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production-scheduling

Codified expertise for production scheduling, job sequencing, line balancing, changeover optimization, and bottleneck resolution in discrete and batch manufacturing. Informed by production schedulers with 15+ years experience. Includes TOC/drum-buffer-rope, SMED, OEE analysis, disruption response frameworks, and ERP/MES interaction patterns. Use when scheduling production, resolving bottlenecks, optimizing changeovers, responding to disruptions, or balancing manufacturing lines.

Quality

86%

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SecuritybySnyk

Passed

No findings from the security scan

The canonical home for this skill is production-scheduling in affaan-m/ECC

SKILL.md
Quality
Evals
Security

Quality

Content

77%Weight 40%Scale 1-5

Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.

The content is exceptionally actionable with concrete decision frameworks, numeric thresholds, validation checkpoints, and feedback loops — a model instruction-only skill in that regard. Its weaknesses are token efficiency (re-explaining known frameworks like SMED and OEE) and a monolithic structure where escalation tables, templates, and edge cases should be split into reference files to keep SKILL.md lean.

Suggestions

Split the Key Edge Cases, Communication Patterns templates, and Escalation Protocols tables into reference files (e.g. references/edge-cases.md, references/escalation.md) and keep SKILL.md as a lean overview with clearly signaled links.

Trim the Core Knowledge explanations of widely known frameworks (OEE formula, SMED phases, DBR/heijunka basics) down to only the practitioner-specific thresholds and rules that Claude would not already know.

Remove meta-padding such as the 'Brief summaries are included here so you can expand them...' preamble and the 'Informed by production schedulers with 15+ years experience' framing, which spend tokens without adding actionable guidance.

DimensionReasoningScore

Conciseness

The body is dense with practitioner-specific value (buffer zones at 33/67%, drum at >85% utilization, 4-hour stability lock, 30-minute communication window), but several Core Knowledge blocks re-explain concepts Claude already knows: the OEE formula, SMED's four phases, heijunka sequencing, forward vs. backward scheduling, and DBR basics. This matches anchor 3 ('mostly efficient but includes some unnecessary explanation or could be tightened') — not 2, because most explanations embed scheduling-specific judgment rather than being pure textbook padding.

3 / 5

Actionability

For an instruction-only skill, the guidance is fully concrete and executable: a decision tree with named dispatching rules and a numeric swap threshold ("setup-aware EDD... swaps adjacent jobs when a swap saves >30 minutes of setup"), quantified examples (campaign vs. mixed-model crossover, $5,000/hour cross-training ROI), numbered procedures, an escalation table with timelines, and metrics with numeric targets and red flags. This matches anchor 5's 'specific examples cover the common cases'.

5 / 5

Workflow Clarity

Multi-step processes are clearly sequenced with explicit validation checkpoints: "Verify causally: Would adding one hour of capacity at this work centre increase total plant output?", "Validate against due dates: Run the optimized sequence through the schedule", and a feedback loop in 'Closing the loop' (compare scheduled vs. actual each shift, rolling re-plan). The disruption workflow adds freeze windows and a stability lock — a direct match for anchor 5's 'explicit validation steps; feedback loops'.

5 / 5

Progressive Disclosure

The body is well-organized with clear section headers, but it is a ~238-line, 28KB monolith with zero reference files: content that clearly belongs in separate files (the escalation trigger table, communication templates, the eight edge cases, and the Core Knowledge framework explanations) is inlined. This matches anchor 3 ('some structure... content that should be separate is inline'); not 4, because with no bundle files at all, most content is not 'appropriately placed' for a skill this size.

3 / 5

Total

16

/

20

Passed

Description

92%Weight 40%Scale 1-5

Based on the skill's description, can an agent find and select it at the right time? Clear, specific descriptions lead to better discovery.

A strong description that clearly and explicitly states both capabilities and trigger conditions with domain-specific terminology. The only weaknesses are a credential-fluff sentence and slightly incomplete synonym coverage for trigger terms (missing capacity planning, throughput, expediting).

DimensionReasoningScore

Specificity

The description lists multiple specific concrete capabilities — "production scheduling, job sequencing, line balancing, changeover optimization, and bottleneck resolution" — and names concrete frameworks (TOC/drum-buffer-rope, SMED, OEE analysis, ERP/MES interaction patterns) with comprehensive coverage of the domain. The credential line ('Informed by production schedulers with 15+ years experience') is padding but does not create coverage gaps, so this fits the 5 anchor rather than the 4 anchor's 'minor gaps'.

5 / 5

Completeness

It explicitly answers both 'what' ("Codified expertise for production scheduling... Includes TOC/drum-buffer-rope, SMED, OEE analysis...") and 'when' ("Use when scheduling production, resolving bottlenecks, optimizing changeovers...") with concrete trigger phrases — a direct match for the anchor 5 example pattern. Not 4, because the 'when' clause is explicit and enumerated rather than merely present.

5 / 5

Trigger Term Quality

The 'Use when' clause covers natural phrases users would say: "scheduling production, resolving bottlenecks, optimizing changeovers, responding to disruptions, or balancing manufacturing lines". However, common variations like capacity planning, throughput, hot/rush orders, or expediting are missing, matching anchor 4 ('good keyword coverage; a few natural terms missing') rather than the comprehensive synonym coverage of anchor 5.

4 / 5

Distinctiveness Conflict Risk

The manufacturing-specific qualifiers ("discrete and batch manufacturing", "production scheduling", "manufacturing lines") establish a clear niche with distinct triggers. The 'production/manufacturing' framing prevents overlap with calendar- or meeting-scheduling skills, so conflict risk is minimal — anchor 5 rather than 4's 'minor overlap risk with closely related skills'.

5 / 5

Total

19

/

20

Passed

Validation

81%

Checks the skill against the spec for correct structure and formatting. All validation checks must pass before discovery and implementation can be scored.

Validation — 13 / 16 Passed

Validation for skill structure

CriteriaDescriptionResult

metadata_version

'metadata.version' is missing

Warning

metadata_field

'metadata' should map string keys to string values

Warning

frontmatter_unknown_keys

Unknown frontmatter key(s) found; consider removing or moving to metadata

Warning

Total

13

/

16

Passed

Repository

valeriibeck-star/claude-skills

Path

skills/production-scheduling/SKILL.md

Reviewed

Table of Contents

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