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ai-gaoqian

Supply Chain & Logistics Intelligencel

by ai-gaoqian · GitHub ↗ · v1.0.0 · MIT-0
cross-platform ✓ Security Clean
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Install in OpenClaw
/install supply-chain-intel
Description
AI-powered global supply chain and logistics intelligence engine. Tracks ocean freight rates (Drewry/Freightos), port throughput (LA/LB, China ports), trade...
README (SKILL.md)

Supply Chain & Logistics Intelligence

Capabilities

# Capability Input Output
1 Freight Rate Dashboard Route (e.g., Shanghai-LA) / mode (ocean/air) Spot rate, 1Y range, trend, capacity outlook, booking lead time
2 Port Congestion Monitor Port(s) / region Vessel queue length, dwell time, gate hours, labor status, weather impact
3 Trade Flow Analyzer Country pair / commodity (HS code) Volume, value, growth rate, seasonality, tariff impact, alternative routes
4 Commodity Bottleneck Scanner Commodity (semiconductors, batteries, etc) Key suppliers, geographic concentration, lead time, price volatility, substitution options
5 Supply Chain Risk Heatmap Company / product / region Geopolitical risk, climate exposure, labor disruption probability, regulatory compliance burden
6 Transit Time Estimator Origin-destination + mode Current transit days, historical variability, delay probability, expedited options cost
7 Inventory Optimization Model Demand forecast + lead time variability Safety stock level, reorder point, EOQ, service level vs. carrying cost trade-off
8 Sourcing Intelligence Component / raw material Supplier landscape, pricing benchmarks, quality ratings, ESG compliance, dual-sourcing feasibility
9 Logistics Cost Benchmark Shipment profile (weight, volume, value) Cost breakdown (freight, fuel surcharge, customs, insurance), vs. industry average
10 Disruption Alert System Watchlist (ports, suppliers, routes) Real-time alerts (strikes, weather, sanctions), impact assessment, contingency plan suggestions

Workflow

User Query
  │
  ├─ [Step 1] Classify → logistics mode + commodity + geography + time horizon
  │
  ├─ [Step 2] Multi-source data retrieval:
  │   └─ Freight rates: Drewry, Freightos
  │   └─ Port data: Port of LA/LB, China Ports Association
  │   └─ Trade: UN Comtrade, US Census
  │   └─ Risk: Resilinc, Bloomberg SCM
  │   └─ Equipment: Container xChange
  │
  ├─ [Step 3] Cross-validate & flag discrepancies
  │
  ├─ [Step 4] Apply supply chain models:
  │   └─ Inventory optimization (EOQ, safety stock)
  │   └─ Network design (facility location, routing)
  │   └─ Risk quantification (VaR for lead time)
  │
  ├─ [Step 5] Generate structured output with actionable insights
  │
  └─ [Step 6] Cite data vintage, source URLs, confidence intervals

Output Formats

Freight Rate Snapshot

Route Mode Spot Rate 1W Change 1Y Range Capacity Booking Lead Time
Shanghai-LA Ocean $X,XXX/TEU +X% $X,XXX-$X,XXX Tight 3-4 weeks
Frankfurt-ORD Air $X.XX/kg -X% $X.XX-$X.XX Available 1-2 days

Port Congestion Dashboard

Port Vessels Waiting Avg Dwell Time (days) Gate Hours Labor Status Weather Alert
Los Angeles 12 4.2 24/7 Normal None
Rotterdam 8 3.8 6am-10pm Strike warning High winds

Commodity Bottleneck Matrix

Commodity Key Suppliers Geographic Risk Lead Time (weeks) Price Volatility Substitution Options
Advanced Semiconductors TSMC, Samsung, Intel Taiwan Strait, US-China 26-52 High None (critical)
Lithium-ion Batteries CATL, LG, Panasonic China, DRC, Chile 12-24 Medium Sodium-ion (emerging)

Usage Guidelines

  1. Real-time data priority — supply chain data decays rapidly; flag any data >7 days old
  2. Multi-modal comparison — always present air vs. ocean vs. rail trade-offs (cost vs. speed vs. reliability)
  3. Risk quantification — express disruptions in $ impact and lead time extension, not just qualitative
  4. Actionable recommendations — each insight should link to a decision (reroute, expedite, buffer stock, dual-source)
  5. Regulatory compliance — include customs, sanctions (OFAC), forced labor (UFLPA), carbon border (CBAM) considerations
  6. Scenario planning — provide best-case/worst-case/base-case for critical decisions

Examples

Example 1: Freight Cost Optimization

User: "Best way to ship 100 TEU from Shenzhen to Chicago in Q3 2026?" Output: Ocean vs. rail vs. air cost/speed comparison; port pair recommendations (Shenzhen→LA vs. Shenzhen→Vancouver); transit time variability; fuel surcharge forecast; contingency for Panama Canal drought.

Example 2: Disruption Impact Assessment

User: "What's the impact of a potential ILWU strike at LA/LB ports?" Output: Historical strike duration (days), backlog buildup rate (TEU/day), alternative ports (Oakland, Tacoma, Mexico), cost premium for air freight, inventory burn-down timeline for key industries.

Example 3: Sourcing Strategy

User: "Should we dual-source rare earth magnets from China and Vietnam?" Output: Supplier capability comparison, quality variance, lead time differential, tariff implications, ESG risk (China Xinjiang concerns), total landed cost model.


Data Base: references/supply_chain_sources.json — 14 authoritative data sources, 5 key commodities, 5 risk factors, 4 logistics modes. Last Updated: June 2026 Free Tier: Available. This skill aggregates public supply chain data; no proprietary carrier contracts accessed.

Usage Guidance
This skill appears safe to install for logistics research. Users should be aware that it may activate on broad business queries and that some listed data sources may require separate access or licensing; verify freshness and source permissions before relying on operational recommendations.
Capability Assessment
Purpose & Capability
The stated purpose is supply-chain and logistics intelligence, and the artifacts contain guidance for freight, ports, trade flows, risk, sourcing, and inventory analysis consistent with that purpose.
Instruction Scope
The trigger list includes some broad business terms such as inventory management, customs clearance, and warehouse location, but the runtime instructions remain logistics-focused and do not add hidden or unrelated behavior.
Install Mechanism
The package contains only SKILL.md and a JSON reference file; no executable scripts, dependency installs, or setup commands are present.
Credentials
The skill expects retrieval from named public or commercial logistics information sources, which is proportionate to its research purpose and does not request local file, credential, browser-session, or account access.
Persistence & Privilege
No persistence, background workers, privilege escalation, destructive operations, or mutation authority are described in the artifacts.
How to Use
  1. Make sure OpenClaw is installed (local or Docker)
  2. Run the install command in chat: /install supply-chain-intel
  3. After installation, invoke the skill by name or use /supply-chain-intel
  4. Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
Initial release of Supply Chain & Logistics Intelligence: - Provides AI-powered analysis of global supply chain and logistics data, including freight rates, port throughput, trade flows, and commodity bottlenecks. - Monitors 14 key risk factors and supports 4 main logistics modes (air, ocean, rail, truck). - Delivers real-time disruption alerts and cost optimization insights. - Includes dashboards for port congestion, commodity supply risk, and freight benchmarking. - Offers actionable recommendations with scenario planning, regulatory compliance, and risk quantification. - Covers 14 authoritative data sources and 5 major commodity bottlenecks, accessible via public data aggregation.
Metadata
Slug supply-chain-intel
Version 1.0.0
License MIT-0
All-time Installs 0
Active Installs 0
Total Versions 1
Frequently Asked Questions

What is Supply Chain & Logistics Intelligencel?

AI-powered global supply chain and logistics intelligence engine. Tracks ocean freight rates (Drewry/Freightos), port throughput (LA/LB, China ports), trade... It is an AI Agent Skill for Claude Code / OpenClaw, with 45 downloads so far.

How do I install Supply Chain & Logistics Intelligencel?

Run "/install supply-chain-intel" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.

Is Supply Chain & Logistics Intelligencel free?

Yes, Supply Chain & Logistics Intelligencel is completely free, licensed under MIT-0. You can download, install and use it at no cost.

Which platforms does Supply Chain & Logistics Intelligencel support?

Supply Chain & Logistics Intelligencel is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).

Who created Supply Chain & Logistics Intelligencel?

It is built and maintained by ai-gaoqian (@ai-gaoqian); the current version is v1.0.0.

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