The Direct Index
Report · Chicago · scanned 2026-10-23

Mahanakhon Thai & Noodle Bar

mahanakhonnoodlebar.com is largely invisible to agents.

Listed by Overture Maps.

CallWebsite

Ways to reach Mahanakhon Thai & Noodle Bar directly, with no marketplace in between. Checked 2026-10-23. Report a mistake

2907 N Lincoln Ave, 60657, Chicago · +17739753333

Nearby, also direct

Places near Mahanakhon Thai & Noodle Bar that take a booking or an order on their own website, with no marketplace in between.

Owners

The website's grade

Some AI assistants are turned away by Mahanakhon Thai & Noodle Bar's website. What Mahanakhon Thai & Noodle Bar offers is on another site. To book or order, it is sent to OpenTable, a marketplace.

36.3%

23.6 of 65 points available

0/5

agent-readiness level, Not Ready

7

things to fix

Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.

See what an AI agent reads on this site →

Assistants

What assistants answer

Each assistant gets three questions about this business: the official website, where to book and where to order. Each cell shows where the answer sent people.

The assistants haven't been asked about this business yet. They're asked about the top-ranked businesses in each city index, and about any business as soon as it's claimed. Claim this page to be included.

The assistants were asked 12 everyday questions about Chicago and named 55 places. Mahanakhon Thai & Noodle Bar wasn't one of them. See who was named →

Where it stands

How Mahanakhon Thai & Noodle Bar compares

Where it stands

2,573 of 3,717 in Chicago

Top 69% of the sites scanned in this index. Just above: Chicago Schnitzel King F, Fiesta Tamaleria el Barrio F. Just below: Penny's Noodle Shop F, R Haan Thai F.

What the top 10% of the index doesTop 10%This site
Take bookings or orders on their own domain100%no
Publish the menu or price list as HTML94%no
Let AI crawlers in (no block at the server or in robots.txt)94%no
Structured data with address, phone and hours58%no
Have an llms.txt30%no

The top 10% are the 375 highest-scoring reachable sites in the index at the last update.

Compared with its peers

Average scoreA or BThis site
Sites using OpenTable 6,152 sites69%51%36.3%

Nearest places with a similar menu

PlaceDistanceGradeDirect booking or ordering
Tanuki sushi, japanese, thai630 mAyes
Andy's Thai Kitchen thai698 mCyes
Thai Thank You thai980 mDno
Kinnaree Thai Kitchen thai1.1 kmDyes
Pho's Thai Cuisine thai1.2 kmCyes
Vegan Plate thai1.2 kmCyes
Paula's Thai Kitchen thai1.4 kmByes
Pho & I thai1.4 kmFno
Shine and Rise asian, sushi, thai1.8 kmAyes
Nine thai2.1 kmFno
Businesses like yours

Businesses like Mahanakhon Thai & Noodle Bar in Chicago

GroupSitesAvg scoreA or BThis site
Businesses of the same kind in Chicago3,71752%35%36.3%
Sites using OpenTable in Chicago20573%60%36.3%

The best of the sites using OpenTable in Chicago

Andie's A 100% · Grill on 21 A 100% · Matilda Restaurant A 100% · Hawksmoor Chicago A 98.8% · Expat A 96.9%

After the top fixes

With the three fixes above (No structured data for the business; Booking only through opentable; Ordering through an unrecognised third party), the score would be about 85.5%. That would be 528th of 3,717 in Chicago, up from 2573rd.

Peers are the businesses in the same index that have a reachable site, using the latest scan of each. The rank comes from the index's current ranking.

Findings

What to fix first

  1. No structured data for the business +14 points

    Add schema.org JSON-LD for the business (Restaurant, LocalBusiness or the closest type, with name, address, telephone and openingHoursSpecification, plus servesCuisine and acceptsReservations). Every assistant reads this block first, and the fix kit below has it filled in. How to fix it

  2. Booking only through opentable +9 points

    Every transaction an agent makes goes through the marketplace, which takes its commission. Add a direct way on your own site. Even a simple form will do. How to fix it About this vendor

  3. Ordering through an unrecognised third party +9 points

    Check that the provider keeps your business as the seller of record. How to fix it

  4. The server turns AI crawlers away at the door +6.7 points

    Requests as GPTBot (http_403), ClaudeBot (http_403) were refused, but a normal browser got the page. That's usually a bot list at the host or in a firewall that the owner never chose. Ask the host to allow these user agents. How to fix it

  5. Menu or price list is on another site +5 points

    The link goes to smiledining.com, so that site gets the credit and the visits. How to fix it

  6. robots.txt blocks GPTBot, ClaudeBot, Google-Extended +3.7 points

    These are the crawlers behind ChatGPT, Claude, Perplexity and Google's AI features. Remove the Disallow lines for them, or add explicit Allow rules. How to fix it

  7. No llms.txt no points, but worth doing

    Optional for now and cheap to add. It's a short text file that describes the business for language models. How to fix it

Send the fixes to your web person

One email with the fixes and the link. Nothing is stored.

No one is listed yet to fix this in Chicago. List your agency or yourself. It's free, and every listing is reviewed by hand.

Builder: unknown

Fix kit

What to paste

Filled in from the business's own record and this scan. Check every line before it goes live. The guides show where it goes on your builder.

Show the code to paste

Structured data (JSON-LD)

Paste it as one block in the page's head, or in the builder's custom code box. Change anything that's wrong. Guide.

<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "LocalBusiness",
  "name": "Mahanakhon Thai & Noodle Bar",
  "url": "http://www.mahanakhonnoodlebar.com/",
  "telephone": "+17739753333",
  "address": "2907 N Lincoln Ave, 60657, Chicago",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 41.93471738,
    "longitude": -87.66135067
  }
}
</script>

robots.txt

Add these lines to /robots.txt and delete any Disallow rule that names these crawlers. Guide.

# Let AI assistants read the site: they send people to you; a marketplace keeps them.
# Remove any Disallow lines for these names elsewhere in this file.
User-agent: GPTBot
Allow: /

User-agent: ClaudeBot
Allow: /

User-agent: PerplexityBot
Allow: /

User-agent: Google-Extended
Allow: /

User-agent: OAI-SearchBot
Allow: /

User-agent: ChatGPT-User
Allow: /

User-agent: Claude-User
Allow: /

User-agent: Perplexity-User
Allow: /

llms.txt

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

# Mahanakhon Thai & Noodle Bar

> local business (thai) in 2907 N Lincoln Ave, 60657, Chicago, Chicago. Phone +17739753333.

## Book or order directly

- Menu: http://mahanakhonnoodlebaril.smiledining.com/

## About

- Website: http://www.mahanakhonnoodlebar.com/
- This file follows llms.txt (https://llmstxt.org): a short plain-text description for language models.
Owners

Own this business?

If you fixed something or think a check is wrong, rescan. Rescans are free. Claiming takes one email to confirm. After that, the three assistants are asked about the business right away and the site is rescanned every week. You get a message only when the score changes.

· Markdown · Dispute a check

Keep watching this business: the assistants are asked again every month, and you see what changed. 2 EUR a month or 19 EUR a year. Deep report: ten questions to each assistant, plus the places nearby. 5 EUR, paid once. Reading and scanning stay free. These few euros pay for the questions sent to the assistants and for the servers.

Show the score

Owners who score well put the badge on their site. It links back here and updates with every scan.

Agent-Direct Score F

<a href="https://directindex.org/r/mahanakhonnoodlebar.com"><img src="https://directindex.org/badge/mahanakhonnoodlebar.com.svg" alt="Agent-Direct Score F" width="236" height="40"></a>
For developers and agents

What agents get, and what the site publishes

The direct record agents get for this business, the rails an agent could transact through, and the agent standards the site publishes.

Show the details
The direct record

What agents get for Mahanakhon Thai & Noodle Bar

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/mahanakhonnoodlebar.com, through the MCP tool direct_record and in the city feed /city/chicago/direct.json.

PathLinkStatus
Booknone on record
Ordernone on record
Menumahanakhonnoodlebaril.smiledining.com/ externalfrom the scan
Hoursnone on record
Phone+17739753333

Stable links that count: /go/mahanakhonnoodlebar.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
no
ACP discovery document
/.well-known/acp.json, OpenAI and Stripe's Agentic Commerce Protocol
no
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
no
Agent readiness

Level 0 of 5, Not Ready

These are the standards an agent looks for before it reads a page, checked the same way as Cloudflare's Agent Readiness scan. They don't count toward the score. Each missing item links to a how-to. Cloudflare's report.

Link headers on the homepageno how
sitemap.xmlno how
AI bot rules in robots.txtyes
Content Signals in robots.txtyes
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 businessno