It is concerning that even with correct credentials, LLM agents are still being blocked or scrutinized for potential scraping behavior. This highlights a critical gap in how current systems distinguish between legitimate research queries and automated data extraction, suggesting that prompt inspection alone may not be sufficient to mitigate false positives.