The Direct Index
Report · boston cafes bars · scanned 2026-10-14

Bon!

bonspecialtycoffee.com is hard for agents to use.

D
49.2%

32 of 65 points available

0/5

agent-readiness level, Not Ready

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. No structured data for the business

    Add schema.org JSON-LD for the business (Restaurant, LocalBusiness or the closest type) with name, address, telephone and openingHoursSpecification, plus servesCuisine and acceptsReservations for a restaurant. It is the one block every assistant reads first. How to fix it

  2. No booking or ordering path at all

    Agents have nothing to act on. Add a booking or ordering page on your own domain. How to fix it

  3. No llms.txt

    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 cafes and bars. List your agency or yourself: free, reviewed by hand.

Already right

Builder: unknown · Front: cloudflare

Where it stands

168 of 271 in Boston cafes and bars

Top 62% of the sites scanned in this index. Just above: Guy Fieri’s Tequila Cocina D, Berkeley Perk Cafe D. Just below: Café Bonjour D, Chicha San Chen D.

What the top tenth of the index doesTop 10%This site
Take bookings or orders on their own domain93%no
Publish the menu or price list as HTML93%yes
Let AI crawlers in (no edge block, no robots.txt block)100%yes
Structured data with address, phone and hours36%no
Have an llms.txt7%no

The top tenth is the 28 best-scoring reachable sites of the index at the last refresh.

Nearest places with a similar menu

PlaceDistanceGradeDirect booking or ordering
Ogawa Coffee coffee_shop, japanese405 mFno
Blank Street Coffee coffee_shop563 mByes
Sip Café coffee_shop, sandwich, salad, soup636 mDno
Caffé Ducali coffee_shop, espresso1.1 kmAyes
L.A. Burdick Chocolates chocolate, coffee_shop1.3 kmByes
Emmi Bakery and Cafe coffee_shop1.5 kmFno
Cuppacoffee coffee_shop, australian1.5 kmCyes
Capital One Café coffee_shop, tea1.7 kmDno
Linden Lounge coffee_shop2.0 kmDno
mister Q. Cafe coffee_shop, sandwich, soup2.2 kmFno
Agent readiness

Level 0 of 5, Not Ready

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.

Link headers on the homepageno how
sitemap.xmlno how
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 businessno
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 D

<a href="https://directindex.org/r/bonspecialtycoffee.com"><img src="https://directindex.org/badge/bonspecialtycoffee.com.svg" alt="Agent-Direct Score D" 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.

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