Production Scheduling Agent Skill

Codified expertise for production scheduling, job sequencing, line balancing, changeover optimisation, and bottleneck resolution in…

Context cost
39.9k tokensestimated from the bundle, loaded when it triggers
Bundle
4 files · 159.6 kBtext throughout, nothing executable
Licence
MITthe author’s own terms
Last change
—no release on file
Servers it uses
Noneruns standalone

What it does

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

What this skill changes about the agent has not been set out here as a list. Its SKILL.md, shown below, says it in the author’s own words.

productivity

The skill itself

A skill is instructions the model reads, so you can see what you are getting: below is the start of its SKILL.md. The front matter loads with every session, the body loads when the skill triggers, and the whole file comes with the install.

SKILL.md28.7 kB · preview
--- name: production-scheduling risk: safe source: https://github.com/ai-evos/agent-skills date_added: '2026-02-27' ---
9## When to Use
10Use 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.
11
12# Production Scheduling
13
14## Role and Context
15
16You 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.
17
18## Core Knowledge
19
20### Scheduling Fundamentals
21
22**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.
23
24**Finite vs. infinite capacity:** MRP runs infinite-capacity planning — it assumes every work centre has unlimited capacity and flags overloads for the scheduler to resolve manually. Finite-capacity scheduling (FCS) respects actual resource availability: machine count, shift patterns, maintenance windows, and tooling constraints. Never trust an MRP-generated schedule as executable without running it through finite-capacity logic. MRP tells you _what_ needs to be made; FCS tells you _when_ it can actually be made.
25
26**Drum-Buffer-Rope (DBR) and Theory of Constraints:** The drum is the constraint resource — the work centre with the least excess capacity relative to demand. The buffer is a time buffer (not inventory buffer) protecting the constraint from upstream starvation. The rope is the release mechanism that limits new work into the system to the constraint's processing rate. Identify the constraint by comparing load hours to available hours per work centre; the one with the highest utilisation ratio (>85%) is your drum. Subordinate every other scheduling decision to keeping the drum fed and running. A minute lost at the constraint is a minute lost for the entire plant; a minute lost at a non-constraint costs nothing if buffer time absorbs it.
27
This is a preview of SKILL.md. Download or install the skill to get the whole thing.
In the file
SKILL.md4,000 words
Files4
LicenceMIT
Why you can read it

Nothing in a skill executes. The client loads the text and the model follows it, so a skill can be audited the way a runbook is — by reading it.

What it costs in context

Skills are not billed by the call. They are paid for in context: every token the instructions occupy is a token your code, your diff and your conversation cannot use. Here is what this one takes and when it takes it.

≈70
always loaded
The name and description, so the model knows the skill exists and when to reach for it.
39,830
on trigger
The instruction body and 3 supporting files, read only when the skill fires.
20.0%
of a 200k window
Ten skills this size would not fit in the window together.
050k100k150k200k context window

39.9k tokens, estimated from the bundle at four bytes to the token, held for the rest of the session once it triggers. Heavy. Teams tend to install this one per project rather than globally, and load it only when the job comes up.

Servers bill, skills cost

A server charges by the month. A skill charges once per session, in context, and then keeps charging it for as long as the session lives.

Before and after

The same question, put to the same model twice: once as it comes, and once with these instructions loaded.

No worked example has been published for this skill yet.

The procedure it runs

The procedure has not been set out here step by step. It is in the body of its SKILL.md: the start of it is shown above, and the whole file comes with the install.

Prose, not code

These steps are written for a model to follow, not executed by a runtime. It can still be told to skip one, and it will say so when it does.

Servers it uses

None. This skill calls no MCP servers at all.

Everything it needs is in the instructions, so it works in a project with nothing connected — the model reads the file and changes how it works with what it can already reach.

Its SKILL.md does not declare which tools it asks the agent for, so what it touches is whatever the instructions themselves ask for — read them before you install it.

What it asks for
Writes filesnot declared
Network accessnot declared

This SKILL.md carries no allowed-tools line, so neither is declared. A skill grants no permissions of its own — it can only ask for tools your client already has.

What it will not do

Every skill is narrow, and the useful ones say where they stop. These are the jobs this one is the wrong tool for.

What this skill is not for has not been published here. Nothing is implied by that: it is a section the author has not filled in.

What is in the bundle

4 files, 159.6 kB on disk. A bundle is text throughout: the instructions the model reads, plus the templates it fills in.

  • SKILL.md28.7 kB
  • references/communication-templates.md25.0 kB
  • references/decision-frameworks.md46.6 kB
  • references/edge-cases.md59.3 kB
What is not in it

No dependencies and nothing executable: a skill is text the agent reads, so the bundle is 4 files you can review in full before installing. The MIT licence covers the templates and examples as well as the instructions.

Install

Installing copies the bundle into your project. Nothing runs at install time — the files sit on disk until the model reads them.

# Production Scheduling · 39.9k tokens when loaded · macOS, Linux mkdir -p .claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/production-scheduling/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/production-scheduling" ] && { [ ! -e .claude/skills/production-scheduling ] || { mv .claude/skills/production-scheduling "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/production-scheduling" .claude/skills/ && echo "Installed .claude/skills/production-scheduling"
On Windows, or any OS with Node 20+
npx mcprush@latest skill add sickn33/production-scheduling

Windows PowerShell says 'running scripts is disabled on this system'? Run Set-ExecutionPolicy -Scope CurrentUser RemoteSigned once, or type npx.cmd instead of npx (codex.cmd, gemini.cmd, grok.cmd likewise). PowerShell 7 needs neither. Writes to .claude/skills/production-scheduling/ in the current project. For every project instead, run mkdir -p ~/.claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/production-scheduling/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/production-scheduling" ] && { [ ! -e ~/.claude/skills/production-scheduling ] || { mv ~/.claude/skills/production-scheduling "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/production-scheduling" ~/.claude/skills/ && echo "Installed ~/.claude/skills/production-scheduling" (macOS, Linux) — or add --global to the npx line. The curl line replaces .claude/skills/production-scheduling/ only after the download succeeds, so files left there by another skill of the same name, or by an older release, do not mix in. A copy already there is moved aside, not deleted, and the line prints where.

Which clients pick it up on their own

A skill is a folder of text. Most of these read a skills folder and pick it up without being told; the rest take the same folder another way — an upload in the app, a parameter on an API call — and then choose it by its description just the same.

Claude Code.claude/skills/
Claude DesktopCustomize › Skills
ChatGPTSkills › Create › Upload
Cursor.cursor/skills/
VS Code.github/skills/
Codex CLI.agents/skills/
Gemini CLI.gemini/skills/
Grok Build.grok/skills/
Microsoft CopilotSkills › Upload a skill
PerplexityComputer › Skills › Upload a skill
DeepSeek Harness.dsh/skills/
Zed.agents/skills/
Devin Desktop.devin/skills/
Windsurf (legacy).windsurf/skills/
OpenAI Agents SDKInstructions or sandbox Skills
HTTP / APIa request parameter
This release
Versionnot versioned
Publishedno release date on file
PriceFree
Referencesickn33/production-scheduling

Versions

Its author publishes no version number, so there is nothing here to pin to: what you install is the folder as it stands today. Instructions change more often than APIs do — a skill can be rewritten entirely without anything it depends on moving.

Pinning

Nothing to pin to: this skill carries no version number of its own. What you install is what the folder holds on the day you install it.

Reviews

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Publisher
Servers1
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