Open-core multi-LLM communication monitoring, hallucination detection & deciphering for agent systems
insa-its is a LLM eval & observability product. It focuses on monitoring and analyzing communication between multiple LLM agents to detect hallucinations and improve reliability. insa-its is an open-source project aimed at AI researchers and developers building agent systems. The project is open source (Apache Software License). insa-its is available on the web and the command line.
Behind insa-its is Nomadu27, and the product first shipped in 2026. The project is developed in the open on GitHub with 36 stars and 18 commits in the last 90 days. Across PulseGate's embedding index, insa-its has few near neighbours, marking it as relatively distinct. Among its 5 catalogued features are LLM monitoring, hallucination detection, and agent communication analysis.
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