Operational Dashboard Generator

SkillMonitoring & ops

Real-time operational performance dashboard skill with KPI visualization and alerting

Instructions available. Your AI can read the instructions. Execution depends on the setup they require.

Add ahel to your AI once: Claude, ChatGPT, Cursor, Claude Code or Codex. Then ask it to use this.

Then ask your AI: use the Operational Dashboard Generator skill

What this skill tells your AI

The instructions your AI receives, as published by a5c-ai/babysitter in library/specializations/domains/business/operations/skills/operational-dashboard-generator/SKILL.md and read by ahel’s review.

Overview

The Operational Dashboard Generator skill provides comprehensive capabilities for creating real-time operational performance dashboards. It supports KPI definition, visual management displays, trend analysis, and alert configuration.

Capabilities

  • KPI definition and calculation
  • Real-time data integration
  • Visual management displays
  • Trend analysis
  • Alert threshold configuration
  • Drill-down reporting
  • Mobile dashboard access
  • Executive summary generation

Used By Processes

  • CI-001: Operational Excellence Program Design
  • SIX-002: Statistical Process Control Implementation
  • QMS-003: Quality Audit Management

Tools and Libraries

  • Power BI
  • Tableau
  • Grafana
  • Real-time data platforms

Usage

skill: operational-dashboard-generator
inputs:
  dashboard_type: "operations_center"  # executive | operations_center | shop_floor
  kpis:
    - name: "OEE"
      target: 85
      warning_threshold: 75
      critical_threshold: 65
      calculation: "(availability * performance * quality)"
    - name: "On-Time Delivery"
      target: 98
      warning_threshold: 95
      critical_threshold: 90
      calculation: "(on_time_orders / total_orders) * 100"
  data_sources:
    - type: "mes"
      connection: "mes_api"
    - type: "erp"
      connection: "sap_bapi"
  refresh_rate: 60  # seconds
outputs:
  - dashboard_definition
  - visualization_specs
  - alert_configuration
  - data_model
  - mobile_view

KPI Categories

Production KPIs

KPIDefinitionTarget
OEEEquipment effectiveness>85%
ThroughputUnits per hourPer plan
YieldGood units / Total units>99%
Cycle TimeTime per unitAt takt

Quality KPIs

KPIDefinitionTarget
First Pass YieldPass first time>98%
Defect RateDefects per million<1000
Scrap RateScrap cost %<1%
Customer ComplaintsPer periodTrending down

Delivery KPIs

KPIDefinitionTarget
On-Time Delivery% shipped on time>98%
Lead TimeOrder to shipPer commitment
Schedule AttainmentActual vs. plan>95%
BacklogPast due ordersZero

Dashboard Design Principles

Information Hierarchy

  1. Key metrics (big numbers)
  2. Trends (charts)
  3. Details (tables)
  4. Drill-down (links)

Visual Best Practices

  • Use color meaningfully (RAG status)
  • Minimize clutter
  • Consistent layout
  • Clear labels
  • Real-time updates

Alert Configuration

LevelThresholdAction
InfoNear targetMonitor
WarningBelow targetInvestigate
CriticalSignificantly belowImmediate action

Dashboard Layers

Executive Dashboard

  • High-level summary
  • Company-wide view
  • Weekly/monthly trends
  • Strategic KPIs

Operations Center

  • Site-level view
  • Daily/hourly trends
  • Operational KPIs
  • Resource status

Shop Floor Display

  • Real-time status
  • Line-level view
  • Visual management
  • Immediate feedback

Integration Points

  • Manufacturing Execution Systems
  • ERP systems
  • Quality Management Systems
  • IoT/sensor data

Signals

GitHub stars
2k
Forks
112
Last commit
Sep 2026
Advanced
Item type
skill
Key
operational-dashboard-generator
Source
github.com/a5c-ai/babysitter