Kubit
kubit.aiBridge the gap between product analytics and LLM observability.
AI Toolsllm-observabilityproduct-analyticsai-agentsdeveloper-toolsmcplangfuseopentelemetry
About
Kubit is a product analytics platform built for AI engineers that maps user behavior, intent, and sentiment directly to LLM traces. It integrates with major observability tools like Langfuse, LangSmith, and OpenTelemetry, and feeds actionable context into coding environments like Claude Code and Cursor via MCP. This allows developers to detect hallucinations, debug agent issues, and optimize performance without leaving their editor.
Problem
Developers building AI agents must manually stitch together clickstream data, prompt versions, and raw logs across multiple tools to understand why users are frustrated, with no single view connecting user behavior to agent reasoning.
For
AI product engineers building LLM-powered applications and agents
How it works
Kubit maps user behavior and sentiment to LLM traces and feeds that context directly into coding environments like Claude Code and Cursor via MCP, enabling in-editor debugging and auto-fixes.
Business model
unknown
Status
launched
Company
Kubit