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Kubit Launched Product Analytics That Maps Agent Traces to User Behavior and Pipes the Answer Into Claude Code
Kubit debuted 'Product Analytics for Agents and Users' on Product Hunt August 11 (#7, 98 upvotes), joining LLM traces to clickstream so you can see what a user was trying to do alongside how the agent reasoned about it. It claims intent, sentiment and friction extraction from 100% of traces with no sampling, ingests from Langfuse, LangSmith and Arize via OpenTelemetry fan-out, and — the architecturally interesting part — ships the resulting context back into Claude Code or Cursor over MCP so the fix happens in the IDE rather than in a dashboard. That is the Mixpanel/Amplitude workflow inverted: the analytics product's output surface is a coding agent, not a chart.
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