The Direct Index
Report · Boston · scanned 2026-10-14

Mahaniyom

mahaniyomboston.com is mostly ready for agents.

Order directly: www.mahaniyomboston.com/new-dropdown on the business's own site · Menu: www.mahaniyomboston.com/menu

See what an AI agent reads on this site →

B
84.6%

55 of 65 points available

1/5

agent-readiness level, Basic Web Presence

3

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. Booking only through opentable no points, still worth doing

    Every agent transaction goes through the marketplace and its commission. Add a direct path on your own site, even a simple form. How to fix it About this vendor

  3. 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 Boston. List your agency or yourself: free, reviewed by hand.

Already right

Builder: squarespace · 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 squarespace 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": "Mahaniyom",
  "url": "https://mahaniyomboston.com/",
  "telephone": "+1-617-487-5986",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "Washington Street 236",
    "postalCode": "02445",
    "addressLocality": "Brookline"
  },
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 42.3326339,
    "longitude": -71.1187699
  },
  "openingHours": "Mo-Sa 12:00-21:00; Su 12:00-22:30",
  "openingHoursSpecification": [
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Monday",
        "Tuesday",
        "Wednesday",
        "Thursday",
        "Friday",
        "Saturday"
      ],
      "opens": "12:00",
      "closes": "21:00"
    },
    {
      "@type": "OpeningHoursSpecification",
      "dayOfWeek": [
        "Sunday"
      ],
      "opens": "12:00",
      "closes": "22:30"
    }
  ],
  "servesCuisine": [
    "thai"
  ],
  "hasMenu": "https://www.mahaniyomboston.com/menu",
  "potentialAction": [
    {
      "@type": "OrderAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://www.mahaniyomboston.com/new-dropdown",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      }
    }
  ]
}
</script>

llms.txt

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

# Mahaniyom

> restaurant (thai) in Washington Street 236 02445 Brookline, Boston. Phone +1-617-487-5986.

## Book or order directly

- Order: https://www.mahaniyomboston.com/new-dropdown (on the business's own site)
- Menu: https://www.mahaniyomboston.com/menu

## Opening hours

Mo-Sa 12:00-21:00; Su 12:00-22:30

## About

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

156 of 834 in Boston

Top 19% of the sites scanned in this index. Just above: Lulu Green B, Madras Dosa Company B. Just below: Merai B, PopUp Bagels 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 HTML98%yes
Let AI crawlers in (no edge block, no robots.txt block)95%yes
Structured data with address, phone and hours42%no
Have an llms.txt18%no

The top tenth is the 84 best-scoring reachable sites of the index at the last refresh.

Against its peers

Average scoreA or BThis site
Sites built with Squarespace 7,098 sites65%48%84.6%
Sites using OpenTable 1,462 sites67%43%84.6%

Nearest places with a similar menu

PlaceDistanceGradeDirect booking or ordering
Merai thai112 mByes
Laughing Monk thai1.1 kmByes
Rod Dee thai1.1 kmCyes
Rod Dee thai2.0 kmAyes
Noodle Street thai2.4 kmCyes
Soup Shack vietnamese, thai2.5 kmCyes
Thai Place thai2.6 kmCyes
Bangkok Pinto thai2.8 kmCyes
Businesses like yours

Businesses like Mahaniyom in Boston

GroupSitesAvg scoreA or BThis site
Same kind in Boston83453%41%84.6%
Built with Squarespace in Boston12278%75%84.6%
Using OpenTable in Boston5177%73%84.6%
Built with Squarespace and using OpenTable in Boston1880%83%84.6%

The best of Built with Squarespace and using OpenTable in Boston

Bar Vlaha A 93.8% · Krasi A 92.3% · Steel & Rye A 92.3% · Fox & The Knife A 86.2% · Pearl&Lime A 86.2%

The climb

With the fix above (Structured data is incomplete) the score would be about 95.4%: 16th of 834 in Boston, up from 156th.

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 Mahaniyom

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/mahaniyomboston.com, through the MCP tool direct_record and in the city feed /city/boston/direct.json.

PathLinkStatus
Booknone on record
Orderwww.mahaniyomboston.com/new-dropdown own sitefound by the scan of 2026-10-14, not yet tested
Menuwww.mahaniyomboston.com/menu html_pagefrom the scan
HoursMo-Sa 12:00-21:00; Su 12:00-22:30 (closed now)from OpenStreetMap
Phone+1-617-487-5986

Stable links that count: /go/mahaniyomboston.com/order, /go/mahaniyomboston.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

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

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.txtyes
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/mahaniyomboston.com"><img src="https://directindex.org/badge/mahaniyomboston.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.