MCP server that diagnoses why your agent behaved the way it did, and how to fix it
agent-trace-intelligence is a LLM eval & observability project. It focuses on diagnosing and understanding why AI agents behave in certain ways and how to fix issues. agent-trace-intelligence is an open-source project aimed at AI developers. The project is open source (MIT). agent-trace-intelligence is available on the web, the command line, and API, and it can be self-hosted.
agent-trace-intelligence first shipped in 2026. The project is developed in the open on GitHub with 13 commits in the last 90 days. Among its 4 catalogued features are agent diagnostics, behavior tracing, and debugging tools. It exposes integrations via an MCP server.
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