Agent skill

Biz Supply Chain

by asgard-ai-platform in asgard-ai-platform/skills

Analyze supply chain operations using the SCOR model across Plan, Source, Make, Deliver, and Return processes.

MITAuto-check passedSecurity

Install Biz Supply Chain

skills CLI
$ npx skills add asgard-ai-platform/skills --skill biz-supply-chain -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install asgard-ai-platform/skills biz-supply-chain --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/asgard-ai-platform/skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/biz-supply-chain .claude/skills/biz-supply-chain && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
biz-supply-chain
GitHub stars
242
Token cost
~1.5k tokens
SKILL.md length
531 words
Files
4 (incl. references)
Skills in repo
207
Repo updated
First seen
Licence
MIT

At a glance

Analyze supply chain operations using the SCOR model across Plan, Source, Make, Deliver, and Return processes.

  • Works in 5 steps: Map the current supply chain from… → Measure key metrics per SCOR process → Benchmark against industry standards → …
  • The user needs to optimize supply chain efficiency
  • SKILL.md covers Overview, Framework, Output Format and Examples, plus 2 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Biz Supply Chain is an agent skill from asgard-ai-platform/skills. Analyze supply chain operations using the SCOR model across Plan, Source, Make, Deliver, and Return processes. Use this skill when the user needs to optimize supply chain efficiency, evaluate supplier performance, improve logistics, or design an end-to-end supply chain strategy — even if they say 'our deliveries are slow', 'supply chain costs are too high', or 'we keep running out of stock'.

Its SKILL.md is about 1.5k tokens, which your agent loads only when the skill is triggered. The skill folder holds 5 other files, including reference files (for example `examples/sample_scenario.md`, `references/inventory-models.md` and `references/scor-metrics.md`).

It sits in Security, covering Supply chain security. The repository describes itself as: 301 open-source coding agent skills across 22 domains — methodology, judgment & gotchas packaged as Claude Agent Skills for the Asgard AI Platform. The licence is MIT.

When your agent uses it

  • The user needs to optimize supply chain efficiency
  • Evaluate supplier performance
  • Improve logistics
  • Design an end-to-end supply chain strategy — even if they say our deliveries are slow

Example prompts

  • “our deliveries are slow”
  • “supply chain costs are too high”
  • “we keep running out of stock”
  • “/biz-supply-chain”

Workflow steps

5 steps, taken from the first numbered list in SKILL.md.

  1. Map the current supply chain from supplier to customer
  2. Measure key metrics per SCOR process
  3. Benchmark against industry standards
  4. Identify the weakest process (highest gap to benchmark)
  5. Improve the weakest link first (same logic as TOC — chain is as strong as weakest link)

What it can do on your machine

Read from SKILL.md and the folder at commit 4e7f4f8. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md (its code samples are markdown).

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Biz Supply Chain loads about 1.5k tokens when it runs, and up to ~6.7k if it reads all its reference files. Until then it costs about 103 tokens; SKILL.md has 531 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~103
When it runs · the whole SKILL.md, loaded when a task matches
~1.5k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~6.7k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from asgard-ai-platform/skills at commit 4e7f4f8, republished under its MIT licence (© asgard-ai-platform). 531 words, ~1,474 tokens.

Download SKILL.mdSave it as .claude/skills/biz-supply-chain/SKILL.md (or your agent's skills folder). This skill also uses 3 other files; get the full folder from GitHub.
name
biz-supply-chain
description
Analyze supply chain operations using the SCOR model across Plan, Source, Make, Deliver, and Return processes. Use this skill when the user needs to optimize supply chain efficiency, evaluate supplier performance, improve logistics, or design an end-to-end supply chain strategy — even if they say 'our deliveries are slow', 'supply chain costs are too high', or 'we keep running out of stock'.
metadata.category
WP-16 商學院—營運
metadata.tags
operations, supply-chain, scor, logistics

Supply Chain Analysis (SCOR Model)

Overview

The SCOR (Supply Chain Operations Reference) model structures supply chain analysis into five core processes: Plan, Source, Make, Deliver, Return. It provides a common language for analyzing, benchmarking, and improving supply chain performance from supplier's supplier to customer's customer.

Framework

IRON LAW: End-to-End, Not Silo-by-Silo

Supply chain optimization must consider the ENTIRE chain. Optimizing
procurement (Source) without considering production capacity (Make) or
delivery capability (Deliver) creates bottlenecks downstream.

A local optimum in one process often creates a global problem elsewhere.
The Five SCOR Processes

1. Plan — Demand forecasting, supply planning, inventory strategy

  • Demand forecast accuracy, S&OP process, inventory policies
  • Question: "Do we make/buy the right amount at the right time?"

2. Source — Supplier selection, procurement, incoming quality

  • Supplier scorecards, lead times, sourcing strategy (single vs multi)
  • Question: "Are we getting the right inputs at the right cost and quality?"

3. Make — Production, assembly, manufacturing

  • Production scheduling, capacity utilization, quality control, WIP management
  • Question: "Are we converting inputs to outputs efficiently?"

4. Deliver — Order management, warehousing, transportation, last-mile

  • Order fulfillment rate, delivery speed, logistics cost, channel management
  • Question: "Are we getting products to customers reliably and affordably?"

5. Return — Returns processing, reverse logistics, warranty/repair

  • Return rate, reverse logistics cost, refurbishment, disposal
  • Question: "Are we handling returns efficiently and learning from them?"
Key Supply Chain Metrics
ProcessMetricFormula/Definition
PlanForecast Accuracy1 - |Actual - Forecast| / Actual
PlanInventory DaysInventory / (COGS / 365)
SourceSupplier On-Time RateOn-time deliveries / Total deliveries
SourceSupplier Defect RateDefective units / Total received
MakeOEEAvailability × Performance × Quality
DeliverPerfect Order RateOrders delivered on time, in full, without error
DeliverOrder-to-Delivery CycleTime from order to customer receipt
ReturnReturn RateReturns / Total shipments
Analysis Steps
  1. Map the current supply chain from supplier to customer
  2. Measure key metrics per SCOR process
  3. Benchmark against industry standards
  4. Identify the weakest process (highest gap to benchmark)
  5. Improve the weakest link first (same logic as TOC — chain is as strong as weakest link)

Output Format

markdown
# Supply Chain Analysis: {Company}

## Supply Chain Map
Supplier → [Source] → [Make] → [Deliver] → Customer
            ↑ [Plan] (coordinates all) ↑
                     [Return] ←

## SCOR Performance Dashboard
| Process | Key Metric | Current | Benchmark | Gap |
|---------|-----------|---------|-----------|-----|
| Plan | Forecast Accuracy | X% | 85%+ | {gap} |
| Source | Supplier On-Time | X% | 95%+ | {gap} |
| Make | OEE | X% | 85%+ | {gap} |
| Deliver | Perfect Order Rate | X% | 95%+ | {gap} |
| Return | Return Rate | X% | <5% | {gap} |

## Weakest Link Analysis
{Which process has the largest gap and why}

## Improvement Recommendations
1. {Process}: {specific improvement} → {expected metric impact}

Examples

Show full SKILL.md (234 more words)Show less
Correct Application

Scenario: SCOR analysis for a Taiwanese DTC electronics brand

ProcessMetricCurrentIssue
PlanForecast Accuracy62%Demand spikes around promotions are unpredicted
SourceSupplier On-Time88%Key component supplier in Shenzhen has inconsistent lead times
MakeOEE78%Reasonable for electronics assembly
DeliverPerfect Order Rate91%Last-mile carrier (���貓) loses 3% of packages
Weakest: Plan (62%) — fixing forecast accuracy would reduce both inventory (currently 45 days, target 30) and stockouts
Incorrect Application
  • Only analyzed Deliver (logistics) because "delivery is our biggest complaint" → Root cause was Plan (bad forecast → stockouts → backorders → late deliveries). Fixing delivery alone doesn't help. Violates Iron Law: end-to-end analysis.

Gotchas

  • Bullwhip effect: Small demand changes at retail amplify upstream. A 10% sales increase can trigger 40% production increase at the manufacturer. S&OP process mitigates this.
  • Single-source risk: One supplier = zero redundancy. The 2021 chip shortage proved this globally. Evaluate single-source dependencies explicitly.
  • Make-vs-Buy is a Source decision: Not just cost — consider IP protection, quality control, lead time, and supply security.
  • Last-mile is often the costliest: Last-mile delivery can be 40-50% of total logistics cost. Evaluate delivery model (own fleet vs 3PL vs pickup points).
  • Returns are a profit leak: Many companies treat returns as an afterthought. A 15% return rate in e-commerce means 15% of fulfillment cost is wasted plus reverse logistics cost.

References

  • For SCOR model detailed metrics, see references/scor-metrics.md
  • For inventory optimization methods, see references/inventory-models.md

© asgard-ai-platform, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

SKILL.md and 3 other files (references) in biz-supply-chain of asgard-ai-platform/skills.

  • SKILL.md
  • examples/sample_scenario.md
  • references/inventory-models.md
  • references/scor-metrics.md

Open the folder on GitHubat commit 4e7f4f8

Compare with similar skills

Biz Supply Chain next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Biz Supply Chain compared with similar skills
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Biz Supply Chain this skillasgard-ai-platform/skills242—~1.5kAutomated safety check: PassMIT
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Serenity Aleabitoreddityan-labs/serenity-aleabitoreddit4811 repos~3.3kAutomated safety check: PassNone
Eu CraSushegaad/Claude-Skills-Governance-Risk-and-Compliance9461 repos~4kAutomated safety check: PassMIT
Kesekit Checkcdppcorp/KESE-KIT360—~1.3kAutomated safety check: PassMIT
Bom Auditcdxgen/cdxgen1.1k—~2.4kAutomated safety check: PassApache-2.0

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Categories

Questions about Biz Supply Chain

What does Biz Supply Chain do?

Analyze supply chain operations using the SCOR model across Plan, Source, Make, Deliver, and Return processes. Biz Supply Chain is an agent skill from asgard-ai-platform/skills. Analyze supply chain operations using the SCOR model across Plan, Source, Make, Deliver, and Return processes.

When should I use Biz Supply Chain?

Biz Supply Chain fits situations like: the user needs to optimize supply chain efficiency; evaluate supplier performance; improve logistics; design an end-to-end supply chain strategy — even if they say our deliveries are slow.

How do I install Biz Supply Chain in Claude Code?

Run `npx skills add asgard-ai-platform/skills --skill biz-supply-chain -a claude-code`. Or copy the skill folder (biz-supply-chain in asgard-ai-platform/skills) into .claude/skills/biz-supply-chain in your project. Claude Code loads it when a task matches its description.

How do I install Biz Supply Chain in Codex?

Run `npx skills add asgard-ai-platform/skills --skill biz-supply-chain -a codex`. Or copy the skill folder (biz-supply-chain in asgard-ai-platform/skills) into .agents/skills/biz-supply-chain in your project. Codex loads it when a task matches its description.

Can I use Biz Supply Chain in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add asgard-ai-platform/skills --skill biz-supply-chain -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/biz-supply-chain, .gemini/skills/biz-supply-chain, .github/skills/biz-supply-chain and .opencode/skills/biz-supply-chain in your project.

What does Biz Supply Chain need to run?

SKILL.md names no scripts, command-line tools or credentials: Biz Supply Chain is instructions for the agent only.

Does Biz Supply Chain access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Biz Supply Chain safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Biz Supply Chain use?

Biz Supply Chain is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Biz Supply Chain use?

About 1.5k tokens (SKILL.md is roughly 5.9k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 5.2k tokens, read only when the agent opens those files.

What are the alternatives to Biz Supply Chain?

Skills that share tags, products or a category with Biz Supply Chain: Skill Scanner (getsentry/skills, 1k stars), Serenity Aleabitoreddit (yan-labs/serenity-aleabitoreddit, 481 stars), Eu Cra (Sushegaad/Claude-Skills-Governance-Risk-and-Compliance, 946 stars) and Kesekit Check (cdppcorp/KESE-KIT, 360 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Biz Supply Chain?

asgard-ai-platform (a GitHub organization) maintains it in asgard-ai-platform/skills, which has 242 GitHub stars. The repository holds 207 skills in this directory. The repository was last updated on June 6, 2026.

Source: asgard-ai-platform/skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.