mirrorkit is an open-source CLI tool and client library designed to collect production traces from LLM agents. It enables developers and AI engineers to monitor, debug, and analyze the behavior of language model-powered agents in production environments. The tool supports integration with popular frameworks like LangChain and provides observability features for improved reliability.
mirrorkit sits in PulseGate's LLM eval & observability category. It focuses on collecting and analyzing production traces for LLM agents to improve observability and debugging. mirrorkit is an open-source project aimed at LLM developers and AI engineers. The project is open source (MIT). The product ships for the command line.
mirrorkit first shipped in 2026. Across PulseGate's embedding index, mirrorkit has few near neighbours, marking it as relatively distinct. Among its 5 catalogued features are trace collection, CLI interface, and LLM agent support.
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