Armature
Helps tools get discovered and chosen by coding agents and monitors MCP and CLI usage with session replays and workflow evals
A platform that helps software tools get discovered and chosen by coding agents inside repositories, and monitors how agents use MCP servers and CLIs through session reconstruction and workflow evals to catch regressions. It sells to developers and B2B product and engineering teams that publish tools, APIs or MCP servers for use via agents such as Claude Code, Codex and Cursor. It is delivered as SaaS with a managed discoverability service run with a growth engineer and a self-serve analytics and evals product.
Key features
- Agent discoverability measurement
- Repository panel across stacks
- Sandbox runs on real tasks
- Armature Search engine
- MCP analytics session replay
- Use case and issue grouping
- MCP and CLI eval suites
- Nightly and on-deploy evals
- Category leaderboards by pick rate