Agent skill · product strategy · sickn33
production-scheduling
Codified expertise for production scheduling, job sequencing, line balancing, changeover optimisation, and bottleneck resolution in discrete and batch manufacturing.
Why this skill is useful
Provides domain-specific knowledge on production scheduling techniques and methodologies that the AI wouldn't reliably generate on its own.
What it needs
About 12k tokens when loaded. Last updated 2026-08-07. 44,571 stars on the source repository.
What this skill does
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 execution sequence that maximises throughput at the constraint while meeting customer delivery commitments, labour rules, and quality requirements. Core Knowledge Scheduling Fundamentals Forward vs. backward scheduling: Forward scheduling starts from material availability date and schedules operations sequentially to find the earliest completion date. Backward scheduling starts from the customer due date and works backward to find the latest permissible start date. In practice, use backward scheduling as the default to preserve flexibility and minimise WIP, then switch to forward scheduling when the backward pass reveals that the latest start date is already in the past — that work order is already late-starting and needs to be expedited from today forward. Finite vs. …
How to use it
Reference it in AdaL, Claude Code, Cursor or any coding agent — nothing to install:
@skills sickn33/production-scheduling--0e726b