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Supply Chain Optimization Amazon Lite Agent Skill

Supply Chain Optimization (Lite) - Diagnose bottlenecks and provide cost reduction strategies through conversation

10k tokens
context cost
the whole folder, loaded on every use
4
files
ships runnable scripts
0
copies elsewhere
how many repositories repackaged it
570
stars on the repo
on the repository, not the skill itself

Install

one command, takes just this skill from the repository
npx skills add https://github.com/nexscope-ai/eCommerce-Skills --skill supply-chain-optimization-amazon-lite

What comes with it

35 164 bytes besides the instruction
scripts/calculator.py
scripts/report_doc.py
scripts/report_html.py

The instruction itself

11 sections, as written by the author

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:

👋 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:

📊 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

📤 Analysis complete! Choose output format:

1️⃣ **Text** - View in current conversation (already shown)
2️⃣ **Web Chart** - Generate visual report webpage
3️⃣ **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:

| Metric | Healthy | Warning | Danger |

|--------|---------|---------|--------|

| Gross Margin | >40% | 30-40% | <30% |

| Shipping Ratio | <5% | 5-10% | >10% |

| Net Margin | >20% | 10-20% | <10% |

| Inventory Turnover | <45 days | 45-60 days | >60 days |

| Cash Cycle | <90 days | 90-120 days | >120 days |

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


File Structure

amazon-lite/
├── SKILL.md          # Index (this file)
├── SKILL.en.md       # English version
├── SKILL.zh-CN.md    # Chinese version
├── _meta.json
└── scripts/
    └── calculator.py

_Version 1.0.0 | Platform: Amazon | Lang: English_


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

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How to use it

Copy the folder

Take nexscope-ai/supply-chain-optimization-amazon-lite from the repository into ~/.claude/skills for personal use, or into .claude/skills inside a project.

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