传统仪表盘 + AI 对话分析，智能对话式的OEE可视化分析平台

Assets to build operational visibility solutions using Microsoft Manufacturing Cloud

Set of simulators built for testing and demoing Cumulocity IoT OEE app.

A productivity dashboard with KPIs and plotting

🏭 MQTT-based UNS simulator for sheet metal fabrication — 22 machines, 3 sites, ISA-95, PackML. Plug into UMH Core Stack for instant demo data.

MCP server for the oee library: OEE, OOE, TEEP, the six big losses, reliability, yield and charts as tools for AI agents.

Give a legacy machine a modern data voice: Modbus registers -> clean telemetry, predictive-maintenance anomaly detection and live OEE.

Manufacturing effectiveness metrics for Python: OEE, OOE and TEEP, the six big losses, reliability (MTBF/MTTR), yield and loss valuation. Validated, zero core dependencies.

Real-time OEE dashboard for ISA-95 manufacturing: Kafka + PyFlink + TimescaleDB + Apache Iceberg. One-command local deploy.

Factory AI portfolio — coordination meta-repo for three integrated manufacturing-AI repos on one synthetic plant: factory-digital-twin (synthetic MES events + OEE + defect images), factory-ops (OEE dashboard + agentic Copilot), visionguard (YOLO inspection + retrain loop). Tracks cross-repo docs; sub-repos stay independent.

AI-powered Overall Equipment Effectiveness platform — real-time OEE monitoring, anomaly detection, root cause analysis, and autonomous improvement recommendations

Ignition Vision + MySQL MES portfolio: orders, station overview, quality tracking, and OEE reporting (schema + sample queries included).

Pipeline end-to-end de OEE (Overall Equipment Effectiveness): Python → DuckDB → dbt → Qlik Sense. Projeto de Analytics Engineering com modelagem dimensional e testes de qualidade.

Manufacturing plant monitoring dashboard built with Streamlit and Plotly, analysing sensor data from 3 machines over 7 days to detect faults, track OEE, and generate shift handover reports.

Companion code for the ebook 'Fábrica Inteligente: Receitas de IA' — five AI recipes for industrial SMEs. By MoreDevs.ai.

Dashboard OEE

Overall Equipment Effectiveness calculator

The engineer who reads your production data. AI that finds where you're bleeding money — and names the equipment, shift, and fix.

Packiot platform monorepo — Docker Compose stack, Terraform infra, Go services (mirror-worker, oeecloud-worker, edge-transformer), Node-RED + edge-api submodules. See the wiki for architecture + ADRs.

Eu tinha um desafio de medir eficiência, mas queria algo que fosse além de uma tabela. Criei um sistema que simula sensores, calcula prejuízo financeiro e gera relatórios automáticos, focando sempre na experiência do usuário final.