GraphIQ is an agentic system that integrates LLMs with local data summarization, hypothesis evaluation, and automated visualization to support scalable, interpretable insight discovery. By combining autonomous LLM reasoning with statistical and visual modules, GraphIQ enables more transparent, auditable, and efficient scientific exploration across diverse datasets.