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For AI clients

MCP interface for public knowledge

Hosang Consulting also makes the published content of this website available through a public, read-only MCP interface. AI clients can use it to search articles, case studies, FAQs, service pages and pages on working methods and engagement in a structured way, and retrieve them with a direct link to the source.

MCP (Model Context Protocol) is an open protocol that AI assistants use to access external knowledge sources.

Endpoint

https://hosang-consulting.com/api/mcp

Enter this address in your AI client as an MCP server.

What the interface does

  • Search knowledge · search_knowledge: full-text search across all content, filterable by language, content type and topic.
  • Retrieve individual content · get_content: the full text of an item, together with its available language versions.
  • List topics · list_topics: topics and content types with counts, as a starting point for targeted searches.
  • Latest articles · list_recent_content: the most recently published articles by date. Content without a publication date, such as case studies, does not appear here but can be found via search.

Public content only

The interface contains only content that is already publicly available on hosang-consulting.com. Articles appear only from their publication date onwards.

Not included:

  • internal documents
  • CRM and ERP data
  • emails
  • unpublished content
  • internal classifications and operational information

Also deliberately excluded are the names of people listed in the references and legal texts such as the terms and conditions and the privacy policy, even though these pages are public.

Read-only

The interface cannot be used to create, change or delete content. It serves solely to read and search public information.

Sources and citation

Every search result and every retrieved item includes the canonical URL of the original page and its language. This lets AI clients point to the source instead of reproducing content without attribution. Answers from the FAQ link directly to the individual question.

For people

If you don't use an AI client, you can find the same content through this website's search.

Go to search

Technical note

  • public, no sign-in required at present
  • read-only
  • transport: Streamable HTTP (JSON-RPC)
  • requests per minute are limited
  • languages: German, English, Italian, kept strictly separate