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Agent frameworks may inadvertently log API keys, tokens, and credentials in debug or trace logs during tool execution.
Many agent frameworks log full tool call parameters and responses at debug/trace levels. When agents interact with authenticated APIs, credentials passed as parameters or received in responses may be captured in logs, creating a persistent credential exposure risk.
Implement log sanitization to redact sensitive patterns. Use credential rotation. Disable verbose logging in production. Audit log storage access controls.