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

Estrella

estrella.gr is hard for agents to use.

Listed by OpenStreetMap.

MenuCallWebsite

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

Hours, from OpenStreetMap: Mon–Sat 08:00–23:00 · Sun 08:00–22:30

Παύλου Μελά 48 Θεσσαλονίκη · +30 2310 272045

Languages: Greek, English

Nearby, also direct

Places near Estrella 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 Estrella's website. It can read what Estrella offers. It can't find a link to book or order online.

46.2%

30 of 65 points available

0/5

agent-readiness level, Not Ready

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 →

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 Estrella compares

Where it stands

83 of 159 in Thessaloniki cafes and bars

Top 52% of the sites scanned in this index. Just above: Κυβελεια D, Principal D. Just below: 4all Convenience Store D, BaristART D.

What the top 10% of the index doesTop 10%This site
Take bookings or orders on their own domain59%no
Publish the menu or price list as HTML65%yes
Let AI crawlers in (no block at the server or in robots.txt)88%yes
Structured data with address, phone and hours29%no
Have an llms.txt24%no

Compared with its peers

Average scoreA or BThis site
Sites built with WordPress 251,600 sites55%24%46.2%

Nearest places with a similar menu

PlaceDistanceGradeDirect booking or ordering
Moonkiz bubble_tea271 mDno
Coffee Lab coffee_shop493 mDno
The Drops coffee_shop525 mFno
Coffee Island coffee_shop553 mFno
4all Convenience Store coffee_shop593 mDno
Starbucks coffee_shop603 mDyes
The Nectar Distillery pizza633 mFno
Harry's Spot juice, tea, waffle, donut, ice_cream, sandwich676 mCno
Caffeine coffee_shop749 mCno
The pub burger, chicken, grill, hotdog, sandwich910 mDno
Businesses like yours

Businesses like Estrella in Thessaloniki cafes and bars

GroupSitesAvg scoreA or BThis site
Businesses of the same kind in Thessaloniki cafes and bars15947%9%46.2%
Sites built with WordPress in Thessaloniki cafes and bars8950%9%46.2%

After the top fixes

With the three fixes above (No structured data for the business; No booking or ordering link on the website; Almost no text without JavaScript), the score would be about 95.4%, which would be first of 159 in Thessaloniki cafes and bars.

This site appears in 2 cities (3 places on estrella.gr). All the cities it's in →

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. 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

  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 Thessaloniki 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.
  • Menu or price list is an HTML page Agents can read the items and prices.

Builder: wordpress · contact page /el/about/: nothing new; menu page /el/menu/: nothing new · 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