The Direct Index
Report · Baltimore · scanned 2026-11-13

Miss Shirley's Cafe

missshirleys.com is hard for agents to use.

Listed by OpenStreetMap · Overture Maps.

OrderMenuCallWebsite

Ways to reach Miss Shirley's Cafe directly, with no marketplace in between. Checked 2026-11-13. On the business's own site. Report a mistake

750 East Pratt Street, Baltimore, MD 21202 · +1 410-528-5373

Its menu mentions: vegan options, allergens, a children's menu

Nearby, also direct

Places near Miss Shirley's Cafe 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 Miss Shirley's Cafe's website. It can read what Miss Shirley's Cafe offers. It finds a way to book or order directly on the site.

52.8%

34.3 of 65 points available

2/5

agent-readiness level, Bot-Aware

4

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 →

Named by assistants

Named by Gemini for "Good breakfast near the centre tomorrow from 8. Can I book?" in Baltimore, November 2026

Each assistant was asked the way people ask, with web search on, for up to three places in Baltimore and a link to each one's own site. This business was named in one answer, by 1 of the 2 assistants asked.

QuestionNamed byAsked
Good breakfast near the centre tomorrow from 8. Can I book?Gemini with a link to this site2026-11-13

Every place named in Baltimore, question by question.

Show it

The badge shows how many of the assistants asked named this business, and the month. It updates after every round.

Named by 1 of 2 assistants, Direct Index

<a href="https://directindex.org/r/missshirleys.com"><img src="https://directindex.org/badge/named/missshirleys.com.svg" alt="Named by 1 of 2 assistants, Direct Index" width="300" height="40"></a>
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.

Recommended when people ask:
“Good breakfast near the centre tomorrow from 8. Can I book?” (Gemini, with a link to this site)

Where it stands

How Miss Shirley's Cafe compares

Where it stands

509 of 873 in Baltimore

Top 58% of the sites scanned in this index. Just above: The Market at Hamilton D, B1 BBQ BALTIMORE D. Just below: Who Know'z Restaurant and Lounge D, Corner Carry Out D.

What the top 10% of the index doesTop 10%This site
Take bookings or orders on their own domain100%yes
Publish the menu or price list as HTML90%yes
Let AI crawlers in (no block at the server or in robots.txt)92%no
Structured data with address, phone and hours65%no
Have an llms.txt34%no

Nearest places with a similar menu

PlaceDistanceGradeDirect booking or ordering
Blackwall Hitch american102 mCno
Hard Rock Cafe american223 mAyes
Ruth's Chris Steak House american, steak_house263 mByes
Houlihan's american269 mCyes
Silver Moon II american316 mCno
Crazy John's american494 mFno
The Bygone american553 mFno
Old Country Buffet american563 mFno
Kneads american, bagel, breakfast, coffee_shop, donut, pasta, pizza577 mCyes
Proper Cuisine american601 mCyes
Businesses like yours

Businesses like Miss Shirley's Cafe in Baltimore

GroupSitesAvg scoreA or BThis site
Businesses of the same kind in Baltimore87355%38%52.8%

After the top fixes

With the three fixes above (No structured data for the business; The server turns AI crawlers away at the door; robots.txt blocks GPTBot, ClaudeBot, Google-Extended), the score would be about 95.4%. That would be 29th of 873 in Baltimore, up from 509th.

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. The server turns AI crawlers away at the door +10 points

    Requests as GPTBot (http_403), ClaudeBot (http_403), PerplexityBot (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

  3. 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

  4. 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 Baltimore. List your agency or yourself. It's free, and every listing is reviewed by hand.

Already right

  • Menu or price list is an HTML page Agents can read the items and prices.
  • Ordering on your own site Agents can order without going through a marketplace.

Builder: unknown · contact page /about/mission-and-history: nothing new; menu page /menu/full-menu: nothing new; booking page /large-orders: ordering via ezcater · What to paste

Owners

Own this business?

Claiming is free and takes one email to confirm. Then you can correct what assistants are told, and 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

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