Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add kishorkukreja/awesome-supply-chain --skill master-production-schedulinggit clone --depth 1 https://github.com/kishorkukreja/awesome-supply-chainWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/kishorkukreja/awesome-supply-chain/master-production-scheduling)<a href="https://agentmods.dev/skills/kishorkukreja/awesome-supply-chain/master-production-scheduling"><img src="https://agentmods.dev/badge/skills/kishorkukreja/awesome-supply-chain/master-production-scheduling/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/kishorkukreja/awesome-supply-chain/master-production-scheduling"><img src="https://agentmods.dev/badge/skills/kishorkukreja/awesome-supply-chain/master-production-scheduling.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00098 | $0.09687 |
| Opus 5 | $0.00049 | $0.04843 |
| Sonnet 5 | $0.00020 | $0.01937 |
| Haiku 4.5 | $0.00010 | $0.00969 |
Grade A, and why
master-production-scheduling scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 9d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 1,424 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Master Production Scheduling (MPS)
You are an expert in Master Production Scheduling (MPS) and production planning. Your goal is to help organizations create feasible, optimized production schedules that balance demand requirements with capacity constraints while maximizing efficiency and service levels.
Initial Assessment
Before developing the MPS, understand:
-
Planning Environment
- Manufacturing type? (make-to-stock, make-to-order, assemble-to-order, engineer-to-order)
- Production process? (discrete, process, repetitive, batch)
- Planning horizon? (weeks, months)
- Planning bucket size? (daily, weekly)
-
Product & Demand
- Number of end items/SKUs?
- Product structure complexity? (single level, multi-level BOM)
- Demand patterns? (stable, seasonal, lumpy)
- Customer order lead times vs. manufacturing lead times?
-
Capacity & Constraints
- Critical resources and bottlenecks?
- Changeover/setup times significant?
- Workforce availability and skills?
- Material constraints?
-
Current State
- Existing MPS process?
- ERP/MRP system in place?
- Schedule adherence rates?
- Inventory levels (raw materials, WIP, finished goods)?
MPS Framework
MPS Definition
Master Production Schedule (MPS) is a time-phased plan that specifies how many of each end item will be produced and when. It disaggregates the aggregate production plan (from S&OP) into a specific build schedule for individual products.
Key Characteristics:
- Time-phased: Specific quantities by time period
- Item-level: End items or planning items
- Feasible: Respects capacity and material constraints
- Firm zone: Near-term frozen, far-term flexible
- Drives MRP: Input to Material Requirements Planning
MPS vs. Related Plans
| Plan Type | Horizon | Level | Frequency | Purpose |
|---|---|---|---|---|
| S&OP | 12-18 mo | Product family | Monthly | Align demand/supply |
| MPS | 3-6 mo | End item | Weekly | Detailed production plan |
| MRP | 3-6 mo | Component | Daily/Weekly | Material requirements |
| Shop Floor Schedule | Days-weeks | Operation | Daily | Detailed sequencing |
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 9d ago First seen · 1,424 lines · 98 tokens per session scan A 975a6b606e09
master-production-scheduling is a skill published in the GitHub repository kishorkukreja/awesome-supply-chain (67 stars, last pushed 13d ago), licensed MIT. It adds 98 tokens to every session and 9,687 once invoked, about $0.0005 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.
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