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How do AI agents query my OneFront page?

Updated July 20, 2026

The short answer

AI agents can query your page through OneFront's public MCP endpoint at onefront.org/api/mcp, which implements the Model Context Protocol. Instead of scraping your rendered page, an agent can call structured tools to get your profile, list your links, list your social accounts, get your verified accounts, record a link click, and even search across OneFront profiles. It's read-and-act access to the same data your page shows, in a form built for agents.

Most of the web assumes the reader is a human with a browser. But increasingly the "reader" is an AI agent acting on someone's behalf — and scraping a rendered page is a clumsy way for it to work. OneFront gives agents a better door: a public MCP endpoint.

Tools, not scraping

At /api/mcp, OneFront implements the Model Context Protocol — an open standard for giving agents structured tools. Instead of guessing at your HTML, an agent can call clear functions: get your profile, list your links, list your social accounts, get only your verified accounts, record a link click, or search across OneFront profiles by name. It's the same public data your page shows, handed over in a form built for software.

Why this is the point, not a gimmick

OneFront's whole thesis is that your page should work for three audiences: people, AI search engines, and AI agents. The MCP endpoint is the third audience made real. As more assistants gain the ability to do things for people — not just answer questions — a page they can query and act on is a page that keeps representing you where the browsing is happening on your behalf. Keep your page current and what agents see stays accurate.

How to let ai agents query your page, step by step

  1. 1Know your endpoint. OneFront's MCP server lives at onefront.org/api/mcp — one public, stateless endpoint for the whole site (no auth needed to read).
  2. 2Understand the tools. It exposes tools to get a profile, list links, list social accounts, get verified accounts, record a link click, and search profiles by name.
  3. 3See it in action. An AI agent that speaks MCP can connect to the endpoint and call these tools against any username, including yours.
  4. 4Keep your page current. Because the tools read your live profile data, keeping your OneFront page updated keeps what agents see accurate.

Frequently asked

What is MCP?
The Model Context Protocol is an open standard for giving AI agents structured tools to read and act on data. OneFront implements it so agents can use your page's data directly instead of scraping HTML.
Is my data exposed to anyone?
The MCP tools return the same public information your page already shows — your profile, links, and verified accounts. It's your public page, made queryable.

One clean page for you and your agents — real links, readable by people and AI alike.

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