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supply-chain-optimization-amazon-lite

On Amazon the money leaves in half a dozen places at once — the factory, the freight, the warehouse, the ads — and this finds the one doing most damage, from rough numbers you already know.

by nexscope-aipart of nexscope-ai/ecommerce-skills

One of 162 skills in the nexscope-ai/ecommerce-skills package — works on its own, and pairs well with its siblings.

WHEN YOUR AGENT SHOULD USE IT

A QUICK BOUNDARY

USE FOR

  • Check whether your margins, shipping costs, and inventory turnover look healthy.
  • Find the single biggest thing eating into the profit on an Amazon sale.
  • Get a cost-reduction plan for a specific supply chain problem you already suspect.
  • Compare your numbers against benchmark ranges without connecting any accounts.

Documents

This is the playbook your agent receives when the skill activates — you don't need to read it to use the skill, but it's here to audit before installing.

Supply Chain Optimization (Lite)

Supply chain bottleneck analysis tool - Conversation-based version

No API integration required. Collect data through guided conversation, automatically diagnose bottlenecks and output cost reduction strategies.

Use Cases
  • Amazon seller supply chain health check
  • Bottleneck identification and cost optimization
  • Supply chain decision support

Workflow

Step 1: Trigger Skill

User says:

Analyze my supply chain
Supply chain diagnosis
I want to optimize supply chain costs
Step 2: Business Profile Collection

Guide user to describe in natural language:

šŸ‘‹ Starting Supply Chain Analysis

Please describe your situation in a sentence or two, like:
"I sell kitchen products, 15 SKUs, $50K monthly sales, sourcing from Yiwu, sea freight to FBA, shipping costs seem high"

Or just tell me what problem you want to solve.

Identify and confirm:

  • Category
  • SKU count
  • Monthly revenue scale
  • Sourcing location
  • Logistics model
  • Main pain points
Step 3: Supply Chain Data Collection

Guide user to provide key data:

šŸ“Š I need some data to locate bottlenecks (rough numbers are fine)

**Sourcing**
• Product cost (FOB): $___/unit
• Supplier payment terms: ___ days
• Lead time: ___ days

**Logistics**
• Shipping cost per unit: $___
• Transit time: ___ days

**Sales**
• Average selling price: $___
• FBA fulfillment fee: $___/unit
• Monthly storage fee: $___/unit
• Ad spend ratio: ___%

**Inventory**
• Current inventory days: ___ days
• Long-term storage fees: Yes/No

Just reply in natural language.
Step 4: Bottleneck Diagnosis

Run calculation script:

python3 scripts/calculator.py '{"product_cost": 8, "supplier_payment_days": 0, ...}'

Output diagnosis report:

  • Key metrics table (with health status)
  • Cost structure breakdown
  • Top 3 bottlenecks
Step 5: Cost Reduction Strategies

For each bottleneck provide:

  • Problem description
  • Impact analysis
  • Specific recommendations
  • Action checklist
Step 6: Output Format Selection
šŸ“¤ Analysis complete! Choose output format:

1ļøāƒ£ **Text** - View in current conversation (already shown)
2ļøāƒ£ **Web Chart** - Generate visual report webpage
3ļøāƒ£ **Report Doc** - Document format for sharing/presentation

Reply with number or say "generate web report"

Benchmark Configuration

The following benchmarks can be customized based on your business:

MetricHealthyWarningDanger
Gross Margin>40%30-40%<30%
Shipping Ratio<5%5-10%>10%
Net Margin>20%10-20%<10%
Inventory Turnover<45 days45-60 days>60 days
Cash Cycle<90 days90-120 days>120 days

To adjust, modify BENCHMARKS in scripts/calculator.py.


File Structure
amazon-lite/
ā”œā”€ā”€ SKILL.md          # Index (this file)
ā”œā”€ā”€ SKILL.en.md       # English version
ā”œā”€ā”€ SKILL.zh-CN.md    # Chinese version
ā”œā”€ā”€ _meta.json
└── scripts/
    └── calculator.py

Version 1.0.0 | Platform: Amazon | Lang: English


Part of Nexscope AI — AI tools for e-commerce sellers.

Installation

Copy & paste — that's it
npx skills add nexscope-ai/ecommerce-skills --skill "supply-chain-optimization-amazon-lite" --full-depth

Run this in your project — your agent picks the skill up automatically.

BEFORE IT WILL WORK

1 FOR YOU
  1. 01
    Have Python 3 installed

    After you describe your supply chain in conversation, bottleneck diagnosis runs through the bundled scripts/calculator.py, so Python 3 must be installed and runnable.

License

Licensed under MIT— you can use, modify, and redistribute it under that license's terms.

View the full license file on GitHub →