--- title: What an AI agent reads on Dr. med. Astrid Ludmann · The Direct Index url: https://directindex.org/r/dr-ludmann.de/agent-view?format=md --- [The Direct Index](https://directindex.org/) [Scanner](https://directindex.org/scan)[Cities](https://directindex.org/cities)[Numbers](https://directindex.org/stats)[Rankings](https://directindex.org/rankings)[Search](https://directindex.org/search)[Guides](https://directindex.org/guides)[About](https://directindex.org/about) [Report](https://directindex.org/r/dr-ludmann.de) · scanned 2026-10-20 # What an AI agent reads on Dr. med. Astrid Ludmann An assistant's crawler fetches the page once, without running JavaScript, and reads the text, the structured data and the links. Below is what it gets from [dr-ludmann.de](http://www.dr-ludmann.de/), taken from the copy the scanner kept. 2,622 characters of text without JavaScript none structured data for the business 1 of 3 AI crawlers turned away at the edge (PerplexityBot) Text ## The words an agent gets Title: Dr. Ludmann – Hausarztpraxis in Köln · language de. First 1,800 of 2,622 characters: ``` Dr. Ludmann – Hausarztpraxis in Köln Dr. med. Ludmann Facharzt für Allgemeinmedizin ☰ Praxis Leistungen Sprechstunde Kontakt Termin buchen Ihre Gesundheit in besten Händen Moderne Allgemeinmedizin mit Zeit für Sie – persönlich, ganzheitlich und auf dem neuesten Stand der Medizin. Jetzt Termin vereinbaren Leistungen entdecken Unser Leistungsspektrum Allgemeine Leistungen Abendsprechstunde Akupunktur Blut- und Urinuntersuchungen Diabetiker-Schulungen Eigenblutbehandlung 24-Stunden-Blutdruckmessung Fahrtauglichkeitsuntersuchung Hausbesuche Impfberatungen und Impfungen Jugendgesundheitsuntersuchung J1 Krebsvorsorge Männer Lungenfunktions-Diagnostik Reisemedizin Ruhe-EKG Langzeit-EKG (1 bis 3 Tage) Sportmedizinische Beratungen Ultraschall-Diagnostik Vorsorgeuntersuchungen Besondere therapeutische Verfahren Unser Augenmerk gilt Ihrer Genesung auf möglichst natürlichem Weg durch Stärkung Ihres Immunsystems und Harmonisierung Ihres Energie-Kreislaufs. Eigenblut-Behandlung Enzymtherapie, Phytotherapie Ganzkörper-, Ohr- und Schädel-Akupunktur Moxibustion Naturheilkunde Neuraltherapie Reizstrom-Behandlungen Vitamin-Aufbaukuren Haben Sie Fragen oder Wünsche zu besonderen individuellen Therapien? Benötigen Sie Hilfe bei der Pflege Ihrer Angehörigen? Möchten Sie eine Patienten-Verfügung oder eine Vorsorge-Vollmacht verfassen? Ihr Praxis-Team Dr. Ludmann berät Sie gerne und steht Ihnen hilfreich zur Seite. Jetzt Termin vereinbaren Sprechstunde & Zeiten 🕒 Sprechzeiten Montags bis Freitags von 8.30 – 11.30 Uhr 💻 Video-Sprechstunde Fragen Sie per Mail nach einer Videosprechstunde – Sie erhalten von uns einen Link und ein Passwort. 🌙 Abendsprechstunde Montags 17.00 – 19.30 Uhr(nach kurzer Terminvereinbarung) 🧠 Migräne-Sprechstunde Montags 17.00 – 19.00 Uhr 🩸 Diabetiker-Schulungen Nac ``` Facts ## What it can say about the business | A business type in JSON-LD | no | | Name | no | | Telephone | 0221545423 (a tel: link, not structured) | | Address | no | | Opening hours | no | | Menu or price list | nothing | | Cuisine in structured data | no | | JSON-LD blocks | 0 | Actions ## The links it would act on | Link | Role | Where it goes | | --- | --- | --- | | [www.doctolib.de/einzelpraxis/koeln/frau-dr-med-astrid-ludmann?utm_camp](https://www.doctolib.de/einzelpraxis/koeln/frau-dr-med-astrid-ludmann?utm_campaign=website-button&utm_source=frau-dr-med-astrid-ludmann-website-button&utm_medium=referral&utm_content=option-8&utm_term=frau-dr-med-astrid-ludmann) | booking | doctolib, acting for the business | Everything here comes from fetching the homepage once as a crawler. The [report](https://directindex.org/r/dr-ludmann.de) turns it into a score and a list of fixes, with code to paste. #### The Direct Index [Why direct](https://directindex.org/why)[What agent-direct means](https://directindex.org/agent-direct)[About and principles](https://directindex.org/about)[Methodology](https://directindex.org/methodology)[Privacy](https://directindex.org/privacy)[Terms](https://directindex.org/terms)[Corrections](https://directindex.org/corrections)[Legal notice](https://directindex.org/legal) #### Use it [Free scanner](https://directindex.org/scan)[City indexes](https://directindex.org/cities)[Search the index](https://directindex.org/search)[Rankings](https://directindex.org/rankings)[What assistants recommend](https://directindex.org/assistants)[Ask the index](https://directindex.org/ask) #### Vendors and help [Booking and ordering vendors](https://directindex.org/vendors)[Which vendors' terms allow agents](https://directindex.org/vendors/terms)[Vendor verification](https://directindex.org/vendors/verification)[Website builders](https://directindex.org/builders)[Who can fix this](https://directindex.org/providers)[For agencies](https://directindex.org/agency) #### For agents [llms.txt](https://directindex.org/llms.txt)[llms-full.txt](https://directindex.org/llms-full.txt)[OpenAPI](https://directindex.org/openapi.json)[MCP server](https://directindex.org/.well-known/mcp/server-card.json)[A2A agent](https://directindex.org/.well-known/agent-card.json)[Direct feeds](https://directindex.org/direct.json) #### Data [Open data, CSV and JSON](https://directindex.org/data)[The quarterly edition](https://directindex.org/editions)[City data, JSON and Markdown](https://directindex.org/cities)[Sitemap](https://directindex.org/sitemap.xml) Business listings come from OpenStreetMap contributors, under the ODbL. Scores are published under the same licence. ```json {"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://directindex.org/#org","name":"The Direct Index","url":"https://directindex.org/","logo":"https://directindex.org/favicon.svg","email":"hello@directindex.org","founder":{"@type":"Person","@id":"https://directindex.org/#antonio","name":"Antonio Curado","sameAs":["https://x.com/ab_curado"]},"description":"Independent measurement of whether AI agents can find, read and act on a business's own website."},{"@type":"WebSite","@id":"https://directindex.org/#site","url":"https://directindex.org/","name":"The Direct Index","publisher":{"@id":"https://directindex.org/#org"},"inLanguage":"en","potentialAction":{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://directindex.org/scan?url={url}"},"query-input":"required name=url"}},{"@type":"WebAPI","name":"The Direct Index API","url":"https://directindex.org/openapi.json","documentation":"https://directindex.org/llms-full.txt","provider":{"@id":"https://directindex.org/#org"}}]} ```