Café Dear Leon
cafedearleon.com is hard for agents to use.
Listed by Overture Maps.
Ways to reach Café Dear Leon directly, with no marketplace in between. Checked 2026-11-13. Through square acting for the business. Report a mistake
2929 O'Donnell St, Baltimore 21224 · +16673359160
Places near Café Dear Leon that take a booking or an order on their own website, with no marketplace in between.
- Cup Love50 m · frozen yogurt
- Southern Provisions70 m · american
- Canton Square100 m
- The Worthington100 m
- Speakeasy Saloon Dining House120 m
The website's grade
Some AI assistants are turned away by Café Dear Leon's website. It can't find a menu or price list, so it answers from other sites. It finds a way to book or order directly, through Square.
31.7 of 65 points available
agent-readiness level, Basic Web Presence
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.
Named by ChatGPT for "The best specialty coffee in town, open right now" in Baltimore cafes and bars, November 2026
Each assistant was asked the way people ask, with web search on, for up to three places in Baltimore cafes and bars and a link to each one's own site. This business was named in one answer, by 1 of the 2 assistants asked.
| Question | Named by | Asked |
|---|---|---|
| The best specialty coffee in town, open right now. | ChatGPT with a link to this site | 2026-11-13 |
Every place named in Baltimore cafes and bars, 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.
<a href="https://directindex.org/r/cafedearleon.com"><img src="https://directindex.org/badge/named/cafedearleon.com.svg" alt="Named by 1 of 2 assistants, Direct Index" width="300" height="40"></a>
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:
“The best specialty coffee in town, open right now.” (ChatGPT, with a link to this site)
How Café Dear Leon compares
166 of 292 in Baltimore cafes and bars
Top 57% of the sites scanned in this index. Just above: Peter's D, The Hub Sports Bar and Grill D. Just below: Koba Café D, Gameday Firehouse D.
| What the top 10% of the index does | Top 10% | This site |
|---|---|---|
| Take bookings or orders on their own domain | 100% | yes |
| Publish the menu or price list as HTML | 93% | no |
| Let AI crawlers in (no block at the server or in robots.txt) | 97% | no |
| Structured data with address, phone and hours | 23% | no |
| Have an llms.txt | 17% | no |
Compared with its peers
| Average score | A or B | This site | |
|---|---|---|---|
| Sites built with WordPress 259,325 sites | 55% | 24% | 48.8% |
| Sites using Square 5,920 sites | 65% | 42% | 48.8% |
Nearest places in the index
| Place | Distance | Grade | Direct booking or ordering |
|---|---|---|---|
| Cup Love frozen_yogurt, cupcake | 54 m | D | yes |
| Claddagh Pub irish | 65 m | C | no |
| Southern Provisions american | 70 m | B | yes |
| Looney's Pub | 95 m | F | no |
| Canton Square | 97 m | B | yes |
| The Worthington | 103 m | D | yes |
| Speakeasy Saloon Dining House | 115 m | B | yes |
| Portside | 143 m | A | yes |
| Mahaffey's Pub | 343 m | F | no |
| The Canton Local | 369 m | F | no |
Businesses like Café Dear Leon in Baltimore cafes and bars
| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Baltimore cafes and bars | 292 | 50% | 25% | 48.8% |
| Sites built with WordPress in Baltimore cafes and bars | 63 | 54% | 24% | 48.8% |
| Sites using Square in Baltimore cafes and bars | 13 | 57% | 23% | 48.8% |
| Sites built with WordPress and using Square in Baltimore cafes and bars | 4 | 61% | 25% | 48.8% |
After the top fixes
With the three fixes above (No structured data for the business; No menu or price list found; The server turns AI crawlers away at the door), the score would be about 87.7%. That would be 13th of 292 in Baltimore cafes and bars, up from 166th.
What to fix first
- No structured data for the business +15 points
Add schema.org JSON-LD for the business (CafeOrCoffeeShop, BarOrPub or the closest type, with name, address, telephone and openingHoursSpecification, plus servesCuisine). Every assistant reads this block first, and the fix kit below has it filled in. How to fix it
- No menu or price list found +7 points
Agents answer 'what do they offer?' from marketplaces instead. Add a page with the menu or price list and link to it from the homepage. How to fix it
- The server turns AI crawlers away at the door +3.3 points
Requests as 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
- 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
No one is listed yet to fix this in Baltimore 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.
- Ordering through square on your own domain There's no marketplace commission, and the customer stays yours.
Builder: wordpress · contact page /about-us/: nothing new · What to paste
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.
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.
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