Show HN: Product analytics (and evals) for agent sessions on your MCP
Armature is a new analytics tool designed to monitor and evaluate AI agent sessions within MCP-enabled applications. It provides visibility into user intent, agent reasoning, and session success rates to help developers identify failures and optimize agent performance.
Why it matters
Monitoring the 'black box' of AI agent reasoning is essential for businesses looking to deploy reliable AI-driven customer service and automation tools.
User sessions on your Claude Connector ChatGPT App or MCP live inside their AI client, not your UI. Armature captures and shows you what users ask, what agents think and how they use your product.
✦ Agent thinking · 14:16 Invoice needs a billing contact — retrying with the owner email. ✓ Agent completed user task successfully 92 score Before Armature Scattered tool call logs With Armature Session rebuilt User intent captured Agent thinking captured Session evaluated Use cases Learn your users' top use cases Armature's models read every session and identify what the user came to do. Sessions are grouped into use cases and ranked by volume and success rate, including the use cases you don't support yet .
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