Self-improving agent-facing interface.

01

Orchestrate your MCP: Armature SDK

Wrap your existing MCP with Armature analytics and understand how agents use it.

02

Let Armature build your agent-facing interface

Install the GitHub App or provide an OpenAPI file. Armature builds, hosts, and maintains the interface automatically.

03

Synthetic tests: end-to-end agentic workflows

Run synthetic agentic workflows against your MCP or CLI across the entire harnesses and models matrix.

04

Close the loop

Armature identifies issues, suggests fixes, tests them on synthetic runs, and helps land the right change.