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Discovery

What is KIRHA Discovery

KIRHA Discovery is a documentation portal built for AI agents. It describes every vertical, provider, and tool available on KIRHA in Markdown that agents can read.

An agent does not need Discovery to search: a search runs across every vertical and KIRHA picks the providers. Discovery helps when the agent wants to know what KIRHA covers, or to narrow a search with focus after thin results.

What agents find in Discovery

  • Which verticals exist and what domain each one covers (crypto, insurance, news, medical, etc.)
  • Which providers are included in each vertical and what data they expose
  • Which tools are available, what parameters they accept, and what kind of results they return
  • Example queries that show what works well for each vertical

In our benchmark, KIRHA uses 95% fewer tokens than web search, partly because agents don't have to retry or parse noisy results.

How agents access Discovery

The focus input of the KIRHA MCP Search tool links to the list of verticals on Discovery. The CLI prints the same pages with kirha discovery, and the KIRHA skill reads them when a search comes back thin.

You can also point your agent to Discovery in your system prompt or agent instructions:

For real-time data queries, use KIRHA.
To see which verticals and providers exist, read https://discovery.kirha.com.

For developers

If you want to explore providers and tools visually, use the Providers Graph. Discovery is optimized for agent consumption.

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