Skills for Workshop Operations Supervisors

Production Scheduling Optimization: Bottleneck Management and Changeover Scheduling Expert

Advanced production scheduling skill for discrete and batch manufacturing, covering bottleneck identification, job sequencing, changeover optimization, TOC/DBR, SMED, OEE analysis, disruption response, and ERP/MES integration to maximize throughput and meet delivery commitments.

Production Schedule Skill for Capacity Planning and Task Sequencing

This skill assists manufacturing users in quickly creating production plans, including capacity allocation and task sequencing. Through a structured workflow, it analyzes requirements, researches best practices, generates tailored scheduling solutions, and provides key component tables, action plans, and success metrics to ensure plans are executable, measurable, and optimizable.

SAP S/4HANA Manufacturing Data Reading and QA Block Inspection Skill

A read-only interface to SAP S/4HANA manufacturing data, enabling query of production orders, materials, vendors, plants, and lines. Pivots from IoT downtime events via related_po_id to fetch order details, material info, and vendor quality-block status for plant-floor supervision.

Andon Alert and Production Status Board CLI Tool for Industrial Task Management

Andon is a command-line tool designed for industrial environments to manage and monitor production status via alert boards. It supports JSON and CSV task operations including add, list, search, remove, export, stats, and config, enabling teams to efficiently handle production anomalies and track workflow progress in real time.

First-Line Production Supervisor Decision-Making Skill for Quality, Safety, and Shift Handoff

A skill providing decision frameworks and mental models for first-line production supervisors, covering shift handoff communication, escalation calibration, compliance drift correction, and balancing production rate against quality and safety priorities.

Manufacturing Operations Knowledge Base Skill: Capture and Query Tribal Knowledge from Shop Floor Experts

A demo manufacturing knowledge base skill that shows how to capture tribal knowledge from shop floor experts and make it queryable. Supports natural language queries about CNC setup, material inspection, troubleshooting, and more. Ideal for demonstrating Taylored Systems to potential clients.

Flexible Job Shop Scheduling Downtime-Aware Repair Skill

This skill is used to repair infeasible or non-optimal flexible job shop scheduling plans into downtime-feasible, precedence-feasible schedules while keeping no worse policy budget. It provides a step-by-step repair algorithm checking earliest feasible start times, with machine change optimization and RD2 dispatch cascade packet generation.

Production Scheduling and Job Sequencing Optimization Skill for Discrete and Batch Manufacturing

Codified expertise for production scheduling, job sequencing, line balancing, changeover optimization, and bottleneck resolution in discrete and batch manufacturing. Covers forward/backward scheduling, finite capacity planning, Drum-Buffer-Rope, SMED, and disruption response to maximize throughput and on-time delivery.

Production Scheduling Expert Skill - Constraint Optimization and Dispatching

A codified expertise skill for production scheduling in discrete and batch manufacturing. It covers job sequencing, line balancing, changeover optimization, bottleneck resolution, and disruption response using TOC/DBR, SMED, OEE analysis, and ERP/MES interaction patterns. Helps schedulers translate work orders into executable sequences, maximize throughput, and meet delivery commitments.

Production Scheduling Expert: Job Sequencing and Bottleneck Optimization Skill

This skill codifies expertise for production scheduling, job sequencing, line balancing, changeover optimization, and bottleneck resolution in discrete and batch manufacturing. It enables schedulers to translate work orders into minute-by-minute execution plans, maximize constraint throughput, and meet delivery, labor, and quality requirements.

Production Planning Skill: BOM Management, Work Order Scheduling and Shop Floor Control

This skill helps manufacturing enterprises solve core production planning problems: what to produce, when to produce, how much to produce, and how to keep the shop floor running smoothly. It covers bill of materials (BOM) management, work order creation and tracking, production scheduling, shop floor control, and capacity planning, bridging the gap between customer demand and factory reality.

Manufacturing Order Feasibility Recursive Verification and Stock Allocation Tool

A specialized skill for manufacturing production management, recursively verifying the material feasibility of Manufacturing Orders (OF). It analyzes BOM structures, real-time stock levels, and planned supplier receipts to calculate component shortages, determine order status (Feasible/Partial/Blocked), and support intelligent stock allocation and prioritization across multiple orders.

Operational Diagnosis: Interpret Simulation Outputs and Generate Executive-Ready Recommendations

This skill interprets simulation outputs from warehouse, manufacturing, and distribution flow models, converting them into operator-friendly diagnoses, root-cause explanations, economic impact statements, and recommended interventions. Use it when you need to explain what is breaking, why it is breaking, what downstream effects it creates, what action would stabilize the system, or which scenario improves stability most.

Production Scheduling Automation Skill for Optimizing Manufacturing Plans and Resource Allocation

This skill focuses on production scheduling, helping users automate the creation and optimization of production plans. It enables efficient allocation of resources, equipment, and labor, reducing idle time and improving throughput. The skill includes structured scheduling workflows, reference documentation, and executable instructions, allowing users to configure parameters based on their specific manufacturing environment and generate feasible, optimized schedules suitable for factory floors and project management scenarios.

ERP Line Batch Management Automation Integration Tool

This skill automates line batch management in ERP systems, integrating SP3 main-sub and OUTER line processes with search-based and list-based modes, supporting resume from interruption for improved production management efficiency.

SKU Complexity Skill Matching: Automatically Assign Suitable Worker Skill Levels

This skill automatically matches workers with appropriate skill levels based on SKU complexity. Simple products are assigned to trainees for practice, while complex products go to experienced workers. It uses context like factory ID, SKU code, and worker skill level, with parameters for complexity weight and training opportunity bonus.

Production Scheduling and Bottleneck Resolution Skill for Manufacturing

Codified expertise for production scheduling, job sequencing, line balancing, changeover optimisation, and bottleneck resolution in discrete and batch manufacturing, based on TOC/DBR, SMED, OEE analysis, disruption response, and ERP/MES integration patterns.

Production Scheduler AI Skill for Demand, Capacity, and Material Scheduling

An AI-personnel skill for the Manufacturing and Industrial Production operating system. This agent schedules production against demand, capacity, and materials, taking over repetitive sensing, interpretation, drafting, and coordination tasks, while escalating accountability-boundary decisions to a human production supervisor.

Work-instruction Generator: AI Skill for Drafting and Updating Standardized Work Instructions in Manufacturing

The Work-instruction Generator is an AI-personnel skill within the Manufacturing and Industrial Production operating system. It drafts and updates standardized work instructions, operating under a human industrial engineer. The agent automates sensing, interpretation, drafting, and coordination tasks, while stopping at the sector's accountability boundary where human judgment is required for safety, quality release, labor relations, and other critical decisions.

Production Scheduling Expert Skill: Optimize Manufacturing Sequencing and Bottleneck Management

Codified expertise for production scheduling, job sequencing, line balancing, changeover optimization, and bottleneck resolution in discrete and batch manufacturing. Includes TOC/drum-buffer-rope, SMED, OEE analysis, disruption response frameworks, and ERP/MES interaction patterns. Use when scheduling production, resolving bottlenecks, optimizing changeovers, responding to disruptions, or balancing manufacturing lines.

Production Scheduling Skill: Job Sequencing and Line Balancing Expertise

This skill provides codified expertise for production scheduling, job sequencing, line balancing, changeover optimization, and bottleneck resolution in discrete and batch manufacturing. It covers finite capacity scheduling, Drum-Buffer-Rope, SMED methodology, and practical strategies to create executable minute-by-minute production plans that maximize throughput at constraints while meeting delivery commitments.

Production Order Creation Skill with Specifications and Routing

This skill enables users to create production orders with detailed specifications and routing information. It follows a structured workflow to understand requirements, research best practices, draft actionable plans, and ensure quality, making it ideal for manufacturing operations and production management.

Olympus Cleveland Plant Standard Operating Procedure Reference Skill for Supervisors

This skill provides instant access to the Olympus Cleveland plant SOP, covering alarm thresholds, escalation matrix, supplier quality-hold rules, OEE definitions, and incident brief requirements. All answers must cite specific section numbers.

Workday HCM Employee Lookup Skill - Resolve IDs, Query Org and Shifts

This skill serves as a read interface to Workday HCM, resolving EMP-* IDs to detailed employee info (display name, work email, manager, location, position), supporting name-based search, direct reports listing, position metadata, org chart queries, shift rosters, and time-off lookups for plant supervisors.

Mistake-Proofing Technique Manager for JSON and CSV Task Management

poka-yoke is an industrial-grade mistake-proofing technique manager focused on mistake-proofing tasks in JSON and CSV formats. It provides status checking, adding, listing, searching, removing, exporting, statistics, and configuration features to help users effectively manage and monitor mistake-proofing tasks, ensuring stability and reliability in production processes.

ToolCrib - Tooling Inventory Management System for Machine Shop Tracking and Reorder

ToolCrib is a specialized skill for managing tooling inventory in the MNMUK machine shop. It tracks turning inserts, milling inserts, solid carbide endmills, drills, toolholders, and consumables with reorder points and usage monitoring. Activated when users ask about tool inventory, insert availability, reorder lists, tooling costs, or usage, it provides structured templates and formulas to prevent stockouts, control expenses, and optimize tool utilization.

Expert in Work Instruction: Granular Steps, Safety and Parameters

This AI skill generates detailed Work Instructions (WI) for specific tasks, breaking them into atomic steps with exact parameters, visuals, and safety notes. It ensures untrained personnel can complete tasks correctly and safely, aligning with parent SOPs. Ideal for manufacturing, maintenance, and quality control.

Flexible Job Shop Scheduling Downtime-Aware Repair Skill

This skill is used to repair infeasible or non-optimal flexible job shop scheduling plans into downtime-feasible, precedence-feasible schedules while keeping within policy budget. It provides complete repair algorithm reference code and detailed execution pipeline.

F-36 Plant Floor Operations: Integrated Quality Testing and Production Management

F-36 Plant Floor Operations is a skill designed for plant floor operators, integrating machine testing, disposition, shift management, vendor review, and compliance monitoring via CLI. It is optimized for noisy environments with gloved hands, supporting voice-driven workflows and Stream Deck button interactions.

Production Scheduling and Bottleneck Resolution Skill for Discrete and Batch Manufacturing

Codified expertise for production scheduling, job sequencing, line balancing, changeover optimisation, and bottleneck resolution in discrete and batch manufacturing. Use when you need help with production scheduling.

Manufacturing Documentation Expert: Crafting Production Process and Manufacturing Workflow Documents

This skill is tailored for creating manufacturing documentation, integrating research, writing, source citation, anti-hallucination, compliance check, and quality check capabilities. It helps users efficiently produce high-quality production process documents and manufacturing workflow descriptions. With built-in systematic research workflows and writing standards, it ensures accurate, well-structured, and reliable content. Ideal for manufacturing professionals and technical writers.

Super Industry Operations Skill for Logistics, Manufacturing, Procurement and Quality Workflows

Provides AI coding agents with practical operational context for industry workflows including logistics, manufacturing, procurement, production scheduling, supply chain and quality. Includes modular reference docs, process maps, risk notes and implementation checklists for rapid, agent-assisted improvement.

Production Scheduling Expert Skill: Optimize Manufacturing Plans and Bottleneck Management

Expert knowledge and practical guidance for production scheduling in discrete and batch manufacturing environments. Covers job sequencing, line balancing, changeover optimization, bottleneck identification and resolution, based on TOC (Theory of Constraints), SMED, OEE analysis, and ERP/MES interaction patterns. Helps production planners effectively manage schedules, respond to disruptions, and maximize throughput.

Formulate — Design One Batch: Conversational Soap Recipe Drafting with Lye Calculation and Inventory Awareness

This skill is the entry point of the soap-making loop. It conducts a design conversation covering mold, use case, fragrance, and specific oils, then generates a Draft recipe with all weights computed by tools/lye.py. It reads inventory without writing, and hands off to Brian's SoapCalc cross-check, the only gate to Ready status. Ideal for starting a new batch.

Production Scheduling Expert: Constraint Management, Changeover Optimization, Bottleneck Resolution

Codified expertise for production scheduling, job sequencing, line balancing, changeover optimization, and bottleneck resolution in discrete and batch manufacturing. Includes TOC/drum-buffer-rope, SMED, OEE analysis, disruption response, and ERP/MES integration patterns.

Production Performance Aggregation Automation Skill - Auto Generate Master List from BI and API Data

This skill automates the aggregation of production performance data. It extracts data from BI performance files, labor rate unit price files, and assembly cost APIs to automatically generate a Production Management Master List Excel file. It reduces manual work and improves accuracy for manufacturing production management.

Production Scheduling and Optimization: Bottleneck Management and Line Balancing Expertise

Codified expertise for production scheduling, job sequencing, line balancing, changeover optimization, and bottleneck resolution in discrete and batch manufacturing. Includes TOC/drum-buffer-rope, SMED, OEE analysis, disruption response frameworks, and ERP/MES interaction patterns. Use when scheduling production, resolving bottlenecks, optimizing changeovers, responding to disruptions, or balancing manufacturing lines.

Production Scheduling Expert Skill for Bottleneck Optimization and Changeover Decision Support in Discrete and Batch Manufacturing

Codified expertise for production scheduling, job sequencing, line balancing, changeover optimization, and bottleneck resolution in discrete and batch manufacturing. Includes TOC/drum-buffer-rope, SMED, OEE analysis, disruption response frameworks, and ERP/MES interaction patterns. Use when scheduling production, resolving bottlenecks, optimizing changeovers, responding to disruptions, or balancing manufacturing lines.

Supplier Risk Agent: AI Monitoring for Delivery, Quality, and Continuity Risks in Manufacturing

The Supplier risk agent is an AI agent within the Manufacturing and Industrial Production operating system that monitors supplier delivery, quality, and continuity risk. It handles repeatable sensing, interpretation, drafting, and coordination tasks for the human supply chain manager, operating within a defined accountability boundary and providing auditable, well-cited recommendations.

Production Scheduling Skill: Expert Knowledge for Discrete and Batch Manufacturing Optimization

Provides codified expertise for production scheduling, job sequencing, line balancing, changeover optimization, and bottleneck resolution in discrete and batch manufacturing. Based on 15+ years of production scheduler knowledge. Includes Theory of Constraints/Drum-Buffer-Rope, SMED, OEE analysis, disruption response frameworks, and ERP/MES interaction patterns. Ideal for scheduling production, resolving bottlenecks, optimizing changeovers, responding to disruptions, or balancing manufacturing lines.

Factory Status Check Skill - Real-time Factory Monitoring and Production Overview

The Factory Status Check skill provides a comprehensive overview of your Factorio factory, including research progress, drill status, inventory levels, and production metrics. It helps players and AI agents make informed decisions by querying current factory state through a simple command.