Project · Search and AI engineering
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.
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
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