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Armature is a platform for improving how coding agents discover, select, and use developer tools. It helps technology teams measure agent discoverability, understand how products are recommended in different coding environments, and identify changes that can improve visibility across documentation, installation flows, content, and search presence.
The platform includes a repository panel that runs coding agents in sandboxed environments on real-world software projects and records which tools they install or recommend. Armature also provides MCP Analytics to reconstruct user sessions, organize activity by use case, identify issues, and review session replays. MCP and CLI evals enable teams to test workflows against their tools on each deployment and on a recurring basis, helping detect regressions before they affect users. Together, these features support coding-agent analytics, MCP observability, usability testing, and continuous evaluation of developer tools.
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