MCPInstall

supply-chain-optimizer

Supply chain analysis, inventory optimization, logistics planning, vendor evaluation, and demand forecasting frameworks. Use when analyzing supply chains, optimizing inventory, or evaluating suppliers.

Installs
337
Last 24h
—
Trending rank
—
Security
Not audited

Install

Works with every agent the skills CLI supports.

npx skills add https://github.com/travisjneuman/.claude --skill supply-chain-optimizer
  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 supply-chain-optimizer 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.

Supply Chain Optimizer

Comprehensive frameworks for supply chain analysis, inventory management, logistics optimization, and vendor evaluation.

Supply Chain Mapping Template

End-to-End Supply Chain Map

RAW MATERIALS → SUPPLIERS → MANUFACTURING → DISTRIBUTION → CUSTOMER

MAPPING STEPS:
1. Identify all nodes (suppliers, plants, warehouses, customers)
2. Map material flows between nodes
3. Map information flows (orders, forecasts, POs)
4. Map financial flows (payments, invoicing)
5. Record lead times at each stage
6. Identify bottlenecks and single points of failure

NODE DETAIL TEMPLATE:
| Node           | Type       | Location  | Lead Time | Capacity | Utilization |
| -------------- | ---------- | --------- | --------- | -------- | ----------- |
|                | Supplier   |           |           |          |             |
|                | Plant      |           |           |          |             |
|                | Warehouse  |           |           |          |             |
|                | DC         |           |           |          |             |

Inventory Optimization

Economic Order Quantity (EOQ)

EOQ = sqrt(2DS / H)

Where: D = Annual demand, S = Ordering cost/order, H = Holding cost/unit/year
Total Cost = (D/Q)S + (Q/2)H + DC

Example: D=10,000, S=$50, H=$5 → EOQ = 447 units, 22.4 orders/year

Safety Stock & Reorder Point

SAFETY STOCK: SS = z x sigma_dLT
REORDER POINT: ROP = (Avg Daily Demand x Lead Time) + Safety Stock

SERVICE LEVEL FACTORS:
| Service Level | z-Score | Use Case          |
| ------------- | ------- | ----------------- |
| 90.0%         | 1.28    | Basic coverage    |
| 95.0%         | 1.65    | Standard          |
| 99.0%         | 2.33    | High service      |
| 99.9%         | 3.09    | Critical items    |

Inventory KPI Dashboard

MetricFormulaTarget
Inventory TurnsCOGS / Average InventoryIndustry-specific
Days of SupplyAverage Inventory / (COGS / 365)Minimize
Fill RateOrders Filled Complete / Total Orders97%+
Stockout RateStockout Events / Total Demand Events< 2%
Carrying Cost %Holding Costs / Average Inventory Value15-30%
Dead Stock %No-movement Items / Total SKUs< 5%
Inventory AccuracyCorrect Counts / Total Counts99%+
GMROIGross Margin / Average Inventory Cost> 2.0

ABC-XYZ Analysis Framework

ABC CLASSIFICATION (Value):
A Items: Top 20% of SKUs = ~80% of annual consumption value
  → Tight control, frequent review, accurate forecasts
B Items: Next 30% of SKUs = ~15% of value
  → Moderate control, periodic review
C Items: Bottom 50% of SKUs = ~5% of value
  → Minimal control, simple replenishment rules

XYZ CLASSIFICATION (Demand Variability):
X: Coefficient of Variation < 0.5 → Stable, predictable demand
Y: CV between 0.5 and 1.0 → Some variation, trend/seasonal
Z: CV > 1.0 → Highly irregular, sporadic demand

COMBINED MATRIX:
| Class | AX         | AY           | AZ            |
| ----- | ---------- | ------------ | ------------- |
| Strat | JIT/Kanban | Forecast     | Order on demand|
| Class | BX         | BY           | BZ            |
| Strat | Reorder pt | Buffer stock | Min/Max       |
| Class | CX         | CY           | CZ            |
| Strat | Bulk buy   | Periodic rev | Eliminate?     |

Vendor Scorecard

Supplier Evaluation Matrix

CriteriaWeightScore (1-5)Weighted ScoreNotes
Quality (PPM)25%
Delivery (OTIF)20%
Pricing20%
Responsiveness10%
Financial Health10%
Innovation5%
Sustainability5%
Risk Profile5%
Total100%__ / 5.0
RATING SCALE:
4.5-5.0  Strategic Partner — expand relationship
3.5-4.4  Preferred Supplier — maintain, develop
2.5-3.4  Approved Supplier — improvement plan required
< 2.5    Probation / Exit — find alternative

Supplier Performance Tracking

KPITargetQ1 ActualQ2 ActualQ3 ActualQ4 ActualTrend
On-Time Delivery98%+
Quality (PPM)< 500
Lead Time (days)
Price Variance+/- 2%
Response Time (hrs)< 24
Corrective Actions< 2/qtr

Total Cost of Ownership (TCO)

TCO = Acquisition Costs + Operating Costs + Disposal Costs

ACQUISITION COSTS:
  Purchase price
+ Shipping / freight
+ Customs / duties / tariffs
+ Procurement labor
+ Quality inspection
+ Supplier qualification
= Total Acquisition

OPERATING COSTS (over useful life):
  Maintenance & repair
+ Inventory carrying cost
+ Warranty claims
+ Downtime cost (if component fails)
+ Training / support
+ Quality failures (scrap, rework)
= Total Operating

DISPOSAL COSTS:
  Decommissioning
+ Recycling / disposal fees
+ Environmental compliance
= Total Disposal

TCO = Total Acquisition + Total Operating + Total Disposal

TCO Comparison Template

Cost ElementSupplier ASupplier BSupplier C
Unit Price
Shipping
Duties / Tariffs
Quality Cost (est.)
Inventory Carry Cost
Lead Time Cost
Risk Premium
Total TCO/Unit
Annual TCO

Demand Forecasting Methods

MethodBest ForHorizonData Required
Moving AverageStable demandShort-term3-12 periods history
Exponential SmoothTrend detectionShort-termRecent weighted data
Holt-WintersSeasonal patternsMedium-term2+ years seasonal
Linear RegressionTrend with causal factorsMedium-termDemand + drivers
ARIMAComplex time seriesShort-medium50+ data points
Machine LearningMulti-variable patternsAnyLarge datasets
Delphi / ExpertNew products, disruptionsLong-termExpert panel

Forecast Accuracy Metrics

MAD (Mean Absolute Deviation):
MAD = (1/n) x SUM(|Actual - Forecast|)

MAPE (Mean Absolute Percentage Error):
MAPE = (1/n) x SUM(|Actual - Forecast| / Actual) x 100

BIAS (Tracking Signal):
Bias = SUM(Actual - Forecast) / MAD
Target: Between -4 and +4

ACCURACY BENCHMARKS:
| Forecast Horizon | Good MAPE | Acceptable MAPE |
| ---------------- | --------- | --------------- |
| 1 month          | < 15%     | < 25%           |
| 3 months         | < 25%     | < 35%           |
| 6 months         | < 30%     | < 45%           |
| 12 months        | < 35%     | < 50%           |

Logistics Optimization

Transportation Mode Selection

ModeCost/UnitSpeedCapacityBest For
TruckMediumFastMediumRegional, door-to-door
RailLowSlowVery HighBulk, long-distance domestic
OceanVery LowVery SlowVery HighInternational, bulk cargo
AirVery HighVery FastLowHigh-value, urgent, perishable
IntermodalLow-MedMediumHighLong-distance, cost-effective

Warehouse Layout Optimization

SLOTTING STRATEGY:
Fast movers (A items) → Near shipping dock, prime pick locations
Medium movers (B items) → Middle zones
Slow movers (C items) → High racks, far locations

LAYOUT PRINCIPLES:
1. Minimize travel distance for highest-velocity items
2. Group items frequently ordered together
3. Separate receiving and shipping areas
4. Reserve staging areas for cross-docking
5. Maintain clear aisle widths for equipment

Lead Time Analysis

TOTAL LEAD TIME:
Order Processing Time
+ Supplier Manufacturing Time
+ Transportation Time
+ Receiving / Inspection Time
+ Internal Processing Time
= Total Lead Time

LEAD TIME VARIABILITY:
Track actual vs. quoted lead times over 12+ orders
Calculate standard deviation
Use for safety stock calculations

LEAD TIME REDUCTION STRATEGIES:
| Strategy              | Typical Reduction | Effort    |
| --------------------- | ----------------- | --------- |
| Vendor-managed inv.   | 30-50%            | Medium    |
| Local sourcing        | 40-70%            | High      |
| Process automation    | 10-30%            | Medium    |
| Blanket POs           | 20-40%            | Low       |
| Consignment stock     | 50-80%            | Medium    |
| 3PL consolidation     | 10-25%            | Low       |

Supply Chain Risk Assessment

Risk Identification Matrix

Risk CategoryRisk EventLikelihoodImpactScoreMitigation
SupplySingle-source failureDual-source
DemandDemand spike/collapseBuffer stock, flex
LogisticsPort congestionAlternate routes
GeopoliticalTariffs, sanctionsNearshoring
Natural DisasterEarthquake, floodGeographic diversity
CyberSystem breachSecurity protocols
QualityBatch failureInspection, redundancy
FinancialSupplier bankruptcyFinancial monitoring
RISK SCORING:
Likelihood: 1 (Rare) to 5 (Almost Certain)
Impact: 1 (Negligible) to 5 (Catastrophic)
Risk Score = Likelihood x Impact

ACTION THRESHOLDS:
20-25  Critical — immediate action, executive attention
12-19  High — mitigation plan required within 30 days
6-11   Medium — monitor quarterly, contingency plans
1-5    Low — accept or monitor annually

KPI Dashboard Template

CategoryKPITarget
CostSC Cost as % of Revenue5-10%
CostCost per OrderMinimize
ServicePerfect Order Rate95%+
ServiceOn-Time In-Full (OTIF)98%+
ServiceCustomer Fill Rate97%+
EfficiencyInventory TurnsIndustry-specific
EfficiencyCash-to-Cash CycleMinimize
EfficiencyWarehouse Utilization85%
EfficiencyForecast Accuracy (MAPE)< 20%

See Also

  • Operations
  • Finance
  • Risk Management

FAQ

What does the supply-chain-optimizer skill do?

Supply chain analysis, inventory optimization, logistics planning, vendor evaluation, and demand forecasting frameworks. Use when analyzing supply chains, optimizing inventory, or evaluating suppliers.

How do I install supply-chain-optimizer?

Run npx skills add https://github.com/travisjneuman/.claude --skill supply-chain-optimizer 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/supply-chain-optimizer/ (personal) or .claude/skills/supply-chain-optimizer/ (project).

Which AI agents can use supply-chain-optimizer?

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 supply-chain-optimizer 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 supply-chain-optimizer?

It is published by travisjneuman in travisjneuman/.claude. It has 337 recorded installs.

More from travisjneuman/.claude

View all →

document-skills

travisjneuman/.claude

Professional document creation, editing, and analysis for Office formats (docx, pdf, pptx, xlsx). Use when working with Word documents, PDFs, PowerPoint presentations, or Excel spreadsheets.

Docs & Writing3.3K installs

brand-identity

travisjneuman/.claude

Brand strategy and identity design for businesses and products. Use when creating brand guidelines, developing visual identity systems, or defining brand positioning.

Marketing & SEO1.7K installs

travel-planner

travisjneuman/.claude

Travel destination research and daily itinerary creation with logistics planning, budget tracking, and experience optimization. Use when planning trips, creating travel itineraries, comparing destinations, or organizing travel logistics.

business-strategy

travisjneuman/.claude

Business strategy expertise for strategic planning, competitive analysis, market entry, M&A strategy, portfolio management, and strategic decision-making. Use when analyzing competitive positioning, planning growth strategies, or making strategic decisions.

Business & Finance498 installs

graphic-design

travisjneuman/.claude

Professional graphic design principles for digital and print media. Use when creating visual designs, choosing color palettes, typography, layouts, or providing design feedback.

Frontend & Design493 installs

real-estate-analyzer

travisjneuman/.claude

Open the skill to read its SKILL.md instructions.

400 installs

Popular code quality & workflow skills

View category →

grill-me

mattpocock/skills

A relentless interview to sharpen a plan or design.

Scan a codebase for deepening opportunities, present them as a visual HTML report, then grill through whichever one you pick.

handoff

mattpocock/skills

Compact the current conversation into a handoff document for another agent to pick up.

domain-modeling

mattpocock/skills

Build and sharpen a project's domain model. Use when discussing codebase terminology, writing or editing a GLOSSARY.md, or recording or editing an ADR.

codebase-design

mattpocock/skills

Shared vocabulary for designing deep modules. Use when the user wants to design or improve a module's interface, find deepening opportunities, decide where a seam goes, make code more testable or AI-navigable, or when another skill needs the deep-module vocabulary.

diagnosing-bugs

mattpocock/skills

Diagnosis loop for hard bugs and performance regressions. Use when the user says "diagnose"/"debug this", or reports something broken/throwing/failing/slow.