AgentReady

Directory

WebMCP Capability Directory

Explore websites exposing WebMCP capabilities to AI agents. Listings are technically checked by AG AgentReady and added through the directory submission process.

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Listed websites
34
Runtime-confirmed WebMCP tools
298
Categories represented
6

Showing 1–16 of 16

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What the WebMCP directory shows

Each listing records publicly observable WebMCP evidence from the exact page AG AgentReady tested. The directory distinguishes tools observed registered live at runtime from source-level signals found in a website's published code, and it never infers a tool inventory from signals alone.

How directory verification works

  • WebMCP Verified — qualifying tool registrations were observed live at runtime on the tested page, on the date shown.
  • WebMCP Signals Detected — source-level signals were found, but live tool registration was not confirmed, so no tool count is claimed.
  • Verification is page-specific and time-specific, not a statement about a whole website.
  • Verification does not certify security, ownership or affiliation, and does not prove that every registered tool executes successfully.

Why this directory is useful

  • Website owners can see how their agent-facing capabilities appear publicly.
  • Developers can inspect real-world WebMCP implementations.
  • People using AI agents can find websites exposing structured capabilities.
  • Researchers can observe how the WebMCP ecosystem is developing.

The directory is not a complete map of the web, and a listing is not a guarantee that every observed tool works.

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