For AI Agents

Agent-ready integrations

Agent3Opt is built for both humans and AI agents. Use MCP, llms.txt, knowledge.json, and proof.json to integrate visibility tracking and audits into your agent workflows.

MCP (Model Context Protocol)

Agent3Opt supports MCP for agent integrations. Connect your agents to run audits, check visibility, and retrieve structured data about websites and brands. See the documentation for API and Architecture details, including MCP and data flow.

The Agent3Opt MCP package (`agent3opt-mcp`) includes tools for building and validating A3O packs (llms.txt, knowledge.json, proof.json) for any site.

Agent-readable artifacts

Agent3Opt publishes standard A3O artifacts so agents can discover and use our product:

  • llms.txt — Plain-text overview of the site
  • llms-full.txt — Extended overview with guides and artifacts
  • knowledge.json — Product, pricing, contact (single source of truth)
  • proof.json — Policies, verification, evidence links

How to integrate

Agents can fetch llms.txt to get a quick overview, then use knowledge.json for structured data (features, pricing, contact). proof.json provides verification links. For programmatic access, use our dashboard and API — see the docs for details.

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