Koco's Pub
kocospub.com is partly visible to agents.
Listed by Overture Maps.
Ways to reach Koco's Pub directly, with no marketplace in between. Checked 2026-11-13. Through toast acting for the business. Report a mistake
4301 Harford Rd, Baltimore 21214 · +14104263519
Its menu mentions: vegetarian dishes, a children's menu
Places near Koco's Pub that take a booking or an order on their own website, with no marketplace in between.
- Taste This1 km
- Bertha's Soul Food Bar And Grill1.4 km
- Georgia Peach1.5 km
- Roma Little Italy1.6 km
The website's grade
Some AI assistants are turned away by Koco's Pub's website. It can read what Koco's Pub offers. It finds a way to book or order directly, through Toast.
54.7 of 80 points available
agent-readiness level, Basic Web Presence
things to fix
Action test, 2026-11-13: completed, an agent can get as far as the step before confirming. A Toast booking or ordering page renders and can be used without a login.
Provisional, with the assistant citation check still to come. The hatched part of the bar isn't measured yet.
Named by ChatGPT for "A traditional local restaurant that tourists don't know. Book me a table for Saturday" and "Dinner with two kids tonight, somewhere relaxed. Book a table for four" 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 2 answers, by 1 of the 2 assistants asked.
| Question | Named by | Asked |
|---|---|---|
| A traditional local restaurant that tourists don't know. Book me a table for Saturday. | ChatGPT with a link to this site | 2026-11-13 |
| Dinner with two kids tonight, somewhere relaxed. Book a table for four. | ChatGPT with a link to this site | 2026-11-13 |
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.
<a href="https://directindex.org/r/kocospub.com"><img src="https://directindex.org/badge/named/kocospub.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:
“A traditional local restaurant that tourists don't know. Book me a table for Saturday.” (ChatGPT, with a link to this site)
“Dinner with two kids tonight, somewhere relaxed. Book a table for four.” (ChatGPT, with a link to this site)
How Koco's Pub compares
348 of 873 in Baltimore
Top 40% of the sites scanned in this index. Just above: Pizza Hut Express C, Skyline Cafe C. Just below: Sonic C, Cajou Creamery C.
| 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 | 90% | yes |
| Let AI crawlers in (no block at the server or in robots.txt) | 92% | no |
| Structured data with address, phone and hours | 65% | no |
| Have an llms.txt | 34% | no |
Compared with its peers
| Average score | A or B | This site | |
|---|---|---|---|
| Sites built with WordPress 259,325 sites | 55% | 24% | 68.4% |
| Sites using Toast 7,521 sites | 73% | 62% | 68.4% |
Nearest places in the index
| Place | Distance | Grade | Direct booking or ordering |
|---|---|---|---|
| Alabama BBQ Company barbecue | 49 m | F | no |
| Maggie's Farm comfort_food | 127 m | C | no |
| The Den bar_and_grill | 419 m | D | no |
| Kuramo Restaurant | 1.0 km | F | no |
| Taste This | 1.0 km | B | yes |
| Helen Roberts Dining Hall | 1.2 km | D | no |
| Bertha's Soul Food Bar And Grill | 1.4 km | A | yes |
| Sunny's Subs | 1.5 km | F | no |
| Georgia Peach | 1.5 km | A | yes |
| Roma Little Italy | 1.6 km | B | yes |
Businesses like Koco's Pub in Baltimore
| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Baltimore | 873 | 55% | 38% | 68.4% |
| Sites built with WordPress in Baltimore | 175 | 63% | 36% | 68.4% |
| Sites using Toast in Baltimore | 153 | 72% | 59% | 68.4% |
| Sites built with WordPress and using Toast in Baltimore | 47 | 69% | 45% | 68.4% |
After the top fixes
With the two fixes above (No structured data for the business; The server turns AI crawlers away at the door), the score would be about 90%. That would be 59th of 873 in Baltimore, up from 348th.
What to fix first
- 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
- The server turns AI crawlers away at the door +3.3 points
Requests as GPTBot (http_429) 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. 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.
- Menu or price list is an HTML page Agents can read the items and prices.
- Ordering through toast on your own domain There's no marketplace commission, and the customer stays yours.
- Toast works with agents through its partners Toast's guest terms could not be read on 2026-10-15 (bot challenge); since August 2026 Google's Ask Maps completes orders at Toast restaurants through Toast Local under the UCP for Food standard. Terms read on 2026-10-15: https://www.digitaltransactions.net/square-toast-jump-into-ai-boosted-google-maps/. An assistant that isn't a partner may not be able to finish there. A direct path on your own domain works for all of them.
Builder: wordpress · contact page /about/: nothing new; menu page /menu/: 52 prices · 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