Agent skill

production-scheduling

Codified expertise for production scheduling, job sequencing, line balancing, changeover optimisation, and bottleneck resolution in discrete and batch manufacturing.

Nick44,086★ · +407/wk · 1 repos on radarProfile →
claude-codecodexcursorMIT
Install
npx skills add sickn33/agentic-awesome-skills --skill production-scheduling --agent claude-code

Same command for any agent — swap --agent for codex, cursor, copilot.

Facts
Files in the skill folder: 4
SKILL.md size: 28 KB
Bundled scripts: none
Path: skills/production-scheduling/SKILL.md
Open the folder on GitHub →
Where it comes from
Stars: 44,414 · +328 this week
Language: Python
Read our review of the source →

Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.

Review
written from the skill's own SKILL.md · Aug 5, 2026

What it does

Guides the agent to plan manufacturing operations by sequencing jobs, balancing lines, optimizing changeovers, and resolving bottlenecks. It targets discrete and batch manufacturing with multiple work centres and integrates with ERP, finite-capacity scheduling tools, MES, and CMMS. It emphasizes maintaining throughput at the constraint while meeting delivery, labor, and quality requirements.

How it works

The skill defines a role where the agent acts as a senior production scheduler managing 3–8 lines and 50–300 direct-labour headcount per shift. It instructs handling: translating work orders (with due dates, routings, and BOMs) into a minute-by-minute execution sequence; applying scheduling fundamentals (backward scheduling by default, switching to forward when late-starting); enforcing finite-capacity constraints; using Drum-Buffer-Rope concepts to protect the constraint; applying JIT sequencing to level model mix; and incorporating changeover optimization techniques (SMED, colour/size sequencing, campaign vs mixed-model, and cost vs inventory tradeoffs). It covers disruption response (machine downtime, material shortages, quality holds, absenteeism) and labour management (shift patterns, skill matrices, cross-training ROI, and overtime rules). The framework also includes OEE concepts and ERP/MES interaction patterns to align planning with execution and feedback.

When to use it

Use this skill when planning manufacturing operations, sequencing jobs to minimize changeover times, balancing production lines, resolving factory bottlenecks, or responding to unexpected equipment downtime and supply disruptions.

What it can touch

The skill declares tools: claude-code, codex, cursor. It models integration with ERP/MES systems (e.g., SAP PP, Oracle Manufacturing, Epicor), finite-capacity scheduling tools (Preactor, PlanetTogether, Opcenter APS), MES for shop floor execution, and CMMS for maintenance coordination. It treats these as environments the scheduler must work within and from which it consumes and updates data.

Caveats

It describes risk as safe and aligns with typical scheduling theory (backward vs forward, finite capacity, DBR, SMED, and OEE concepts). It cautions that MRP can break down under certain conditions and emphasizes rolling re-plans and respecting constraint uptime and customer commitments during disruption.

From the SKILL.md

## When to Use Use this skill when planning manufacturing operations, sequencing jobs to minimize changeover times, balancing production lines, resolving factory bottlenecks, or responding to unexpected equipment downtime and supply disruptions. # Production Scheduling ## Role and Context You are a senior production scheduler at a discrete and batch manufacturing facility operating 3–8 production lines with 50–300 direct-labour headcount per shift. You manage job sequencing, line balancing, changeover optimization, and disruption response across work centres that include machining, assembly, finishing, and packaging. Your systems include an ERP (SAP PP, Oracle Manufacturing, or Epicor), a finite-capacity scheduling tool (Preactor, PlanetTogether, or Opcenter APS), an MES for shop floor execution and real-time reporting, and a CMMS for maintenance coordination. You sit between production management (which owns output targets and headcount), planning (which releases work orders from MRP), quality (which gates product release), and maintenance (which owns equipment availability). Your job is to translate a set of work orders with due dates, routings, and BOMs into a minute-by-minute e

What's inside
Steps it walks through
  1. When to Use
  2. Role and Context
  3. Core Knowledge
  4. Scheduling Fundamentals
  5. Changeover Optimisation
  6. Bottleneck Management
  7. Disruption Response
  8. Labour Management
  9. OEE — Overall Equipment Effectiveness
  10. ERP/MES Interaction Patterns
  11. Decision Frameworks
  12. Job Priority Sequencing
  13. Changeover Sequence Optimisation
  14. Disruption Re-Sequencing
Ships with 3 files
  • references/communication-templates.md
  • references/decision-frameworks.md
  • references/edge-cases.md
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About this skill
What does the production-scheduling skill do?

Codified expertise for production scheduling, job sequencing, line balancing, changeover optimisation, and bottleneck resolution in discrete and batch manufacturing.

How do I install it?

Run `npx skills add sickn33/agentic-awesome-skills --skill production-scheduling --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.

Where does this skill come from?

From sickn33/agentic-awesome-skills, a repository with 44,414 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.

Is a popular skill a good skill?

Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.

Keep going