# Manufacturing Templates
- **machine_downtime_predictor.json** – weaviate/openai/anthropic
- **inventory_restock_forecast.json** – supabase/cohere/anthropic
- **quality_defect_classifier.json** – redis/openai/anthropic
- **safety_incident_alert.json** – redis/huggingface/huggingface
- **production_kpi_dashboard.json** – weaviate/cohere/openai
- **supply_chain_delay_monitor.json** – supabase/cohere/openai
- **maintenance_ticket_router.json** – supabase/cohere/huggingface
- **shift_handover_summary.json** – supabase/huggingface/huggingface
- **mes_log_analyzer.json** – weaviate/huggingface/openai
- **packaging_waste_calculator.json** – redis/openai/anthropic