# An endpoint for AI assistants

AI assistants increasingly act on behalf of a user: they search, compare and ask questions. This endpoint lets them query a company website directly, through a search API that returns cited answers and an MCP server that any compatible assistant can connect to.

## At a glance

* Status: deployment in progress for stratenet.com
* Stack: Cloudflare Workers, MCP
* Discovery: server card under /.well-known/
* Service: search and AI engine engineering

## What we built

* **A readable page** describing what the endpoint offers, for people and crawlers.
* **A search API** that searches the public site and returns a short answer with its sources.
* **An MCP server** exposing the same capabilities as tools for AI assistants.
* **A server card** published under /.well-known/ so assistants can discover the endpoint.

## Architecture

The endpoint runs on a Cloudflare Worker on a subdomain of the company site. It reads only public content and stores no visitor data.

AI assistant → MCP or search API → Worker → Public site content → Cited answer

- [Search and AI engine engineering](https://spotiflow.eu/services/ai-search-engineering/): The service behind this project
- [Checkspot](https://spotiflow.eu/projects/checkspot/): Next project

Source: https://spotiflow.eu/projects/ai-agent-endpoint/ · Updated 2026-10-18

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Spotiflow Europe (SPOTIFLOW, SOCIEDADE UNIPESSOAL LDA), NIPC 519601440, Portugal.