agent-detective reads OpenTelemetry (OTEL) traces from multi-agent runs and performs blame analysis to identify where quality issues originated. It helps developers debug and improve reliability in complex LLM-powered agent systems by naming the specific component or step responsible for failures. Part of a suite including blame-engine and detective-ci.
agent-detective sits in PulseGate's LLM eval & observability category. It focuses on pinpointing the exact point where quality broke down in multi-agent LLM runs. It is built as an open-source project for developers. agent-detective is open source under the BUSL-1.1 license. The product ships for the command line.
agent-detective first shipped in 2026. Key capabilities include OTEL Trace Analysis, Blame Attribution, and Quality Breakdown. It exposes integrations via a public API.
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agent-detective verified by the PulseGate indexer
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