Dr. med. Lothar Müller
arztpraxis-dr-mueller.de is largely invisible to agents.
Some AI assistants are turned away by the website of Dr. med. Lothar Müller. It finds no menu or price list, so it answers from other sites. It finds no link to book or order online.
Listed by OpenStreetMap · Overture Maps.
See what an AI agent reads on this site →
18.3 of 65 points available
agent-readiness level, Not Ready
things to fix
Provisional: the action test and the assistant citation check still to come; the hatched part of the bar is not measured yet.
Since the scan of 2026-10-14: no change in the findings.
What assistants answer
Each assistant is asked three questions about this business: the official website, where to book, where to order. The cell says where the answer sent people.
Not asked yet. Assistants are asked about the top-ranked businesses in each city index, and about every claimed business the moment it is claimed; claim this page to be included.
How Dr. med. Lothar Müller compares
1,519 of 1,798 in Berlin dentists, clinics and vets
Top 84% of the sites scanned in this index. Just above: Dr. Joachim Schaal - Ines Neuschulz F, Dr. Petra Söllner/Praxis Söllner F. Just below: Fahrpraxis Feske F, Gastroenterologie Friedenau F.
| What the top tenth of the index does | Top 10% | This site |
|---|---|---|
| Take bookings or orders on their own domain | 97% | no |
| Publish the menu or price list as HTML | 8% | no |
| Let AI crawlers in (no edge block, no robots.txt block) | 84% | no |
| Structured data with address, phone and hours | 15% | no |
| Have an llms.txt | 13% | no |
The top tenth is the 180 best-scoring reachable sites of the index at the last refresh.
Nearest places in the index
| Place | Distance | Grade | Direct booking or ordering |
|---|---|---|---|
| Dr. Anna Kokocinski | 45 m | F | no |
| Chirurgische Praxis Hofmann & Wierth | 124 m | C | yes |
| Tiertherapie Berlin | 168 m | F | no |
| Praxisteam Friedrichshain | 285 m | D | no |
| Dr. med. Birgit Klee | 378 m | D | yes |
| Zahnarztpraxis Bodenheimer Frömming | 446 m | F | no |
| Zahnärzte in Friedrichshain | 447 m | C | yes |
| MVZ Allgeneinmedizin im Friedrichshain | 509 m | B | yes |
| Tierarztpraxis Friedrichshain | 519 m | F | no |
| DTZ Berlin - Ärztehaus Kadiner Straße | 529 m | C | yes |
Businesses like Dr. med. Lothar Müller in Berlin dentists, clinics and vets
| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Berlin dentists, clinics and vets | 1,798 | 44% | 7% | 28.2% |
The best of the businesses of the same kind in Berlin dentists, clinics and vets
Dr. med. Andreas Kromer A 86.2% · Aequilibrium B 84.6% · Dental 21 B 84.6% · Dipl.-Stom. Sabine Mansfeld B 84.6% · Dr. Kurt Helmich;Dr. Dieter Oelke B 84.6%
The climb
With the three fixes above (No structured data for the business; No online booking link on the website; No list of services and prices found) the score would be about 85.1%: 2nd of 1,798 in Berlin dentists, clinics and vets, up from 1519th.
Peers are the businesses of the same index with a reachable site, latest scan of each; the rank uses the index's current ranking.
What to fix first
- No structured data for the business +15 points
Add schema.org JSON-LD for the business (Dentist, MedicalClinic, Physiotherapy or the closest type, with name, address, telephone and openingHoursSpecification). It is the one block every assistant reads first; the fix kit below has it filled in. How to fix it
- No online booking link on the website +15 points
Agents find no link to follow on the site. If you take bookings or orders through a platform, link to it from the site so an agent can find it. Add an online appointment page on your own domain. How to fix it
- No list of services and prices found +7 points
Agents answer 'what do they treat and what does it cost' from directories instead. Add a page with services and prices as text and link it from the homepage. How to fix it
- The server turns AI crawlers away at the door +6.7 points
Live fetches as GPTBot (http_429), ClaudeBot (http_429) were refused while a normal browser got the page. This is usually a hosting or firewall bot list the owner never chose. Ask the host to allow these user agents. How to fix it
- No llms.txt no points, still worth doing
Optional today, cheap to add: a short text file describing 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 Berlin dentists, clinics and vets. List your agency or yourself: free, reviewed by hand.
Already right
- robots.txt lets AI crawlers in There is no robots.txt, which allows everything.
Builder: unknown · Front: cloudflare · Cloudflare in front; AI crawlers blocked at the edge
What to paste
Filled from the business's own record and this scan. Check every line before it goes live; where it goes on your builder is in the guides.
Show the code to paste
Structured data (JSON-LD)
One block in the page's head, or in the builder's custom-code slot. Replace anything that is wrong. Guide.
<script type="application/ld+json">
{
"@context": "https://schema.org",
"@type": "Physician",
"name": "Dr. med. Lothar Müller",
"url": "https://www.arztpraxis-dr-mueller.de/",
"telephone": "+49 30 4263094",
"address": {
"@type": "PostalAddress",
"streetAddress": "Thaerstraße 46",
"postalCode": "10249",
"addressLocality": "Berlin"
},
"geo": {
"@type": "GeoCoordinates",
"latitude": 52.5196684,
"longitude": 13.453657
},
"openingHours": "Mo 08:00-12:00; Tu 14:00-19:00; We 08:00-10:00; Th 08:00-12:00,16:00-18:00; Fr 08:00-12:00",
"openingHoursSpecification": [
{
"@type": "OpeningHoursSpecification",
"dayOfWeek": [
"Monday"
],
"opens": "08:00",
"closes": "12:00"
},
{
"@type": "OpeningHoursSpecification",
"dayOfWeek": [
"Tuesday"
],
"opens": "14:00",
"closes": "19:00"
},
{
"@type": "OpeningHoursSpecification",
"dayOfWeek": [
"Wednesday"
],
"opens": "08:00",
"closes": "10:00"
},
{
"@type": "OpeningHoursSpecification",
"dayOfWeek": [
"Thursday"
],
"opens": "08:00",
"closes": "12:00"
},
{
"@type": "OpeningHoursSpecification",
"dayOfWeek": [
"Thursday"
],
"opens": "16:00",
"closes": "18:00"
},
{
"@type": "OpeningHoursSpecification",
"dayOfWeek": [
"Friday"
],
"opens": "08:00",
"closes": "12:00"
}
]
}
</script>
llms.txt
Save as /llms.txt at the root of the site. Guide.
# Dr. med. Lothar Müller > physician in Thaerstraße 46 10249 Berlin, Berlin dentists, clinics and vets. Phone +49 30 4263094. ## Opening hours Mo 08:00-12:00; Tu 14:00-19:00; We 08:00-10:00; Th 08:00-12:00,16:00-18:00; Fr 08:00-12:00 ## About - Website: https://www.arztpraxis-dr-mueller.de/ - This file follows llms.txt (https://llmstxt.org): a short plain-text description for language models.
Own this business?
Fixed something, or think a check is wrong? Rescans are free. Claiming takes one email to confirm; after that the three assistants are asked about the business right away, the site is rescanned weekly, and you get a message only when the score changes.
Rescan now · Markdown · Dispute a check
Keep watching this business: the assistants asked again every month, with what changed; 2 EUR a month or 19 EUR a year. Deep report: ten questions to each assistant and the places nearby; 5 EUR once. Reading and scanning stay free; these few euros pay for the questions sent to the assistants and for the servers.
Show the score
Owners who score well embed the badge; it links back here and updates with every scan.
<a href="https://directindex.org/r/arztpraxis-dr-mueller.de"><img src="https://directindex.org/badge/arztpraxis-dr-mueller.de.svg" alt="Agent-Direct Score F" width="236" height="40"></a>
What agents get, and what the site publishes
The direct record an agent is served for this business, the rails it could transact through, and the agent standards the site publishes.
Show the details
What agents get for Dr. med. Lothar Müller
No direct path on record: the scan of 2026-10-14 found no booking or ordering link on arztpraxis-dr-mueller.de or on a vendor's site. The same record is served as JSON at /api/direct/arztpraxis-dr-mueller.de, through the MCP tool direct_record and in the city feed /city/berlin-clinics/direct.json.
| Path | Link | Status |
|---|---|---|
| Book | none on record | |
| Order | none on record | |
| Menu | none on record | |
| Hours | Mo 08:00-12:00; Tu 14:00-19:00; We 08:00-10:00; Th 08:00-12:00,16:00-18:00; Fr 08:00-12:00 (closed now) | from OpenStreetMap |
| Phone | +49 30 4263094 |
Owners: claim the business below to correct this record; the claim email carries the link.
Can an agent transact?
Measured, not scored: the Agent-Direct Score stays at specification v1.0. This says which rails an agent could transact through today, and what the booking or ordering vendor's terms allow.
| UCP profile /.well-known/ucp, Google and Shopify's Universal Commerce Protocol | not measured |
| ACP discovery document /.well-known/acp.json, OpenAI and Stripe's Agentic Commerce Protocol | not measured |
| MCP server card /.well-known/mcp/server-card.json | no |
| Ordering vendor that takes agent orders Square, Toast, or a vendor whose terms allow agents | not measured |
Not measured at this scan; the next scan measures it.
The next scan also reads the contact, menu and booking pages one hop deeper; facts found there can change the score.
Level 0 of 5, Not Ready
The standards an agent looks for before it reads a page, on the same criteria as Cloudflare's Agent Readiness scan. Not part of the score; each missing item links to a how-to. Cloudflare's report.
| Link headers on the homepage | no how |
| sitemap.xml | no how |
| AI bot rules in robots.txt | no how |
| Content Signals in robots.txt | no how |
| Markdown on Accept: text/markdown | no how |
| llms.txt | no how |
| API catalog (RFC 9727) | no how |
| MCP server card | no how |
| A2A agent card | no how |
| Agent Skills index | no how |
| OAuth or OIDC discovery | no how |
| OAuth protected resource metadata | no how |
| auth.md | no how |
| Web Bot Auth key directory | no how |
| ARD capability manifest | no how |
| DNS-AID records | no how |
| WebMCP tools on the page | no how |
| JSON-LD for the business | no |