The Direct Index
Report · Boston cafes and bars · scanned 2026-10-23

The Bittersweet Shoppe on Newbury

bittersweetnewbury.com is mostly ready for agents.

Listed by Overture Maps.

OrderMenuCallWebsite

Ways to reach The Bittersweet Shoppe on Newbury directly, with no marketplace in between. Checked 2026-10-23. Through square acting for the business. Report a mistake

257 Newbury St, 02116, Boston · +18572770151

Its menu mentions: vegetarian dishes

Nearby, also direct

Places near The Bittersweet Shoppe on Newbury that take a booking or an order on their own website, with no marketplace in between.

Owners

The website's grade

An AI assistant can open The Bittersweet Shoppe on Newbury's website. It can read what The Bittersweet Shoppe on Newbury offers. It finds a way to book or order directly, through Square.

83.1%

54 of 65 points available

1/5

agent-readiness level, Basic Web Presence

3

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 Boston cafes and bars and named 53 places. The Bittersweet Shoppe on Newbury wasn't one of them. See who was named →

Where it stands

How The Bittersweet Shoppe on Newbury compares

Where it stands

68 of 470 in Boston cafes and bars

Top 14% of the sites scanned in this index. Just above: Grace By Nia B, Pink Carrot B. Just below: Blackbird Doughnuts Brighton B, Five Horses Tavern - South End B.

What the top 10% of the index doesTop 10%This site
Take bookings or orders on their own domain96%yes
Publish the menu or price list as HTML96%yes
Let AI crawlers in (no block at the server or in robots.txt)98%yes
Structured data with address, phone and hours46%no
Have an llms.txt27%no

The top 10% are the 48 highest-scoring reachable sites in the index at the last update.

Compared with its peers

Average scoreA or BThis site
Sites built with BentoBox 1,285 sites84%94%83.1%
Sites using Square 2,733 sites65%43%83.1%

Nearest places in the index

PlaceDistanceGradeDirect booking or ordering
CGK On Newbury34 mCyes
Wired Puppy38 mFno
Café Susu by Suitsupply70 mByes
Bar Pallino70 mByes
Jenwey Tea Company95 mCno
Hecate126 mDno
Lir156 mDno
Bloome Fruit Tea162 mAyes
Dani's Queer Bar163 mCno
McGreevy's168 mFno
Businesses like yours

Businesses like The Bittersweet Shoppe on Newbury in Boston cafes and bars

GroupSitesAvg scoreA or BThis site
Businesses of the same kind in Boston cafes and bars47051%32%83.1%
Sites built with BentoBox in Boston cafes and bars3380%88%83.1%
Sites using Square in Boston cafes and bars1769%47%83.1%
Sites built with BentoBox and using Square in Boston cafes and bars183%100%83.1%

The best of the sites using Square in Boston cafes and bars

Tavern of Tales A 90% · The Juicery A 86.2% · Beantowne Coffee House B 82% · Green Haus Cafe B 80% · The Koji Club B 77.5%

After the top fixes

With the two fixes above (No working HTTPS; Structured data is incomplete), the score would be about 92.3%. That would be 19th of 470 in Boston cafes and bars, up from 68th.

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 working HTTPS +3 points

    The page is only served over plain http. Browsers and agents rank it lower or refuse it.

  2. Structured data is incomplete +3 points

    Missing: opening hours. How to fix it

  3. 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 Boston cafes and bars. List your agency or yourself. It's free, and every listing is reviewed by hand.

Already right

  • robots.txt lets AI crawlers in No rule blocks the main AI user agents.
  • AI crawlers get the page GPTBot, ClaudeBot and PerplexityBot all got a normal response.
  • Structured data found (FoodEstablishment) address, phone
  • Menu or price list is an HTML page Agents can read the items and prices.
  • Ordering through square on your own domain There's no marketplace commission, and the customer stays yours.

Builder: bentobox · contact page /about-us/: nothing new; menu page /menus/: menu schema, ordering via bentobox

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 bentobox.

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": "FoodEstablishment",
  "name": "The Bittersweet Shoppe on Newbury",
  "url": "http://www.bittersweetnewbury.com/",
  "telephone": "+18572770151",
  "address": "257 Newbury St, 02116, Boston",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 42.34955488,
    "longitude": -71.08309951
  },
  "potentialAction": [
    {
      "@type": "OrderAction",
      "target": {
        "@type": "EntryPoint",
        "urlTemplate": "https://bitter-sweet-shoppe.square.site/",
        "actionPlatform": [
          "http://schema.org/DesktopWebPlatform",
          "http://schema.org/MobileWebPlatform"
        ]
      }
    }
  ]
}
</script>

llms.txt

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

# The Bittersweet Shoppe on Newbury

> food establishment in 257 Newbury St, 02116, Boston, Boston cafes and bars. Phone +18572770151.

## Book or order directly

- Order: https://bitter-sweet-shoppe.square.site/ (through square acting for the business)
- Menu: http://www.bittersweetnewbury.com/menus/

## About

- Website: http://www.bittersweetnewbury.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 B

<a href="https://directindex.org/r/bittersweetnewbury.com"><img src="https://directindex.org/badge/bittersweetnewbury.com.svg" alt="Agent-Direct Score B" 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 The Bittersweet Shoppe on Newbury

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/bittersweetnewbury.com, through the MCP tool direct_record and in the city feed /city/boston-cafes-bars/direct.json.

PathLinkStatus
Booknone on record
Orderbitter-sweet-shoppe.square.site/ vendor on own site: Squarefound by the scan of 2026-10-23, not yet tested
Menuwww.bittersweetnewbury.com/menus/ html_pagefrom the scan
Hoursnone on record
Phone+18572770151

Stable links that count: /go/bittersweetnewbury.com/order, /go/bittersweetnewbury.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
yes
Vendor terms for agents
Square, read 2026-10-15
Yes

Square takes orders placed in ChatGPT and Claude for US food sellers since 1 July 2026 with no seller setup; its Buyer Account Terms still bar robots and scrapers from accessing Block systems. Source. About Square · all vendors.

Found one hop past the home page: menu page /menus/: menu schema, ordering via bentobox.

Agent readiness

Level 1 of 5, Basic Web Presence

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.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