The Direct Index
Report · Tampa · scanned 2026-11-12

Mambos Cafe

mamboscafetampa.com is ready for agents.

Listed by Overture Maps.

OrderMenuCallWebsite

Ways to reach Mambos Cafe directly, with no marketplace in between. Checked 2026-11-12. On the business's own site. Report a mistake

Hours, from mamboscafetampa.com: Mon–Fri 06:00–15:00 · Sat 07:00–14:30 · Sun closed

4423 N Armenia Ave, Tampa 33603 · +18138731995

Its menu mentions: vegetarian dishes

Nearby, also direct

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

100%

65 of 65 points available

3/5

agent-readiness level, Agent-Readable

0

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.

The assistants were asked 22 everyday questions about Tampa and named 92 places. Mambos Cafe wasn't one of them. See who was named →

Where it stands

How Mambos Cafe compares

Where it stands

12 of 821 in Tampa

Top 1% of the sites scanned in this index. Just above: Lolis Mexican Cravings A, Louis Pappa's A. Just below: Metro Diner A, Naked Farmer A.

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 HTML99%yes
Let AI crawlers in (no block at the server or in robots.txt)93%yes
Structured data with address, phone and hours67%yes
Have an llms.txt35%yes

Compared with its peers

Average scoreA or BThis site
Sites built with Owner 1,220 sites73%38%100%

Nearest places in the index

PlaceDistanceGradeDirect booking or ordering
Piccola Italia Bistro231 mDno
China Wok chinese720 mFno
Krystal burger1.6 kmByes
Pollo Tropical chicken2.0 kmByes
L.P.C.X. Cafe colombian2.4 kmAyes
Chanko japanese2.5 kmByes
Dave's Hot Chicken chicken2.7 kmDno
Moe's Southwest Grill mexican2.8 kmAyes
Mango's Southern Kitchen + Bar caribbean, southern2.8 kmCno
Ming Garden chinese2.8 kmCyes
Businesses like yours

Businesses like Mambos Cafe in Tampa

GroupSitesAvg scoreA or BThis site
Businesses of the same kind in Tampa82158%42%100%
Sites built with Owner in Tampa390%100%100%
Findings

Nothing to fix

    Already right

    • robots.txt lets AI crawlers in No rule blocks the main AI user agents.
    • AI crawlers get the page GPTBot, ClaudeBot and PerplexityBot all got a normal response.
    • Structured data found (Restaurant) address, phone, opening hours
    • 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: owner · contact page /page/cuban-sandwich: nothing new; menu page /menu: ordering via owner, 282 prices

    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