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 is a LLM & agent tracing project. It focuses on collecting and analyzing production traces for LLM agents to improve observability and debugging. It is built as an open-source project for LLM developers and AI engineers. The project is open source (MIT). It ships for the command line.
mirrorkit first shipped in 2026. Among its 5 catalogued features are trace collection, CLI interface, and LLM agent support.
Summary written by a language model from the project’s public pages.
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