Production-related vocational skills

Helper Production Worker - Transform Human Expertise into AI Agents for Manufacturing

This skill converts experienced production workers' operational knowledge, troubleshooting methods, and safety management into deployable AI agents. It helps novices quickly learn production lines, anomaly handling, and quality control. Through natural language interaction, workers get instant standard procedures, process parameters, and safety reminders, boosting efficiency and compliance.

Tire Builder AI Expert Role - Domain Knowledge-Powered Intelligent Assistant

This is an AI expert role for tire building, integrated in the domain-experts project. It provides comprehensive domain knowledge on tire design, material selection, manufacturing processes, testing standards, etc., enabling engineers and researchers to quickly gain industry best practices and technical insights through natural language interaction, simulating human expert experience.

Paper Goods Machine Operator Expert Agent - AI-Powered Knowledge Base for Paper Processing Equipment Operation

Based on the paper-goods-machine-operator role in the open-source domain-experts project on GitHub, this skill provides professional knowledge for operating paper processing machinery (cutters, rewenders, slitters, etc.), including operation procedures, troubleshooting, maintenance, and safety guidelines. It simulates senior operator experience to help new employees quickly learn equipment operation and optimize production efficiency.

Etcher-Engraver AI Agent: Craft Design, Material Selection & Technique Guidance for Precision Engraving

This skill is an AI agent specializing in etching and engraving, part of the domain-experts repository by wonsukchoi. It embodies the expertise of a master engraver, offering advice on material properties (metal, glass, wood), pattern design, tool selection (manual burins, laser engravers), process parameters, troubleshooting, and traditional techniques. Ideal for craftsmen, product designers, and hobbyists seeking professional guidance.

Cooling Freezing Equipment Operator Expert AI Agent Skill Pack

Convert deep expertise of cooling freezing equipment operators into AI agents, offering operational guidance, fault diagnosis, safety protocols, and maintenance tips for refrigeration systems, cold storage, and freezers.

Metal Pickling Equipment Operator AI Expert Skill

This skill transforms the professional knowledge of metal pickling equipment operators into AI agents, covering complete knowledge system including equipment operation procedures, safety regulations, maintenance, and quality control. Suitable for AI assistant training in industrial field to help novices quickly master core skills of metal surface treatment.

Adhesive Bonding Machine Operator AI Agent: Transform Expert Knowledge into Interactive AI Assistant

This is an AI agent skill that encapsulates the professional knowledge of adhesive bonding machine operators into an interactive AI. Users can simulate parameter settings, troubleshooting, quality control in bonding processes, and get expert-level guidance. Ideal for manufacturing training, process optimization, and quick onboarding of new employees, reducing training costs.

Photographic Process Worker AI Skill: Expert in Photo Printing and Darkroom Techniques

This skill models the expertise of a photographic process worker, covering film development, photo enlargement, color correction, darkroom operations, and other traditional photography processing techniques. It provides comprehensive guidance from negative handling to final print output for photographers, enthusiasts, or AI learning platforms, including chemical mixing, exposure control, and development timing calculations.

Semiconductor Processing Technician AI Expert Role - Transform Human Expert Knowledge into AI Agents

This skill encapsulates the expertise of a semiconductor processing technician into an AI Agent, enabling simulation of semiconductor manufacturing workflows, equipment operation, quality inspection, and more. It provides structured knowledge bases and conversation templates for developers to quickly build domain-specific AI assistants for training, consulting, and troubleshooting tasks.

Coating Painting Spraying Machine Operator AI Expert: Human Knowledge into Intelligent Agent

This skill transforms the expertise of experienced coating/painting/spraying machine operators into an AI agent, assisting beginners in quickly mastering parameter adjustments, troubleshooting, process optimization, and more. Through interactive learning and simulated operations, it improves coating quality and efficiency, solving real-world production issues.

Ophthalmic Laboratory Technician AI Agent Skill - Expert Knowledge for Ophthalmic Lab Operations

Convert the professional knowledge and workflows of ophthalmic laboratory technicians into AI agents, helping developers quickly build intelligent agents that can simulate ophthalmic lab work. Covers lens grinding, inspection, vision testing, and more.

Medical Appliance Technician AI Agent: Domain Expert Skill for Equipment Maintenance and Support

This skill converts the expertise of medical appliance technicians into an AI agent, covering medical device maintenance, fault diagnosis, calibration procedures, and safety standards. Users can quickly access equipment operation guides, repair workflows, and industry regulations through the skill interface, ideal for medical equipment management, clinical engineering support, and technician training.

Furnace Kiln Oven Operator: Transform Human Expertise into AI Agent for Industrial Operations

This skill from the domain-experts project on GitHub converts the knowledge of furnace, kiln, and oven operators into an AI agent. It provides expert guidance on operation procedures, safety protocols, troubleshooting, and maintenance for industrial heating equipment, helping operators make better decisions and reduce risks.

AI Expert Role for Cutting and Slicing Machine Operator: Full Skill Package

This skill package converts the expertise of experienced cutting and slicing machine operators into an AI agent. It covers machine structure, parameter setting, blade selection, safety protocols, common fault diagnosis, and maintenance. Suitable for food processing, textile, metal sheet industries, digital training, knowledge transfer, and intelligent decision support, helping newcomers master operations quickly and improve efficiency and safety.

Hand Cutter Trimmer Expert AI Agent Role Skill Pack

Transform an AI agent into a professional hand cutter and trimmer expert, providing precise cutting technique guidance, material selection advice, and safety operation standards, suitable for manufacturing, handicraft, gardening pruning, etc. Based on domain expert knowledge base for intelligent Q&A and task planning.

Hand Grinding and Polishing Worker Expert Skill: AI Agent Knowledge Base for Manual Polishing

This skill from the domain-experts project provides AI agents with expert knowledge of hand grinding and polishing workers, covering tool selection, operation procedures, safety regulations, quality inspection, and common issue troubleshooting. Suitable for manufacturing and craft processing scenarios, enabling AI systems to learn and simulate human expert techniques.

Crushing & Grinding Machine Operator AI Agent Skill: Industrial Operation & Fault Diagnosis

Transforms expert knowledge of crushing and grinding machine operators into AI agents. Covers equipment operation procedures, safety regulations, common fault troubleshooting, and efficiency optimization. Suitable for industrial automation training, virtual simulation, and operator decision support.

Separation Still Machine Operator Skill: Chemical Separation and Distillation Process Expert Knowledge Base

This skill encapsulates the expert knowledge of a separation still machine operator in chemical industry, including distillation principles, equipment operation, process parameter adjustment, safety regulations, and troubleshooting. Suitable for chemical industry practitioners, students, and AI agents, providing standard operating procedures and common problem solutions to help users efficiently master the core points of separation distillation processes.

Packaging Filling Machine Operator Domain Expert AI Agent Skill

This skill converts the knowledge and experience of human packaging filling machine operators into an AI agent, providing professional support such as equipment operation guidance, troubleshooting, and maintenance suggestions. Users can deploy it on an AI agent platform with a simple install command, gaining a 24/7 virtual expert assistant.

Ceramic Molder Shaper Caster Domain Expert AI Agent Skill for Ceramic Craft

This skill transforms a seasoned ceramic molder, shaper and caster into an interactive AI agent. It captures decades of hands-on expertise in ceramic hand forming, mold shaping and slip casting, offering step-by-step process guidance, defect troubleshooting, material and equipment recommendations, and quality control advice. Learners, hobbyists and professional potters can consult the agent for questions about clay body selection, mold making, casting slip preparation, demolding, drying and firing stages. The skill package includes a structured SKILL.md definition and reference materials that ground the agent's responses in proven ceramic workshop practices, making it a practical virtual mentor for both studio education and production environments.

Glass Blower and Molder Expert AI Role for Traditional Glass Craft

A specialized AI agent role skill from the domain-experts project that transforms traditional glass blowing and molding expertise into an intelligent agent. It covers core craft areas including glass blowing technique, mold forming, thermal control, and material selection, helping users learn and apply professional glass manufacturing knowledge through interactive AI conversations. The skill provides expert guidance on glass melting temperatures, tool handling, mold design principles, and finishing techniques. It is suitable for craft enthusiasts, design students, and manufacturing professionals seeking on-demand advice from a virtual master craftsman.

Glass Blower and Molder Expert AI Role for Traditional Glass Craft

A specialized AI agent role skill from the domain-experts project that transforms traditional glass blowing and molding expertise into an intelligent agent. It covers core craft areas including glass blowing technique, mold forming, thermal control, and material selection, helping users learn and apply professional glass manufacturing knowledge through interactive AI conversations. The skill provides expert guidance on glass melting temperatures, tool handling, mold design principles, and finishing techniques. It is suitable for craft enthusiasts, design students, and manufacturing professionals seeking on-demand advice from a virtual master craftsman.

Manufacturing Potter AI Expert Agent Role: Complete Ceramic Production Process Craftsmanship Knowledge Skill

This skill transforms professional potter expertise into an AI agent, simulating an experienced manufacturing potter role. It covers the entire ceramic production workflow, including clay selection and formulation, wheel throwing and hand building techniques, trimming, surface decoration methods, glaze preparation and application, kiln loading and firing temperature control, as well as common defect analysis and remedies. The knowledge embedded in this skill is applicable to craft education, production line guidance, pottery studio creation assistance, and quality inspection scenarios. By leveraging this skill, users can obtain professional advice on ceramic manufacturing, learn proper techniques, avoid common pitfalls, and improve production efficiency and product quality. It serves as a digital pottery expert that anyone can access anytime.

Stone Cutter Carver Manufacturing Domain Expert Skill with Professional Knowledge

This skill converts the expertise of stone cutters, carvers, and manufacturing professionals into an AI agent. It provides professional guidance on stone cutting, carving techniques, and manufacturing processes, combining traditional craftsmanship with modern methods. Useful for construction, sculpture, and artisan industries.

Troubleshoot Print Issues: Systematic 3D Printing Failure Diagnosis and Fix Guide

A systematic skill for diagnosing and fixing common 3D printing failures through symptom collection, classification, and root cause analysis. Covers bed adhesion, stringing, layer shifts, warping, under/over-extrusion, and more. Includes diagnostic reference table, G-code extraction commands, and 5 Whys analysis technique.

Prepare Print Model - Complete 3D Printing Model Preparation Workflow

This skill provides a complete 3D printing model preparation workflow, including CAD export to STL/3MF, mesh integrity verification, repair of non-manifold edges and holes, minimum wall thickness validation, and print orientation optimization for FDM, SLA, SLS processes. Ensures manifold models with adequate wall thickness and proper orientation for strength and print quality.

Saudi Telecom Carrier APIs Integration Skill - STC, Mobily, Zain for SMS, OTP and Carrier Billing

This skill provides developer integration guides and code examples for Saudi Arabia's three major telecom operators (STC, Mobily, Zain), covering SMS sending, OTP verification, carrier billing payment, and other API services with setup instructions.

CNC Tool Operator Skill: Trend Diagnosis, Tool Wear Compensation, and First-Article Inspection Decision Support

A professional skill for CNC machining center and lathe operators, focused on diagnosing dimensional trends approaching tolerance limits across consecutive parts, deciding between tool wear offset and tool replacement, evaluating work-holding repeatability issues, and verifying setup changes with first-article inspection before production runs.

CNC Operator Expert: G-Code Programming and Precision Machining Parameter Optimization

Expert CNC machine operator skill covering G-code/M-code programming, ±0.005mm precision control, tool selection optimization, cutting parameter calculation for aluminum/steel/titanium, workholding setup, chatter troubleshooting, and first-article inspection for efficient precision manufacturing.

CNC Machining Program Manager CLI Tool with Status, Add, List, Search, Remove, Export, Stats and Config Commands

CNC machining program manager is a command-line tool designed for managing CNC machining programs. It offers commands for status viewing, adding new entries, listing all entries, searching, removing, exporting data, displaying statistics, and configuring preferences. Data is stored in JSONL format in ~/.cnc/ directory. This tool simplifies CNC program management with structured output and error handling.

CNC Setup Sheet Generator for MNMUK Machine Shop - Standardized Documentation

Generates standardized CNC setup sheets for MNMUK machine shop, covering DMG MORI 5-axis mills and turning centers, CITIZEN Swiss-type lathes, MITSUBISHI EDM (wire and sinker), and Haas machines. Activates on commands like 'setup sheet', 'create setup', 'job setup', 'machine setup', 'tooling list', 'fixture setup', or 'new job' for any CNC operation.

Mid-print Recoater Control and Layer Parameter Adjustment Skill for SLS4All Inova

Enables mid-print adjustment of recoater behavior and layer parameters on the SLS4All Inova printer. Supports staged passes, full-recoat expansion, and runtime overrides for speeds, shake, powder dosing, Z clearance, and delays. Ideal for fixing recoating quality issues and optimizing prints.

3D Printing PETG Troubleshooting and OrcaSlicer Optimization Assistant

This skill is tailored for Creality Ender 3 V3 KE users, focusing on PETG/PLA materials. It diagnoses common printing issues such as clogs, stringing, poor first layers, and underextrusion, offering step-by-step fixes. It also covers OrcaSlicer parameter calibration, PID tuning, flow rate optimization, and Pressure Advance adjustment to enhance print quality.

G-code to Text Interpretation: Decode and Extract Text Content from G-code Toolpath Geometry and Coordinate Patterns

This skill focuses on extracting and interpreting text content from G-code files by analyzing toolpath geometry and coordinate patterns. It transforms movement commands into recognizable letter shapes, applicable in 3D printing, CNC engraving, and laser cutting. Helps users identify text that will be printed/engraved, reverse-engineer embossed or engraved text from toolpaths, or visualize G-code geometry to reveal hidden content.

Manufacturing & Economic Knowledge for CNC Milling and Injection Molding

This skill delivers technical specs, material properties, and cost models for CNC milling and injection molding. It guides part design to meet max_unit_cost and target_quantity constraints, offering cost formulas, design rules, and code patterns for optimal manufacturability.

Cut Gemstone: Complete Lapidary Skill from Rough Assessment to Faceting and Polishing

Cut Gemstone is a professional lapidary skill covering rough assessment, orientation planning, dopping, grinding, and faceting geometry. Use it to cut rough gemstone material into cabochons or faceted stones, with guidance for pleochroic, star, and cat's eye stones, plus toxic dust safety warnings.

Polish Gemstone: Complete Guide to Final Finish with Abrasives, Compounds, and Quality Control

A comprehensive lapidary skill for polishing cut gemstones to final optical-quality finish. Covers pre-polish surface checks, progressive abrasive sequences, polishing compound selection, lap and pad choices for both cabochons and faceted stones, speed/pressure control, and final quality assessment criteria.

Jeweler Skill: Casting Shrinkage Calculation and Gemstone Safety Handling

The Jeweler skill provides professional judgment support for jewelers, covering wax pattern dimension calculation based on target ring size and alloy-specific shrinkage rate, verifying stone setting security by prong metal thickness rather than visual tightness, reconciling metal weight in/out on a job, and deciding whether a specific gemstone can safely tolerate ultrasonic cleaning or heat during a repair. Suitable for jewelry fabrication, repair, and quality control.

Traditional Instrument Maker - Master Chinese & Asian Luthier Skill

An expert-level skill that transforms AI into a master luthier with 25+ years of experience in crafting Chinese and Asian traditional instruments. Covers plucked, bowed, and wind instruments like guqin, guzheng, pipa, erhu, dizi. Includes wood selection, acoustic testing, traditional joinery, restoration techniques, and anti-pattern guidance. Ideal for instrument making, restoration, traditional music, woodcraft, and acoustic design.

Gemstone Cutting and Polishing: Complete Guide from Rough to Finished Stone

This skill provides professional guidance on gemstone cutting and polishing, covering rough assessment, orientation planning, dop stick mounting, wheel operation, and standard round brilliant cutting angles. Ideal for hobbyists and lapidaries using cabochon or faceting techniques to safely produce high-quality finished gems.

Gem and Diamond Worker Skill: Comprehensive Cutting Planning and Standardized Grading

This skill is designed for gem and diamond processing professionals, offering a comprehensive decision framework covering crystal structure identification, inclusion mapping, cutting planning, and standardized clarity/color grading. It assists users in making optimal irreversible cut decisions, balancing carat yield with quality enhancement, and ensuring objective assessments to avoid financial losses.

Jewelry Designer: Expert Custom Jewelry Design from Concept to Finished Piece

The Jewelry Designer skill is a professional AI assistant with over 15 years of experience in fine jewelry design and manufacturing. It helps users complete the full workflow of custom jewelry design, from concept, gemstone selection, material recommendation to manufacturing process planning. Suitable for engagement rings, fashion pieces, and bespoke commissions, it provides expert design advice, budget allocation, market assessment, and manufacturing feasibility analysis.

Quality Nonconformance Management Skill for Regulated Manufacturing - Root Cause Analysis and CAPA

This skill provides quality engineers with codified expertise for managing non-conformances in regulated manufacturing environments. It covers the full NCR lifecycle, root cause analysis methods (5 Whys, Ishikawa, FTA, 8D), CAPA processes, and supplier quality management. Applicable to FDA 21 CFR 820, IATF 16949, AS9100, and ISO 13485 contexts.

GMP Compliance Checklist Generator for Manufacturing Quality and Regulatory Compliance

The gmp-compliance skill helps create GMP (Good Manufacturing Practice) compliance checklists for manufacturing environments. It guides users through understanding requirements, researching best practices, drafting structured checklists, and refining them for actionable quality and regulatory compliance. Ideal for pharmaceutical, food, and cosmetic industries.

Quality Control Plan Design and Inspection Criteria Development Skill

This skill enables users to design comprehensive quality control plans with well-defined inspection criteria. It follows a structured workflow of requirement understanding, research and analysis, draft creation, and review/refinement to produce actionable quality plans featuring key components, action plans, and success metrics. Ideal for manufacturing, software development, and any field requiring systematic quality management.

Quality Inspector, Tester, Sorter, and Weigher - Defect Classification and AQL Decision Expert

This skill supports quality inspectors, testers, sorters, and weighers with professional judgment, covering defect severity classification, AQL sampling result overrides, measurement system capability (gauge R&R), and disposition authority decisions for reliable and compliant quality management.

Manufacturing Failure Reason Codebook Normalization Skill

This skill normalizes testing engineers' written defect reasons against product codebooks by correcting typos, misused abbreviations, ambiguous descriptions, mixed Chinese-English text, and misleading text. It performs segmentation, semantic matching, confidence calibration, and station validation to output standardized failure codes and labels.

BOM and SOP Comparison and Proofreading Tool: Efficiently Manage Bill of Materials Differences

This skill provides BOM and SOP comparison and proofreading capabilities. It supports merging multiple BOM files before comparison with SOP, detecting differences in name/specification, reference designator, and quantity. It annotates differences in SOP files, appends BOM data, and generates reports including three tables: SOP-only materials, BOM-only materials, and quantity difference details. Triggered when users send BOM and SOP files for comparison.

Quality Management Skill: Ensuring Purchasing, Production, and Sales Meet Standards Every Time

This skill manages quality across the entire supply chain, including incoming inspection, in-process checks, non-conformance reporting, CAPA, lot traceability, and recalls. It helps organizations maintain consistent standards, catch problems early, and use AI agents to build inspection plans, import specs, design CAPA workflows, and ensure regulatory compliance.

Step 09 Inspection Execution: Team Agent Parallel Quality Check Workflow

Execute inspection checklists in parallel using team agent pattern, covering spec consistency, performance, security/compatibility, and UI/UX. Automatically create tasks, assign inspectors, integrate results, and generate comprehensive inspection reports to ensure feature delivery quality.

Manufacturing Yield Operations Diagnostic and Loss-Factor Tracking Skill

This skill provides a systematic approach for manufacturing yield diagnostics and loss-factor tracking. It guides teams through scoping, baseline snapshots, risk prioritization, and minimal testable improvements, with decision logs and action plans. Ideal for semiconductor, electronics, and automotive manufacturing environments focused on data-driven yield enhancement.

Quality and Non-Conformance Management Expertise for Regulated Manufacturing

This skill codifies expertise for quality control, non-conformance investigation, root cause analysis, corrective and preventive actions (CAPA), and supplier quality management in regulated manufacturing. It covers the NCR lifecycle, MRB dispositions, RCA tools (5 Whys, Fishbone, FTA, 8D), and SPC interpretation, aligned with FDA, IATF, AS9100, and ISO 13485 standards.

Quality & Non-Conformance Management Expert Skill for Root Cause Analysis and CAPA

Codified expertise for quality control, non-conformance investigation, root cause analysis, corrective action, and supplier quality management in regulated manufacturing. Includes NCR lifecycle, CAPA systems, SPC interpretation, and audit methodology.

Intelligent Quality Monitoring with AI-Powered Metrics Tracking and Predictive Risk Assessment

This skill focuses on intelligent quality monitoring in the pharmaceutical and life sciences sectors, leveraging AI for quality metrics tracking, predictive quality risk assessment, automated deviation detection and management, and intelligent trend analysis and prevention. It targets L4 proficiency with evaluate-level cognitive skills, referencing FDA and EMA regulatory guidance, enabling users to independently evaluate and apply knowledge in pharmacovigilance scenarios.

PSV Sample Quality Validation and Verification Tool

prk-psv-qa is a specialized skill for validating PSV sample quality. It automatically checks format completeness, content quality, ground truth calibration, technique hint leakage, and realism, providing detailed validation reports with per-sample quality scores and improvement suggestions. This tool helps developers ensure PSV samples meet PECAM level definitions, enhancing training data reliability and educational value.

Commerce Quality - Manage Inspections, NCRs, and Quality Holds

This skill manages quality inspections, non-conformance reports, and quality holds. Use it to inspect received goods, production output, or customer returns for defects, create and track inspections, record results, generate NCRs, place/release quality holds, and handle status flows and dispositions.

Renner QC Manual Skill: Complete Buyer Inspection Knowledge Base with Defect Codes, AQL Sampling, RFID Rules and Inspectorio Integration

This skill provides a comprehensive QC knowledge base for Lojas Renner buyer inspections, covering 4 pillars, AQL sampling plans, RFID tag rules, hanger specifications, POM measurements, children's safety, gray scale evaluation, Inspectorio platform, CAPA process, and real field scenarios. Ideal for inspectors, managers, and agents needing quick answers.

Customer Return Multi-Dimensional Analysis Report Skill with 7-Dimension Structured Analysis

This skill performs structured analysis on customer return data across 7 dimensions: overall overview, acceptance reason, retest result, defect cause, defect material, responsibility attribution, and processing status. It supports full report generation and single-dimension precise query, automatically fetching data via MCP tools and outputting analysis tables and conclusions in predefined formats. Suitable for quality management, after-sales analysis, and product improvement scenarios.

Apparel Quality Control Program Design and Optimization Skill

This skill helps users design apparel quality control programs, covering requirement analysis, best practices research, structured action plan creation, and quality review processes for garment manufacturing and quality management.

Defect Tracker Skill for Designing Classification-Based Defect Tracking Systems

The defect-tracker skill is designed for manufacturing defect tracking systems, offering a complete methodology from requirement analysis, classification framework construction to action planning. With standardized workflows, component tables, and measurable success metrics, it helps teams efficiently manage defect data and improve tracking efficiency and quality.

Create Inspection Checklists for Quality Assurance with Structured Workflow

The inspection-checklist skill is a professional tool for creating quality inspection checklists, specifically designed for manufacturing and related QA fields. It follows a structured workflow from requirements understanding, research and analysis, to draft creation and refinement, generating actionable, measurable checklists. The skill provides standardized output formats including key components tables, action plans, success metrics, and quality checklists, suitable for various quality control scenarios.

Receiving Inspection Procedure and Form Design Skill for Manufacturing Quality Assurance

This skill helps manufacturing professionals design comprehensive receiving inspection procedures and forms. It provides a structured workflow covering requirement analysis, best practice research, draft creation, and review refinement, ensuring inspection processes align with industry standards and business needs.

Quality Control Inspector: Analyze QC Data, Detect Defects, and Suggest Improvements

Quality Control Inspector is a production-ready agent skill for manufacturing workflows. It analyzes quality control data, detects defect patterns, and suggests process improvements. Features include high performance with intelligent caching, full type safety, streaming support, comprehensive error handling, extensible plugin architecture, and 95%+ test coverage.

Quality Nonconformance Management Skill for Root Cause Analysis and CAPA Handling

This skill provides codified expertise for quality nonconformance management in regulated manufacturing, covering NCR lifecycle, root cause analysis, CAPA systems, and supplier quality management. It helps users investigate product defects, process deviations, interpret SPC data, and audit supplier quality in industries like medical devices, automotive, and aerospace.

Quality Nonconformance Management and Root Cause Analysis Expert for Regulated Manufacturing

This skill provides codified expertise for quality professionals in regulated manufacturing, covering nonconformance investigation, root cause analysis, corrective and preventive actions, and supplier quality management. It supports FDA, IATF, AS9100, and ISO 13485 environments, guiding users through the entire NCR lifecycle from identification to disposition.

Super Industry Operations Skill: Logistics, Manufacturing, Procurement, Production Scheduling, Supply Chain and Quality Workflows

Provides AI coding agents with practical operational context for industry operations, including logistics, manufacturing, procurement, production scheduling, supply chain workflows, and operational quality. Module-based Markdown skill files help agents understand domain constraints, design improved workflows, and deliver implementation-ready outputs.

Step 09: Create Pre-Release Inspection Checklist Skill

This skill creates a pre-release inspection checklist by reviewing all deliverables (specs, design, code diff, test results) across dimensions like spec-implementation consistency, performance, backward compatibility, security, UI/UX, and bug fix verification. Triggered via 'inspection checklist' or '/step09-inspection {feature name}', it generates a checklist file and commits it to Git for release quality assurance.

Phase Checklist Generation and Recording Skill for Steel Production

This skill generates and records phase-specific checklists for steel production stages (cutting, welding, assembly, painting, final inspection, delivery). It is triggered when an operator completes a phase or when keywords like 'checklist', 'phase verification', 'phase completed', or 'phase transition' are mentioned. It covers EN 1090-2, EN ISO 3834-3, and ISO 9001 §8.5 standards, ensuring quality traceability at each stage.

Quality Management Engineer Agent - SPC Analysis and ISO Compliance Advisor

This skill simulates a senior quality engineer, providing quality system design, statistical process control (SPC), defect analysis methods, and ISO/IATF compliance recommendations. Suitable for manufacturing quality improvement, quality system establishment, and supplier quality management. Activated when users need quality improvement suggestions, statistical analysis methods, or quality system design.

Automated Manufacturing Surveillance Skill: AI-Powered Production Quality Deviation Detection and Alert

KSB-D06-K0041 is an AI skill focused on automated manufacturing surveillance, monitoring production processes in real-time to identify quality deviations. It covers the medication errors and quality domain, supports FDA, ICH and other regulatory requirements, and is applicable to pharmaceutical, medical device and other manufacturing industries, helping companies detect and manage quality risks during production.

Quality and Nonconformance Management Expert: NCR Investigation, Root Cause Analysis, CAPA and SPC

Codified expertise for quality control in regulated manufacturing, covering nonconformance investigation, root cause analysis, corrective actions, and supplier quality management. Based on 15+ years of experience in FDA, IATF 16949, and AS9100 environments. Includes NCR lifecycle, CAPA systems, SPC interpretation, and audit methodologies.

Quality and Non-Conformance Management Skill: NCR Investigation, CAPA, and SPC Analysis Expert System

A codified expertise for quality control in regulated manufacturing, covering non-conformance report (NCR) lifecycle, root cause analysis, corrective and preventive actions (CAPA), SPC interpretation, and supplier quality management. Informed by 15+ years experience across FDA, IATF 16949, and AS9100 environments. Use for investigating non-conformances, managing CAPAs, interpreting SPC data, or handling supplier quality issues.

Root-cause Analysis Agent for Manufacturing Quality Defect Investigation

An AI agent skill for the Manufacturing and Industrial Production OS. Investigates defects, proposes corrective actions via a seven-step lifecycle, operates under human quality engineer supervision, respects accountability boundaries, and delivers auditable recommendations.

Factory Quality Analysis and Monthly Trend Query Skill

This skill is designed for contract manufacturer quality analysis. It queries overall quality data and monthly trends for a specific factory by filtering return data, analyzing defect causes and materials, comparing with quality baseline standards, and providing comprehensive evaluation and improvement suggestions. Suitable for quality managers to quickly grasp factory quality status.

Geely Quality Rootcause Copilot: 8D and QRQC Root Cause Analysis for Vehicle Manufacturing Defects

This skill is designed for the automotive manufacturing industry to assist in 8D and QRQC root cause analysis. It takes inputs like defect symptom, part name, production line info, and generates a problem statement, fishbone hypothesis, prioritized causes, containment actions, and verification checklist, outputting an 8D report draft to help quality engineers resolve production issues efficiently.

Batch Record Design Expert - Professional Template Creation Tool for Biotech

batch-record-design is a skill focused on designing batch record templates in the biotech field. It helps users systematically create structured and complete batch record templates based on specific needs, covering the full workflow from requirements analysis, research, drafting, to review, and provides standardized output formats and quality checklists.

Equipment Log Skill for Tracking and Maintenance

The equipment-log skill helps users create comprehensive equipment logs for tracking and maintenance purposes. It provides structured templates and automated workflows to record equipment usage, maintenance history, and troubleshooting information, improving equipment management efficiency and accuracy.

PPAP Documentation Skill - Manufacturing Production Part Approval Process File Generation Assistant

PPAP Documentation Skill is an intelligent assistant designed for manufacturing, helping users quickly prepare complete documentation packages required for the Production Part Approval Process (PPAP). It provides a standardized document generation workflow including requirement understanding, research analysis, draft creation, and review refinement, covering key component tables, action plans, and quality checklists to ensure documentation meets industry standards and customer requirements, improving work efficiency and document quality.

GMP Standard Operating Procedure Drafting and Compliance Review Skill

This skill drafts and reviews GMP-compliant Standard Operating Procedures (SOPs) covering document control, role accountability, process controls, deviation/CAPA handling, and records management, aligned with FDA CGMP, ICH, WHO, PIC/S, and EU GMP regulations, for regulated manufacturing industries.

Manufacturing Failure Reason Codebook Normalization Skill

This skill normalizes testing engineers' written defect reasons according to product codebooks. It corrects typos, misused abbreviations, ambiguous descriptions, mixed Chinese-English text, and misleading text. It performs segmentation, semantic matching, confidence calibration, and station validation to output the best-matching standardized code and label for each defect segment, with detailed rationale.

Quality & Non-Conformance Management: NCR, CAPA, Root Cause Analysis, SPC and Supplier Quality Expertise

Codified expertise for quality control, non-conformance investigation, root cause analysis, corrective action, and supplier quality management in regulated manufacturing. Informed by quality engineers with 15+ years experience across FDA, IATF 16949, and AS9100 environments. Includes NCR lifecycle management, CAPA systems, SPC interpretation, and audit methodology.

Quality Non-Conformance Management and Root Cause Analysis Expertise

This skill provides codified expertise for quality control, non-conformance investigation, root cause analysis, corrective action, and supplier quality management in regulated manufacturing environments. It covers NCR lifecycle, 5 Whys, Ishikawa, FTA, 8D methodologies, supporting FDA, IATF, AS9100 compliance.

Quality Management Analysis Skill: First Pass Yield Defect Rate Rework Cost Tracking

This skill focuses on manufacturing quality management core metrics analysis, providing FPY, defect rate, rework rate and scrap cost calculation and visualization, supporting Pareto analysis and trend tracking. Users can query quality data via natural language to quickly identify issues and aid decision-making.

Quality Non-Conformance Management and Root Cause Analysis Expert Skill

Codified expertise for quality control, non-conformance investigation, root cause analysis, corrective action, and supplier quality management in regulated manufacturing. Informed by quality engineers with 15+ years experience across FDA, IATF 16949, and AS9100 environments. Includes NCR lifecycle management, CAPA systems, SPC interpretation, and audit methodology.

Salmon Grader Real-Time Analysis and Decision Support Skill for Shift Operations

This skill provides real-time decision support for salmon grader operators during production shifts. It covers data upload workflow, KPI interpretation, trend analysis panel usage, and when to apply AI suggestions, helping operators optimize grader performance, reduce Punto Cero reject rate, and improve production efficiency.

Data Profiling Skill: Automatically Analyze Data Structure, Statistics, and Value Distribution

The Data Profiling Skill is a practical tool designed for data analysis and quality control scenarios. It automates data structure parsing, statistical information computation, and value distribution analysis by calling the data_profile tool, helping users quickly understand the overall picture of datasets. It supports multiple file formats and outputs dataset summaries, column classifications, key column analyses, and data samples, greatly improving data exploration efficiency for data scientists, quality engineers, and business analysts.

Quality Non-Conformance Management Skill for Root Cause Analysis and CAPA

This skill provides quality engineers with comprehensive expertise in non-conformance handling, deviation investigation, root cause analysis (RCA), corrective and preventive actions (CAPA), and supplier quality management in regulated manufacturing. It offers structured guidance aligned with standards like ISO 13485 and IATF 16949 to help manage quality incidents efficiently and reduce compliance risks.

SN Serial Number Full-Chain Quality Traceability Query and Material Tracking Tool

Query full-chain quality data for products from production, shipping to customer returns via SN serial number, covering 30 quality fields like process yield, defect causes, key material batches, and maintenance records. Helps quality engineers quickly locate root causes, identify batch-related material issues, and provide data-driven conclusions and improvement suggestions.

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.