 23% of the sites scanned in this index. Just above: Joe's Italian Restaurant B, Joju B. Just below: La Isla Restaurant B, Mango Loco B.

What the top tenth of the index doesTop 10%This site
Take bookings or orders on their own domain100%yes
Publish the menu or price list as HTML97%yes
Let AI crawlers in (no edge block, no robots.txt block)94%yes
Structured data with address, phone and hours49%no
Have an llms.txt13%no

The top tenth is the 488 best-scoring reachable sites of the index at the last refresh.

Against its peers

Average scoreA or BThis site
Sites built with WordPress 35,830 sites57%26%76.9%
Sites using OpenTable 1,409 sites67%42%76.9%
Sites using Toast 1,749 sites74%62%76.9%

Nearest places with a similar menu

PlaceDistanceGradeDirect booking or ordering
Mari korean250 mByes
Red Poke korean, poke364 mByes
Gui Steakhouse korean, american569 mAyes
ONGI korean1.2 kmByes
New York Kimchi korean1.3 kmDno
K-bap korean1.4 kmCno
Cho Dang Gol korean1.4 kmByes
Loopy's korean1.6 kmAyes
Seoul Salon korean1.6 kmCyes
Antoya Korean BBQ korean1.6 kmAyes
Businesses like yours

Businesses like Kochi in New York

GroupSitesAvg scoreA or BThis site
Same kind in New York4,81746%36%76.9%
Built with WordPress in New York66767%49%76.9%
Using OpenTable in New York15473%57%76.9%
Built with WordPress and using OpenTable in New York5066%40%76.9%

The best of Built with WordPress and using OpenTable in New York

Jane Doe A 95.4% · Pico De Gallo Bar & Kitchen A 90.8% · Ainslie Bowery A 87.7% · Tutto Apposto A 86.2% · Antalia B 81.5%

The climb

With the fix above (Structured data is incomplete) the score would be about 87.7%: 471st of 4,817 in New York, up from 1104th.

Peers are the businesses of the same index with a reachable site, latest scan of each; the rank uses the index's current ranking.

The direct record

What agents get for Kochi

The links an assistant is sent when it books, orders or reads the menu for this business, where each leads, and when a browser last checked it. The same record is served as JSON at /api/direct/kochinyc.com, through the MCP tool direct_record and in the city feed /city/new-york/direct.json.

PathLinkStatus
Bookwww.opentable.com/widget/reservation/loader?rid=1054912&#038 vendor on own site: OpenTablefound by the scan of 2026-10-14, not yet tested
Orderwww.toasttab.com/kochi-652-10th-ave/giftcards vendor on own site: Toastfound by the scan of 2026-10-14, not yet tested
Menuwww.kochinyc.com/menu/ html_pagefrom the scan
HoursMo-Th 17:00-21:30, Fr-Sa 17:00-22:00, Su 17:00-21:30from OpenStreetMap
Phone+1-646-478-7308

Stable links that count: /go/kochinyc.com/book, /go/kochinyc.com/order, /go/kochinyc.com/menu answer 302 to the links above; the count is the line "followed N direct links" on this page.

Owners: claim the business below to correct this record; the claim email carries the link.

Transactable

Can an agent transact?

Measured, not scored: the Agent-Direct Score stays at specification v1.0. This says which rails an agent could transact through today, and what the booking or ordering vendor's terms allow.

UCP profile
/.well-known/ucp, Google and Shopify's Universal Commerce Protocol
not measured
ACP discovery document
/.well-known/acp.json, OpenAI and Stripe's Agentic Commerce Protocol
not measured
MCP server card
/.well-known/mcp/server-card.json
no
Ordering vendor that takes agent orders
Square, Toast, or a vendor whose terms allow agents
not measured
Vendor terms for agents
OpenTable, read 2026-10-15
Partners only

Not measured at this scan; the next scan measures it.

OpenTable's terms page could not be fetched on 2026-10-15; OpenTable names over 200 authorized partners, Google, Meta and OpenAI among them, as the channels through which agents book. Source. About OpenTable · all vendors.

The next scan also reads the contact, menu and booking pages one hop deeper; facts found there can change the score.

Agent readiness

Level 1 of 5, Basic Web Presence

The standards an agent looks for before it reads a page, on the same criteria as Cloudflare's Agent Readiness scan. Not part of the score; each missing item links to a how-to. Cloudflare's report.

Link headers on the homepageno how
sitemap.xmlyes
AI bot rules in robots.txtno how
Content Signals in robots.txtno how
Markdown on Accept: text/markdownno how
llms.txtno how
API catalog (RFC 9727)no how
MCP server cardno how
A2A agent cardno how
Agent Skills indexno how
OAuth or OIDC discoveryno how
OAuth protected resource metadatano how
auth.mdno how
Web Bot Auth key directoryno how
ARD capability manifestno how
DNS-AID recordsno how
WebMCP tools on the pageno how
JSON-LD for the businessyes
Assistants

What assistants answer

Each assistant is asked three questions about this business: the official website, where to book, where to order. The cell says where the answer sent people.

Not asked yet. Assistants are asked about the top-ranked businesses in each city index, and about every claimed business the moment it is claimed; claim this page to be included.

Badge

Show the score

Owners who score well embed the badge; it links back here and updates with every scan.

Agent-Direct Score B

<a href="https://directindex.org/r/kochinyc.com"><img src="https://directindex.org/badge/kochinyc.com.svg" alt="Agent-Direct Score B" width="236" height="40"></a>
Owners

Own this business?

Fixed something, or think a check is wrong? Rescans are free. Claiming takes one email to confirm; after that the three assistants are asked about the business right away, the site is rescanned weekly, and you get a message only when the score changes.

Rescan now Markdown

Deep report Ten questions the way people ask, each assistant's full answer, the eight nearest similar places, the fix plan and a PDF: 19 EUR, one-off.

Send the fixes to your web person
One email, the fixes and the link; nothing stored.