MCPInstall

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.

Installs
42
Last 24h
—
Trending rank
—
Security
Not audited

Install

Works with every agent the skills CLI supports.

npx skills add https://github.com/robdtaylor/personal-ai-infrastructure --skill costengineering
  1. 01

    Install

    Run the command in your project. The CLI asks which agents to install for.

  2. 02

    Describe the task

    Ask your agent for something this skill covers. It loads costengineering automatically when relevant.

  3. 03

    Review the result

    The agent follows the SKILL.md steps, scripts and references bundled with the skill.

SKILL.md

The instructions your agent reads when the skill is triggered.

CostEngineering

Manufacturing cost accounting, analysis, and reduction methodologies for MNMUK operations. Complements QuoteEstimator (quick quotes) and SupplyChain (strategic sourcing) with detailed cost engineering.

Workflow Routing

WorkflowTriggerFile
OverheadCalculation"overhead rate", "burden rate", "labour rate"Workflows/OverheadCalculation.md
VarianceAnalysis"cost variance", "variance investigation"Workflows/VarianceAnalysis.md
MakeVsBuy"make vs buy", "insource", "outsource"Workflows/MakeVsBuy.md
CostReduction"cost reduction", "value engineering"Workflows/CostReduction.md

Cost Accounting Fundamentals

Cost Structure

┌─────────────────────────────────────────────────────┐
│                 TOTAL PRODUCT COST                  │
├─────────────────────────────────────────────────────┤
│  ┌─────────────────────────────────────────────┐   │
│  │           MANUFACTURING COST                │   │
│  │  ┌───────────────────────────────────────┐  │   │
│  │  │         PRIME COST                    │  │   │
│  │  │  ┌─────────────┐  ┌─────────────┐    │  │   │
│  │  │  │  Direct     │  │  Direct     │    │  │   │
│  │  │  │  Material   │  │  Labour     │    │  │   │
│  │  │  └─────────────┘  └─────────────┘    │  │   │
│  │  └───────────────────────────────────────┘  │   │
│  │  ┌───────────────────────────────────────┐  │   │
│  │  │      Manufacturing Overhead           │  │   │
│  │  │  (Indirect labour, utilities,         │  │   │
│  │  │   depreciation, maintenance)          │  │   │
│  │  └───────────────────────────────────────┘  │   │
│  └─────────────────────────────────────────────┘   │
│  ┌─────────────────────────────────────────────┐   │
│  │              SG&A Overhead                  │   │
│  │  (Sales, admin, quality, engineering)      │   │
│  └─────────────────────────────────────────────┘   │
└─────────────────────────────────────────────────────┘

Cost Categories

CategoryExamplesBehaviour
Direct MaterialRaw material, bought-out componentsVariable
Direct LabourOperator time on productVariable
Manufacturing OverheadSupervision, utilities, depreciationMixed
SG&ASales, admin, qualityFixed

Labour Rate Structure

Rate TypeComponentsUse
Direct Labour RateWages + benefitsActual operator cost
Burdened Labour RateDirect + manufacturing overheadProduct costing
Fully Burdened RateBurdened + SG&A allocationPricing

MNMUK Labour Rate Build-Up:

Base Hourly Wage                    £15.00
+ Employer NI (13.8%)               £ 2.07
+ Pension (5%)                      £ 0.75
+ Holiday accrual                   £ 1.44
+ Training allowance                £ 0.50
─────────────────────────────────────────
= Direct Labour Rate                £19.76

+ Manufacturing Overhead (150%)     £29.64
─────────────────────────────────────────
= Burdened Labour Rate              £49.40

+ SG&A (25%)                        £12.35
─────────────────────────────────────────
= Fully Burdened Rate               £61.75

Machine Hour Rates

Cost CentreMachine RateLabour RateCombined
CNC Turning£35/hr£50/hr£85/hr
CNC Milling£40/hr£50/hr£90/hr
5-Axis£65/hr£55/hr£120/hr
Swiss£55/hr£55/hr£110/hr
EDM£45/hr£50/hr£95/hr
Assembly£10/hr£50/hr£60/hr

Overhead Rate Calculation

Manufacturing Overhead Components

CategoryExamplesAllocation Base
Indirect LabourSupervisors, material handlersDirect labour hours
UtilitiesElectric, gas, waterMachine hours
DepreciationEquipment, toolingMachine hours
MaintenanceRepairs, PMMachine hours
ConsumablesCutting tools, coolantMachine hours
FacilityRent, rates, insuranceFloor space

Overhead Rate Formula

Predetermined Overhead Rate = Estimated Overhead / Estimated Activity

Example:
Annual Manufacturing Overhead:    £1,200,000
Estimated Machine Hours:          30,000 hrs
────────────────────────────────────────────
Overhead Rate:                    £40/machine hour

Absorption vs Actual

TermDefinition
Absorbed OverheadHours worked × Predetermined rate
Actual OverheadReal costs incurred
Over-absorptionAbsorbed > Actual (favourable)
Under-absorptionAbsorbed < Actual (unfavourable)

Product Cost Calculation

Standard Cost Build

## Product Cost Sheet

**Part Number:** [P/N]
**Description:** [Name]
**Effective Date:** [Date]

### Material Cost

| Component | Qty | Unit Cost | Extended |
|-----------|-----|-----------|----------|
| Raw material | [kg] | £[X]/kg | £[X.XX] |
| Bought-out parts | [#] | £[X.XX] | £[X.XX] |
| **Material Total** | | | **£[X.XX]** |

### Conversion Cost

| Operation | Time (min) | Rate (£/hr) | Cost |
|-----------|------------|-------------|------|
| Op 10 - Turn | [X] | £85 | £[X.XX] |
| Op 20 - Mill | [X] | £90 | £[X.XX] |
| Op 30 - Inspect | [X] | £60 | £[X.XX] |
| **Conversion Total** | [X] min | | **£[X.XX]** |

### Cost Summary

| Element | Cost | % |
|---------|------|---|
| Material (incl. scrap/yield loss) | £[X.XX] | [X]% |
| Conversion (machining + setup amortised) | £[X.XX] | [X]% |
| Inspection / Quality | £[X.XX] | [X]% |
| General Overhead Allocation (facility, indirect costs) | £[X.XX] | [X]% |
| **Standard Cost (Manufacturing)** | **£[X.XX]** | [X]% |
| SG&A + Profit Margin (e.g. 25%) | £[X.XX] | [X]% |
| **Total Selling Price** | **£[X.XX]** | 100% |

> **Note:** Always include general overhead allocation (facility rent, rates, indirect labour absorption) as a distinct line item, and always show target selling price = Standard Cost ÷ (1 − margin%) to confirm commercial viability.

Yield and Scrap Impact

Gross Material Cost = Net Material × (1 / Yield %)

Example:
Net material required:     0.5 kg
Material yield:           85%
Gross material:           0.5 / 0.85 = 0.588 kg
Scrap cost:               0.088 kg × £5/kg = £0.44

Variance Analysis

Variance Types

VarianceFormulaFavourable When
Material Price(Actual - Standard Price) × Actual QtyActual < Standard
Material Quantity(Actual - Standard Qty) × Standard PriceActual < Standard
Labour Rate(Actual - Standard Rate) × Actual HoursActual < Standard
Labour Efficiency(Actual - Standard Hours) × Standard RateActual < Standard
Overhead SpendingActual - BudgetedActual < Budget
Overhead VolumeBudgeted - AbsorbedAbsorbed > Budget

Investigation Thresholds

Variance TypeInvestigate If
Material Price>5% or >£500
Material Quantity>3% or >£300
Labour Rate>3% or >£200
Labour Efficiency>5% or >£500
Overhead>£1,000/month

Make vs Buy Analysis

Decision Framework

┌────────────────────────────────────────┐
│          MAKE VS BUY DECISION          │
├────────────────────────────────────────┤
│                                        │
│  Make Cost = Variable + (Fixed/Volume) │
│  Buy Cost = Purchase Price + Logistics │
│                                        │
│  If Make < Buy AND Capacity Available  │
│     → MAKE                             │
│  If Buy < Make OR No Capacity          │
│     → BUY                              │
│                                        │
└────────────────────────────────────────┘

Cost Comparison Template

ElementMakeBuy
Material£[X]Included
Direct Labour£[X]—
Variable Overhead£[X]—
Purchase Price—£[X]
Freight/logistics—£[X]
Incoming inspection—£[X]
Variable Cost£[X]£[X]
Fixed Overhead (avoidable)£[X]—
Total Relevant Cost£[X]£[X]

Qualitative Factors

FactorMakeBuy
Capacity utilizationIncreasesNo change
Quality controlDirectRelies on supplier
Lead timeInternal controlSupplier-dependent
IP protectionBetterRisk of exposure
FlexibilityHigherLower
Capital requirementHigherLower

Cost Reduction Methodologies

Value Engineering (VE)

FAST Diagram Approach:

  • Function - What does it do?
  • Analysis - Why is it needed?
  • System - How does it work?
  • Technique - Can it be done differently?

VE Questions:

  1. What is the function?
  2. What does it cost?
  3. What else can perform the function?
  4. What does the alternative cost?

Cost Reduction Techniques

TechniqueApplicationTypical Savings
EliminateRemove unnecessary features5-20%
CombineMerge operations3-10%
SimplifyReduce complexity5-15%
SubstituteAlternative materials/processes5-25%
StandardizeUse common components3-10%

Target Costing

Target Cost = Market Price - Required Margin

Example:
Market price:          £50.00
Required margin:       25%
Target cost:           £37.50
Current cost:          £42.00
Cost gap:              £4.50 (12% reduction needed)

Integration with Other Skills

SkillIntegration
QuoteEstimatorUse cycle times, apply overhead rates
SupplyChainShould-cost analysis, TCO
PfmeaCost impact of failure modes
ControlplanInspection cost allocation
SpcCost of variation
A3criticalthinkingRoot cause of cost variances

Key Metrics

MetricFormulaTarget
Conversion cost ratioConversion / Total cost<60%
Material yieldGood output / Input>95%
Labour efficiencyStandard / Actual hours>90%
Overhead absorptionAbsorbed / Actual98-102%
Cost variance(Actual - Standard) / Standard<±5%

Examples

Example 1: Calculate product cost

User: "What's the full cost for part ABC-123?"
→ Gather material cost (raw + BOPs)
→ Calculate conversion (cycle time × rates)
→ Apply overhead absorption
→ Build standard cost sheet
→ Compare to quote price for margin

Example 2: Investigate cost variance

User: "Labour efficiency is 85% this month - why?"
→ Pull actual vs standard hours by product
→ Identify largest variances
→ Analyze root causes (setup, rework, learning)
→ Recommend corrective actions
→ Update standards if appropriate

Example 3: Make vs Buy decision

User: "Should we outsource the grinding operation?"
→ Calculate internal cost (variable + avoidable fixed)
→ Gather supplier quotes
→ Include logistics and quality costs
→ Assess capacity impact
→ Consider qualitative factors
→ Make recommendation with payback

FAQ

What does the costengineering skill do?

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.

How do I install costengineering?

Run npx skills add https://github.com/robdtaylor/personal-ai-infrastructure --skill costengineering in your project. The skills CLI detects the agents you use and copies the skill into the right folder. For Claude Code you can also place the skill folder at ~/.claude/skills/costengineering/ (personal) or .claude/skills/costengineering/ (project).

Which AI agents can use costengineering?

Any agent that supports the open Agent Skills format (a folder with a SKILL.md file), including Claude Code, Codex, Cursor, GitHub Copilot, Gemini CLI, Windsurf, Cline, OpenCode and more.

Is costengineering safe to install?

No partner security audit is available yet. Skills can run commands and scripts, so read the SKILL.md and any bundled files before installing.

Who maintains costengineering?

It is published by robdtaylor in robdtaylor/personal-ai-infrastructure. It has 42 recorded installs.

More from robdtaylor/personal-ai-infrastructure

View all →

businessstrategy

robdtaylor/personal-ai-infrastructure

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.

Business & Finance489 installs

structuralfea

robdtaylor/personal-ai-infrastructure

Open source FEA structural analysis for damper and mechanical components. Generates CalculiX input files, guides mesh setup, provides material databases, interprets results. USE WHEN user says 'FEA', 'structural analysis', 'stress analysis', 'buckling', 'modal analysis', 'finite element', 'CalculiX', 'mesh', or needs to validate damper component designs.

Frontend & Design118 installs

shippinglogistics

robdtaylor/personal-ai-infrastructure

UK, US, and Canadian shipping, logistics, customs, duties, and tariff expert with automotive commodity code expertise. Covers import/export documentation, HS/HTS codes, rules of origin, FTAs, and landed cost calculations. USE WHEN user says 'shipping', 'customs', 'tariff', 'duty', 'import', 'export', 'HS code', 'HTS code', 'commodity code', 'landed cost', 'incoterms', 'customs broker', 'freight', 'logistics', 'rules of origin', 'CUSMA', 'USMCA', 'TCA', or needs help with international trade compliance.

DevOps & Cloud101 installs

supplychain

robdtaylor/personal-ai-infrastructure

Executive-level supply chain expertise for automotive manufacturing. Strategic purchasing, materials management, supplier development, and cost optimization aligned with IATF 16949 requirements. USE WHEN user says 'supply chain', 'purchasing', 'procurement', 'supplier', 'materials management', 'inventory', 'sourcing', 'vendor', 'BOM cost', 'PPV', 'should cost', 'make vs buy', 'RFQ', 'category management', or needs strategic guidance on automotive supply chain decisions. Integrates with AutomotiveManufacturing, A3CriticalThinking, and HoshinKanri skills.

DevOps & Cloud89 installs

automotivemanufacturing

robdtaylor/personal-ai-infrastructure

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.

Docs & Writing80 installs

quoteestimator

robdtaylor/personal-ai-infrastructure

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.

DevOps & Cloud56 installs

Popular devops & cloud skills

View category →

microsoft-foundry

microsoft/azure-skills

Build, deploy, evaluate, optimize, fine-tune, and manage Microsoft Foundry agents, models, and resources end to end. USE FOR: foundry, azd ai agent, azd provision/deploy, hosted agent scaffold/develop/run/deploy/troubleshoot, prompt agent create, managed harness agent create, GitHub Copilot harness agent, create agent, update agent, add tool to agent, invoke agent, agent insights, evaluate agent, batch eval, continuous eval, continuous monitoring, agent CI/CD, optimize prompt, improve prompt, optimize agent instructions, Agent Optimizer scaffold, dataset curation from traces, deploy model, model fine-tuning (SFT/DPO/RFT), Foundry project, RBAC, role assignment, permissions, quota, capacity, region, deployment failure, AI Services, create Foundry resource, knowledge index, customize deployment, onboard, availability, training-data, grader, distillation, large file upload. DO NOT USE FOR: Azure Functions, App Service, general Azure deploy (use azure-deploy), general Azure prep (use azure

OfficialDevOps & Cloud579.1K installs

azure-diagnostics

microsoft/azure-skills

Debug Azure production issues on Azure using AppLens, Azure Monitor, resource health, and safe triage. WHEN: debug production issues, troubleshoot app service, app service high CPU, app service deployment failure, troubleshoot container apps, container app 503 or target port mismatch, troubleshoot functions, function telemetry missing or stopped after a config/connection-string change, troubleshoot AKS, VM RDP, Linux SSH, VM black screen, can't connect to VM, reset VM password, NSG or firewall blocking, kubectl cannot connect, kube-system/CoreDNS failures, pod pending, crashloop, node not ready, upgrade failures, analyze logs, KQL, insights, image pull failures, cold start issues, health probe failures, resource health, root cause of errors, troubleshoot event hubs, troubleshoot service bus, messaging SDK error, AMQP connection failure, message lock lost, lock renewal during long-running processing, service bus dead letter.

OfficialDevOps & Cloud569.8K installs

azure-prepare

microsoft/azure-skills

Prepare azd-based Azure projects for deployment: generates azure.yaml, infrastructure (Bicep/Terraform), and Dockerfiles for the Azure Developer CLI (azd) workflow. USE ONLY when the user explicitly wants to use azd as the deployment tool, or the project already has an azure.yaml file. DO NOT USE FOR: non-azd deployments, Python App Service code-only deploys (use python-appservice-deploy), or cross-cloud migration (use azure-cloud-migrate). WHEN: prepare app for azd, create azure.yaml, set up azd infrastructure, modernize app for Azure with azd, deploy with azd, function app, timer trigger, service bus trigger, event-driven function, managed identity, generate Bicep, generate Terraform, create and deploy to Azure.

OfficialDevOps & Cloud569K installs

azure-ai

microsoft/azure-skills

Use for Azure AI: Search, Speech, OpenAI, Document Intelligence. Helps with search, vector/hybrid search, speech-to-text, text-to-speech, transcription, OCR. WHEN: AI Search, query search, vector search, hybrid search, semantic search, speech-to-text, text-to-speech, transcribe, OCR, convert text to speech.

OfficialDevOps & Cloud568.8K installs

azure-deploy

microsoft/azure-skills

Execute Azure deployments for ALREADY-PREPARED applications that have existing .azure/deployment-plan.md and infrastructure files. DO NOT use this skill when the user asks to CREATE a new application — use azure-prepare instead. This skill runs azd up, azd deploy, terraform apply, and az deployment commands with built-in error recovery. Requires .azure/deployment-plan.md from azure-prepare and validated status from azure-validate. WHEN: "run azd up", "run azd deploy", "execute deployment", "push to production", "push to cloud", "go live", "ship it", "bicep deploy", "terraform apply", "publish to Azure", "launch on Azure". DO NOT USE WHEN: "create and deploy", "build and deploy", "create a new app", "set up infrastructure", "create and deploy to Azure using Terraform" — use azure-prepare for these.

OfficialDevOps & Cloud568.6K installs

azure-validate

microsoft/azure-skills

Pre-deployment validation for Azure readiness. Run deep checks on configuration, infrastructure (Bicep or Terraform), RBAC role assignments, managed identity permissions, and prerequisites before deploying. WHEN: validate my app, check deployment readiness, run preflight checks, verify configuration, check if ready to deploy, validate azure.yaml, validate Bicep, test before deploying, troubleshoot deployment errors, validate Azure Functions, validate function app, validate serverless deployment, verify RBAC roles, check role assignments, review managed identity permissions, what-if analysis, validate Container Apps deployment.

OfficialDevOps & Cloud568K installs