Supply chain and logistics

SkillDev tools

Manages the flow of goods and inputs — sourcing, inventory, lead times, fulfillment, and supply risk. Use this to reduce stockouts or excess inventory, plan for a supplier failure, decide reorder points and safety stock, improve fulfillment reliability, or assess concentration risk in a supply base.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the Supply chain and logistics skill

What this skill tells your AI

The instructions your AI receives, as published by cbrock84/headcount in plugins/operations/skills/supply-chain-and-logistics/SKILL.md and read by ahel’s review.

Supply chains fail at variability, not at averages. A chain planned on average demand and average lead time will disappoint at both ends: stockouts when either runs long, dead stock when they do not.

Inventory is a bet on uncertainty

Safety stock exists to absorb variation in demand and in lead time. Sizing it needs both the average and the spread — a supplier averaging 20 days at ±2 is a different proposition from one averaging 20 days at ±15, and treating them the same guarantees you are wrong about one.

Set reorder points on lead-time demand plus safety stock, and revisit them when either input moves. A reorder point set once is a reorder point that is now wrong.

Hold inventory where it is most flexible. Stock held as components serves several finished configurations; the same value held as finished goods serves one and obsoletes faster.

Lead time is a distribution

Quoted lead time is a marketing number. Plan against your own measured receipt dates, including the bad months. Track the variance explicitly — reliability of lead time usually matters more than its length, because a long predictable lead time can be planned around and a short erratic one cannot.

Concentration is the risk that actually bites

Map dependencies past the first tier. Two suppliers on paper who share a single sub-supplier, a single port, or a single region are one supplier with extra paperwork.

For each critical input know: who else could supply it, how long qualifying them takes, and whether anything in the design makes switching hard. That answer is worth having before you need it — qualifying an alternate under pressure is where quality problems enter.

Supplier commercial terms and exit rights belong with operations:vendor-management; continuity of the wider business process belongs with operations:business-continuity-and-resilience.

Fulfillment reliability

Measure on-time-in-full, not on-time and in-full separately — partial shipments that arrive on schedule are a way of appearing to hit a target while failing the customer.

Diagnose misses by cause: supply, capacity, information, or process. The remedies do not overlap, and a fulfillment problem attributed to the wrong one gets more expensive rather than better.

Never

  • Size safety stock from average demand without accounting for variability.
  • Treat a quoted lead time as a planning input when you have measured data.
  • Count two suppliers as redundancy without tracing where their chains converge.
  • Report on-time and in-full separately to make the number look better.

Signals

GitHub stars
1k
Forks
209
Last commit
Sep 2026
Advanced
Catalog kind
skill
Gateway key
supply-chain-and-logistics
Source
github.com/cbrock84/headcount