# AOO — Agent Operability Optimizer

> AOO sends a real AI agent to a website with everyday tasks (find the price, contact a person, check the refund policy …), records every request it makes, and scores how far the agent got on its own. Reports are available in Korean, English and Japanese; the sites measured can be in any country and language.

## Main pages
- [Start a diagnosis](https://daas-aoo.listeningmind.ai/): enter a domain; one diagnosis runs about ten tasks.
- [Leaderboard](https://daas-aoo.listeningmind.ai/leaderboard): measured sites ranked by agent operability, with each site's latest report.
- [What we measure](https://daas-aoo.listeningmind.ai/metrics): the metrics and how the 0–100 score is built.
- [Handbook](https://daas-aoo.listeningmind.ai/handbook): how to fix what the report finds (robots.txt, llms.txt, structured data, rendering).
- [Agent-Ready Index](https://daas-aoo.listeningmind.ai/agent-ready-index): the index methodology.

## For agents and developers
- [agents.md](https://daas-aoo.listeningmind.ai/agents.md): how an agent should use this service.
- [OpenAPI](https://daas-aoo.listeningmind.ai/api/openapi.json): the public API contract.
- [MCP server card](https://daas-aoo.listeningmind.ai/.well-known/mcp/server-card.json)
- [Score API](https://daas-aoo.listeningmind.ai/api/v1/score/example.com): the latest score for a domain.

## About the crawler
- [AOO-Bot](https://daas-aoo.listeningmind.ai/about/bot): what the crawler does, its User-Agent, and how to block it.

## Contact
- m-support@listeningmind.com

## Agent tools (ListeningMind agent hub)
- [MCP server](https://daas-aoo.listeningmind.ai/mcp): Streamable HTTP. All UI functions as tools, plus app_guide
- WebMCP: every page registers the same tools for browser agents (document.modelContext)
- [OpenAPI](https://daas-aoo.listeningmind.ai/.well-known/openapi.json) · [agents.md](https://daas-aoo.listeningmind.ai/agents.md) · [API catalog](https://daas-aoo.listeningmind.ai/.well-known/api-catalog)
- Accounts: reading results is open. Starting a run or changing data needs a ListeningMind member ([sign up](https://daas-aoo.listeningmind.ai/_lm/auth/signup)). Over MCP, runs return confirm_url for a signed-in member to approve; other changes need the member's agent key in the LM-User-Key header (https://daas-aoo.listeningmind.ai/_lm/account)