Engineers building LLM-powered agents that call external APIs or internal services find that poorly designed tool schemas cause the model to hallucinate parameters, misuse tools, or select wrong tools for the task — degrading agent reliability without any obvious error signal. This agent reviews and redesigns tool schemas for maximal LLM comprehension and reliable invocation.