The Direct Index
Report · Tampa cafes and bars · scanned 2026-11-12

Mandarin Heights

cltampa.com is largely invisible to agents.

Listed by OpenStreetMap · Overture Maps.

Website

Ways to reach Mandarin Heights directly, with no marketplace in between. Checked 2026-11-12. Report a mistake

Nearby, also direct

Places near Mandarin Heights 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 Mandarin Heights's website. It can't find a menu or price list, so it answers from other sites. It can't find a link to book or order online.

35.4%

23 of 65 points available

0/5

agent-readiness level, Not Ready

5

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.

Where it stands

How Mandarin Heights compares

Where it stands

242 of 320 in Tampa cafes and bars

Top 76% of the sites scanned in this index. Just above: La La's Sangria Bar F, M&R Café Southern Cuisine F. Just below: Moxies Cafe and Caterer F, North 30th Sports Pub & Grille F.

What the top 10% of the index doesTop 10%This site
Take bookings or orders on their own domain100%no
Publish the menu or price list as HTML100%no
Let AI crawlers in (no block at the server or in robots.txt)94%yes
Structured data with address, phone and hours33%no
Have an llms.txt48%no

Nearest places in the index

PlaceDistanceGradeDirect booking or ordering
The Salty83 mByes
Bula Kavananda Kava Bar & Coffee House100 mDno
Social House444 mFno
Ology Brewing469 mFno
Grassroots Kava House coffee_shop659 mFno
Velvet Gyspsy711 mFno
Spaddy's Coffee Seminole Heights coffee_shop754 mFno
Common Dialect Beerworks980 mCno
Independent Bar & Cafe american997 mByes
Before and After Sound Lab and Co-create Space1.1 kmDno
Businesses like yours

Businesses like Mandarin Heights in Tampa cafes and bars

GroupSitesAvg scoreA or BThis site
Businesses of the same kind in Tampa cafes and bars32053%32%35.4%

After the top fixes

With the three fixes above (No structured data for the business; No booking or ordering link on the website; No menu or price list found), the score would be about 92.3%. That would be 6th of 320 in Tampa cafes and bars, up from 242nd.

Findings

What to fix first

  1. 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

  2. No booking or ordering link on the website +15 points

    There's no link on the site for an agent to follow. If you take bookings or orders through a platform, link to it from the site so agents can find it. Add a booking or ordering page on your own domain. How to fix it

  3. 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

  4. Almost no text without JavaScript +2 points

    Crawlers that don't run scripts see an empty page. Put the menu, hours and address in plain HTML. How to fix it

  5. 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 Tampa 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 There's no robots.txt, which means everything is allowed.
  • AI crawlers get the page GPTBot, ClaudeBot and PerplexityBot all got a normal response.

Builder: unknown · almost no text without JavaScript · 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