MKHR DATA / RETRIEVAL INFRASTRUCTURE
Data for agents
that need to know the world.
An agent-native data platform and retrieval service provider. We turn complex, real-world records into structured context that applications can find, understand, and use.
A free, no-auth file API, MCP servers and an agent skill — available today.
01 / THE LAYER
The next generation of software will not just generate.
It will retrieve, connect, and act.
MKHR DATA is the layer between an agent and the world it is trying to understand. We organize the context behind places, systems, entities, and change—so the answer can arrive with meaning, provenance, and a path back to its source.
02 / AVAILABLE TODAY
Available today.
Real-world data centered on Japan, including U.S. corporate disclosures and global datasets — free, no authentication, with explicit provenance and licensing. The domains covered are listed below, and the catalog keeps expanding.
- 01Energy
- 02Geospatial
- 03Population
- 04Economy
- 05Finance
- 06Real estate
- 07Facilities & POI
- 08Transport
- 09Hydrology & rivers
- 10Public procurement
- 11Government
- 12Goods & e-commerce
- 13Tourism & lodging
- 14Industrial machinery
- 15Corporations
- 16AI & machine learning
03 / FROM SOURCE TO ANSWER
Make the path to
useful context shorter.
A durable data layer does not hide complexity. It puts complexity in the right place—behind a clear contract, a traceable pipeline, and an interface built for use.
Bring together public, licensed, and operational records.
Give entities, locations, time, and fields stable meaning.
Join signals across domains without losing their source.
Return the right context through APIs, files, and agent tools.
04 / ACCESS
One layer.
Many ways in.
Start with the interface your product needs today. Keep the same data contract as your systems grow—from a single lookup to a fleet of agents working across domains.
Discuss an integrationMKHR DATA