Wednesday, 28 October 2026
1 agent hack today▼ 9 vs yesterday (10)

MLflow CrewAI autologging leaks LLM API keys in trace spans

MLflow's CrewAI autologging feature automatically records LLM provider API keys in plaintext within trace span attributes and inputs. The vulnerability occurs through two independent serialization paths that convert credential-bearing objects to strings without sanitization.

Disclosed 27 October 2026 · Record updated 28 October 2026

Impact

LLM provider API keys are leaked to MLflow trace backends or configured OTLP destinations when CrewAI agents are instrumented with MLflow autologging, appearing in multiple span attributes and inputs.

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Sources

  1. github.comhttps://github.com/advisories/GHSA-j7qq-vr8c-xvw3