Spatial context
Entities, coordinates, boundaries, networks, proximity, and the relationships that make a place legible.
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.
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 / THE DATA LAYER
Context has dimensions.
Useful retrieval is more than a keyword match. It understands where something is, when it was true, what it connects to, and who can stand behind it.
Time & change
Observations, histories, snapshots, events, and the sequence behind what is true now.
Cross-domain signals
Infrastructure, environment, public services, and regional records connected across disciplines.
Source & permission
Provenance, attribution, licensing, coverage, and the evidence behind every useful answer.
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.
01
Collect
Bring together public, licensed, and operational records.
02
Structure
Give entities, locations, time, and fields stable meaning.
03
Connect
Join signals across domains without losing their source.
04
Retrieve
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 integrationAVAILABLE SURFACES
01API
Query structured context at request time 02Artifacts
Download durable data for deeper analysis 03Agent tools
Give agents a reliable retrieval primitive 04Custom access
Shape the layer around your workflow Source-aware by design. Built to be consumed, not just stored.
MKHR DATA