Industrial AI Agents is a Python-based toolkit designed to streamline industrial operations by deploying autonomous AI agents specialized in manufacturing tasks. It features a Data Ingest Agent for collecting sensor streams via MQTT and OPC-UA, a Diagnostics Agent for anomaly and fault detection, a Quality Agent for visual inspection using computer vision, and a Scheduling Agent for dynamic production planning. The framework supports containerized deployment with Docker and Kubernetes, enabling integration with existing IoT platforms and scalable real-time analytics.