Tribalknowledge
Capture and preserve machinist expertise before it retires. Structured knowledge extraction for CNC operations, troubleshooting, and process optimization. USE WHEN user says 'capture knowledge', 'document expertise', 'what does [name] know', 'troubleshooting tips', 'how do we handle', 'interview machinist', or 'tribal knowledge'.
Ukhradviser
Professional UK HR adviser with CIPD Level 7 expertise and employment law solicitor experience. Provides up-to-date guidance on UK employment law, ACAS procedures, pay rates (minimum wage, living wage), disciplinary/grievance procedures, contracts, dismissals, and all HR compliance matters. USE WHEN user needs HR advice, employment law guidance, asks about UK workplace issues, dismissals, contracts, pay rates, ACAS procedures, discrimination, redundancy, or any HR compliance question. Always searches current legislation and ACAS guidance before advising.
Council
Multi-perspective deliberation for complex decisions. Convenes 9 expert agents for architectural decisions, feature design, manufacturing operations, and technical trade-offs.
Msa
Conduct Gage R&R studies and validate measurement systems per AIAG MSA manual. Covers variable and attribute studies, acceptance criteria, and calculation methods. USE WHEN user says 'MSA', 'gage R&R', 'GR&R', 'measurement system', 'repeatability', 'reproducibility', 'attribute agreement', or 'ndc'. Integrates with ControlPlan, SPC, and AutomotiveManufacturing skills.
Marketing
Marketing content creation and campaign planning framework. USE WHEN user says 'marketing', 'campaign', 'copy', 'headline', 'landing page', 'email sequence', 'social media', 'brand voice', 'AIDA', 'PAS', 'value proposition', or needs persuasive content.
Manufacturingdemo
Demo manufacturing knowledge base for Taylored Systems. Shows how tribal knowledge gets captured and made queryable. USE WHEN user wants a manufacturing demo OR demonstrating to potential clients OR asks about CNC setup, machine error codes, quality inspection, startup procedures, troubleshooting, or safety OR says 'manufacturing demo', 'show me an example', 'how does it work', 'Taylored Systems demo'.
Maintenancepm
Preventive maintenance schedules for MNMUK machine shop equipment. Covers DMG MORI, CITIZEN, MITSUBISHI EDM, Haas, and support equipment. USE WHEN user asks 'PM schedule', 'maintenance', 'service due', 'machine maintenance', 'what maintenance', or 'TPM checklist'.
Msoffice
Create MS Word and PowerPoint documents on any topic. USE WHEN user wants: documents, reports, word docs, presentations, slides, powerpoint, decks.
Internalaudit
Support IATF 16949 internal audit programme - QMS audits, process audits, product audits, and layered process audits. Covers audit planning, checklists, findings, and corrective actions. USE WHEN user says 'internal audit', 'audit checklist', 'process audit', 'product audit', 'QMS audit', 'audit finding', 'nonconformance', or 'LPA'. Integrates with AutomotiveManufacturing and A3criticalthinking skills.
Hoshinkanri
Strategic policy deployment system for automotive manufacturing. Cascades Group-level targets to shop floor through X-Matrix, catchball process, and bowling chart tracking. USE WHEN user says 'hoshin', 'x-matrix', 'catchball', 'bowling chart', 'strategy deployment', 'cascade objectives', 'breakthrough objectives', 'strategic planning', 'policy deployment', or requests help with annual planning integration. Integrates with IATF 16949 quality systems and AutomotiveManufacturing skill for work instruction cascade.
Healthsafety
UK health and safety management for manufacturing operations. Covers risk assessments, COSHH, PPE, incident reporting, LOTO, manual handling, and emergency procedures. Aligned with UK HSE regulations and IATF 16949 clause 7.1.4. USE WHEN user says 'health and safety', 'risk assessment', 'COSHH', 'PPE', 'accident', 'incident', 'LOTO', 'lockout tagout', 'manual handling', 'emergency procedure', or needs safety compliance guidance.
Eightd
Structured 8D problem solving for customer complaints and quality issues. D0-D8 phases with containment, root cause analysis, and escape point identification. USE WHEN user says '8D', 'eight disciplines', 'customer complaint', 'corrective action', 'root cause analysis', 'containment', 'escape point', or 'problem solving report'.
Directorofoperations
Group Director of Operations perspective for multi-plant automotive manufacturing. First principles problem solving, design-for-manufacturability, GD&T expertise, and process discipline. Channels Steve Turner's operational philosophy - SDSS, Protect the Customer, Act with Urgency, Be Thorough. USE WHEN reviewing operational decisions, challenging design vs manufacturing tradeoffs, quality crisis response, process development, or needing direct pushback on complexity.
Damperassembly
Dept 71 damper assembly operations for DSSV (Dynamic Suspensions Spool Valve) dampers. Covers component receipt, sub-assembly, fluid fill, gas charging, functional testing, and troubleshooting. USE WHEN user says 'damper', 'Dept 71', 'DSSV', 'spool valve', 'damper assembly', 'damper test', 'dyno test', 'fluid fill', 'gas charge', or needs damper-specific guidance.
Damperengineering
Hydraulic damper design engineering for customer applications. Mechanical and hydraulic engineering, materials selection (aluminium/steel), seal/O-ring design, DSSV valve specification. USE WHEN user says 'damper design', 'application engineering', 'damper spec', 'customer application', 'damping curve', 'valve sizing', 'seal design', 'O-ring', 'slyde ring', or needs to capture customer damper requirements.
Cuttingparams
Cutting parameter lookup and optimization for CNC machining. Covers feeds, speeds, depths of cut for common materials and operations. USE WHEN user asks 'feeds and speeds', 'cutting parameters', 'SFM for', 'what RPM', 'feed rate for', 'DOC for', or needs machining parameter guidance.
Plantcapability
MNMUK machine shop capability checker. Answers "can we make this?" queries against the plant list. Recommends optimal machine selection based on part requirements. USE WHEN user asks 'can we make', 'which machine', 'capability check', 'feasibility', 'what can we hold', 'tolerance capability', or describes a part to quote.
Powerplatform
Generate Power Automate flows from natural language. Reads connector schemas from work repo, outputs deployable solution files. USE WHEN user says 'create flow', 'power automate', 'automate workflow', or describes a business process to automate.
Sapecc
SAP ECC expert for automotive manufacturing operations. Covers Materials Management (MM), Production Planning (PP), Sales & Distribution (SD), Quality Management (QM), Plant Maintenance (PM), and Finance/Controlling (FI/CO). USE WHEN user says 'SAP', 'ECC', 'transaction code', 't-code', 'MRP', 'purchase order', 'production order', 'goods receipt', 'goods issue', 'material master', 'BOM', 'routing', 'work center', or needs help with SAP processes. Integrates with AutomotiveManufacturing and SupplyChain skills.
Quoteestimator
Rough cycle time and cost estimation for CNC machined parts. Uses MNMUK plant capabilities and standard estimating factors. USE WHEN user says 'quote', 'estimate', 'cycle time', 'how long', 'cost estimate', 'pricing', 'how much to make', or describes a part needing a rough quote.
Pfmea
Generate AIAG-VDA compliant Process FMEAs with proper Severity/Occurrence/Detection ratings, RPN calculations, and countermeasure recommendations. Covers MNMUK departments (Machine Shop, Damper, LVA, FML). USE WHEN user says 'PFMEA', 'FMEA', 'failure mode', 'risk analysis', 'RPN', 'severity occurrence detection', or 'process risk assessment'. Integrates with AutomotiveManufacturing, ControlPlan, and A3criticalthinking skills.
A3criticalthinking
Toyota-style A3 problem solving with embedded priority hierarchy: Safety First, then Customer Value, then Shareholder Value. Structured thinking framework for manufacturing decisions, root cause analysis, and countermeasure development. USE WHEN user says 'A3', 'problem solving', 'root cause', 'countermeasure', '5 whys', 'fishbone', 'ishikawa', 'priority decision', 'safety first', 'critical thinking', or needs structured analysis of manufacturing problems. Integrates with AutomotiveManufacturing and HoshinKanri skills.
Algorithm
Universal 7-phase execution pattern for all work. USE WHEN starting complex tasks, needing structured approach, defining success criteria, or tracking work phases.
Apqpppap
APQP phase gate management and PPAP documentation for automotive product launches. Covers all 5 APQP phases, phase gate checklists, PPAP 18 elements, PSW generation, timing plans, and open issues tracking. USE WHEN user says 'APQP', 'PPAP', 'phase gate', 'product launch', 'PSW', 'PPAP elements', 'launch readiness', 'timing plan', or 'program management'. Integrates with PFMEA, ControlPlan, and MSA skills.
Assemblyoperations
Assembly operations guidance for LVA (Low Volume Assembly) and FML (Full Manufacturing Line) departments. Covers kitting, torque operations, poka-yoke verification, line balancing, SMED changeovers, and serialized traceability. USE WHEN user says 'assembly', 'LVA', 'FML', 'kitting', 'torque operation', 'line balancing', 'takt time', 'poka-yoke', 'work instruction', 'build sequence', or needs assembly process guidance.
Automotivemanufacturing
Expert guidance for writing automotive manufacturing business processes, work instructions, and standard operating procedures. Follows IATF 16949, ISO 9001, and APQP/PPAP standards. Covers assembly, machining, quality/inspection, and material handling. USE WHEN user says 'write work instruction', 'create business process', 'automotive SOP', 'manufacturing procedure', 'APQP documentation', 'process flow', or 'quality procedure'. Integrates with A3CriticalThinking for problem solving and SupplyChain for supplier requirements.
Automotivegm
Executive Vice President / General Manager expertise for automotive manufacturing plants. Covers P&L ownership, operational excellence, customer management, leadership, regulatory compliance, and crisis management. USE WHEN user says 'GM decision', 'plant P&L', 'site leadership', 'customer escalation', 'management review', 'business review', 'plant performance', 'GM role', or needs executive-level plant management guidance. Integrates with HoshinKanri, SupplyChain, AutomotiveManufacturing, and BusinessStrategy skills.
Automotiveproductplanning
Strategic 5-10 year product planning for low-volume sportscar and specialist vehicle manufacturers. Covers new production vehicles, restomods/continuation cars, bespoke commissions, and motorsport programmes. Board-ready financial analysis with NPV/IRR. Integrates with HoshinKanri, SupplyChain, and AutomotiveManufacturing skills. USE WHEN creating product roadmaps, model lifecycle planning, platform strategy, powertrain transitions, competitive positioning, or OEM partnership evaluation.
Businessstrategy
MBA-trained business strategist with full commercial awareness. USE WHEN user says 'business plan', 'financial analysis', 'P&L', 'cash flow', 'valuation', 'market analysis', 'competitive analysis', 'SWOT', 'business model', 'unit economics', 'fundraising', 'pitch deck', or needs strategic business guidance.
Cncsetup
Generate standardized CNC setup sheets for MNMUK machine shop. Covers DMG MORI mills/lathes, CITIZEN Swiss, MITSUBISHI EDM, and Haas machines. USE WHEN user says 'setup sheet', 'create setup', 'job setup', 'machine setup', 'tooling list', 'fixture setup', or 'new job' for any CNC operation.
Commercialsales
Customer relationship and contract management for automotive manufacturing. Covers RFQ processing, contract review, customer requirements management, order handling, customer communication, complaint escalation, and satisfaction monitoring per IATF 16949 requirements. USE WHEN user says 'RFQ', 'quotation', 'contract review', 'customer requirements', 'CSR', 'customer complaint', 'customer satisfaction', 'order management', or 'customer communication'. Integrates with QuoteEstimator, Apqpppap, and EightD skills.
Controlplan
Generate AIAG-format Control Plans linked to PFMEAs with proper inspection methods, frequencies, and reaction plans. Supports Prototype/Pre-launch/Production phases. USE WHEN user says 'control plan', 'CP', 'inspection plan', 'process control', 'sampling frequency', 'reaction plan', or 'special characteristics'. Integrates with PFMEA, AutomotiveManufacturing, and MSA skills.
Costengineering
Manufacturing cost accounting, analysis, and reduction for automotive operations. Covers overhead/burden rate calculation, variance analysis, make vs buy decisions, value engineering, and cycle time to cost conversion. USE WHEN user says 'cost analysis', 'overhead rate', 'burden rate', 'variance analysis', 'make vs buy', 'value engineering', 'cost reduction', 'should cost', 'labour rate', or needs manufacturing cost guidance.
moltoverflow
Search and contribute to the moltoverflow knowledge base for programming packages. Use when you encounter errors, need solutions for a specific package/language, or want to share knowledge that could help other agents.
flutter-riverpod-expert
Expert knowledge in Flutter Riverpod state management (2025 best practices). Use when working with Riverpod, Flutter state management, AsyncNotifier, provider types, code generation with riverpod_generator, state synchronization, or when the user mentions data fetching, mutations, reactive state, performance optimization, or testing in Flutter apps. Covers AsyncNotifierProvider patterns, repository architecture, autoDispose, family providers, and common anti-patterns to avoid.
terraform-ibm-modules-solution-builder
Workflows for generating terraform solution that are the composition of one or several Terraform IBM Modules (TIM). Use when working with IBM Cloud infrastructure as code, Terraform modules, infrastructure automation, or cloud resource provisioning. Provides workflows for module discovery, composition patterns, code generation, and validation. Essential for tasks involving IBM Cloud VPC, compute, networking, security, databases, observability, or any IBM Cloud service deployment. Triggers on keywords like "terraform", "IBM Cloud", "infrastructure", "IaC", "modules", "deploy", "provision", or specific IBM Cloud services (VPC, VSI, OpenShift, etc.).
deep-plan
Structured clarification before decisions. Use when user is in PLANNING mode, explicitly asks to plan or discuss, or when agent faces choices requiring user input. Ensures agent asks questions instead of making autonomous decisions when multiple valid approaches exist or context is missing.
image-stitch
Stitches multiple scrolling screenshots into a single image. Supports both vertical (default) and horizontal stitching with automatic overlap detection and alignment using ORB feature matching. Use when user wants to combine sequential screenshots from scrolling content.
websearch-service
基于 SearXNG 与 VLM 的实时联网搜索服务。专用于获取最新新闻、实时事件及特定事实。内置智能双层缓存（向量+数据库）与网页内容自动提取分析功能。
deepsearch-service
基于 LLM 的深度迭代搜索与推理服务。擅长处理复杂问题，通过自动分解查询、多轮迭代检索、信息评估与验证，最终生成全面且结构化的深度分析报告。
embedding-service
文本向量化（Embedding）基础服务。将自然语言转换为高维稠密向量，为语义搜索、聚类分析、推荐系统等下游任务提供核心数据支持。
ocr-service
高精度光学字符识别（OCR）服务。支持多语言、多格式图像的文字检测与提取，并提供文本区域坐标与置信度评分，适用于文档数字化与图像内容分析。
rag-service
高性能 RAG 多路检索服务。集成 Milvus 向量数据库进行语义检索，并结合 Rerank 模型进行精准重排序，支持海量文档的高效存储与历史内容召回。
rerank-service
文档重排序服务（Reranker）。基于深度学习模型对检索候选结果进行细粒度相关性打分与重新排序，显著提升检索结果的精准度（Top-K 准确率）。
sandbox-service
安全隔离的 Docker 沙盒代码执行服务。支持 Python/Shell/Bash 多语言动态执行，内置超时与资源限制。提供信任模式用于服务间代码融合调用。
search-guide
搜索工具调用决策指南。明确定义 Agent 何时应调用搜索工具（如实时信息、具体事实），何时应依赖内部知识。作为参考规范，优化 Agent 的工具使用策略。
pro-components-guide
包含 Ant Design Pro Components (ProComponents) 的组件列表、适用场景及官方文档链接。用于辅助代码生成和参数查询。
ant-design-guide
包含 Ant Design (Antd) 所有核心组件的官方文档索引及最佳实践。用于查询组件 API、Props 定义及最新特性。
sqlserver-expert
Expert in Microsoft SQL Server development and administration. Use when writing T-SQL queries, optimizing database performance, designing schemas, configuring SQL Server, or integrating SQL Server with Node.js using mssql package.
nodejs-expert
Expert Node.js and TypeScript development assistant. Use when writing, reviewing, or debugging Node.js code, TypeScript projects, async programming, streams, performance optimization, or npm packages.
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