{"id":"ghsa-ghsa-j7qq-vr8c-xvw3","seq":1713811,"kind":"advisory","title":"MLflow CrewAI autologging records LLM provider API keys in logged trace spans","url":"https://github.com/advisories/GHSA-j7qq-vr8c-xvw3","permalink":"https://vulnpulse.app/items/ghsa-ghsa-j7qq-vr8c-xvw3","summary":"影響: pip:mlflow >= 2.19.0, < 3.17.0 → 3.17.0\nmlflow.crewai.autolog() leaks CrewAI LLM provider API keys into MLflow trace telemetry. When a CrewAI Agent is instrumented with MLflow autologging, MLflow serializes the agent's __dict__ and converts its fields to strings. The llm field contains the CrewAI LLM object, whose string representation includes its api_key in plaintext. As a result, an application that calls mlflow.crewai.autolog() can unintentionally send its LLM provider API key to the MLflow trace backend or configured OTLP destin…","severity":"medium","techs":["python"],"cves":["CVE-2026-116691"],"tags":["GHSA-j7qq-vr8c-xvw3","mlflow"],"source":{"id":"ghsa","name":"GitHub Advisory Database"},"published_at":"2026-10-27T21:26:39.000Z","fetched_at":"2026-10-27T21:27:53.142Z"}