All work

AGENT READINESS SCANNER / AGENT INTERFACES / EXPERIMENT

Archived experiment

Agent Readiness Scanner

Making websites easier for agents to use.

A website scanner exploring how AI agents could discover services and understand a booking flow.

System overview: Website + service data to Scanner + manifest tools to Structured outputs.
System overview of the heuristic scanner and manifest-generation tools.View full image ↗

MY CONTRIBUTION

Co-builder · scanner and manifest implementation

HIGHLIGHT

From a website to a structured service description

TOOLS & METHODS

WebMCP · Heuristic scanning · Transaction manifests

01 / THE PROBLEM

The problem.

A website that works for a person does not automatically explain its services and actions to an agent.

02 / MY CONTRIBUTION

What I worked on.

  1. 01

    Built a heuristic website scanner and generated transaction manifests.

  2. 02

    Explored a WebMCP snippet for exposing structured actions.

  3. 03

    Used the prototype to investigate agent-accessible local services.

03 / PROGRESS & RESULTS

Where it stands.

I helped build the scanner and transaction manifests. The experiment was archived in September 2026.

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