Edge Rewrite
// HTMLRewriter · presentation

This page was redesigned at the edge.

Cloudflare fetched the original article and streamed it through HTMLRewriter to apply an entirely new visual system without rebuilding the source page.

// request.cf · coarse context

A page that knows where it met you.

Only coarse request metadata is shown. This demo does not display or persist visitor IP addresses.

Country
US
Cloudflare location
CMH
Connection
HTTP/2
Language
Not provided

Ray ID: a21a11b5dc370d7f

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// Workers AI · dad joke modeWhat did NLWeb say to its date? "You're linked to my heart

From Wikipedia, the free encyclopedia

Natural Language Web or NLWeb was introduced by Microsoft in 2025. It is an open Python project designed to simplify the creation of natural language interfaces for websites.[1] It enables users to query website contents using natural language, similar to interacting with an AI assistant. Every instance functions as a Model Context Protocol (MCP) server allowing websites to make their content discoverable and accessible to AI agents and other participants.[2]

NLWeb leverages existing web standards like Schema.org[3] and RSS to build conversational capabilities of processing user queries through language models, performing semantic searches against website content and generating natural responses. It is platform-agnostic, running on all major systems and connecting to any vector database. Content to be indexed by NLWeb works best when it is organized in an AI friendly way. This means short, interlinked and semantically annotated articles work best.[4]

Initial adopters of NLWeb include TripAdvisor, Shopify, Eventbrite, and Hearst.

References

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  1. "Introducing NLWeb: Bringing conversational interfaces directly to the web". Microsoft. 2025-05-19. Retrieved 2025-05-27.
  2. "NLWeb". Github. 2025-04-28. Retrieved 2025-05-27.
  3. "Schema.org". schema.org.
  4. "Guide: How to Use NLWeb to Unleash AI-Powered Websites". iunera. 2025-05-27. Retrieved 2025-05-30.
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