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production-scheduling

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

Quality

74%

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tessl review fix ./plugins/AI-Agents-Safe-Coding-Skills-claude/skills/production-scheduling/SKILL.md

The canonical home for this skill is production-scheduling in administrakt0r/AI-Agents-Safe-Coding-Skills

SKILL.md
Quality
Evals
Security

Quality

Content

71%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.

A strong, domain-expert body with concrete decision frameworks, thresholds, escalation tables, and KPI targets, structured with exemplary progressive disclosure into three one-level-deep reference files. Its main weaknesses are re-teaching standard OR/manufacturing concepts Claude already knows, a duplicated 'When to Use' section, and a few actionability gaps where a computation is demanded without a method.

Suggestions

Trim the textbook concept re-explanations (SMED phases, OEE formula, DBR definitions, heijunka, forward/backward scheduling) down to the plant-specific thresholds and heuristics, moving fuller theory into references/decision-frameworks.md.

Remove the duplicate 'When to Use' section at the end of the body — it repeats the section near the top nearly verbatim.

Provide a worked example or formula for the changeover-cost vs. carrying-cost crossover point, which currently says 'Compute it; don't guess' without a method, and a small sample setup matrix to anchor the 2-opt procedure.

DimensionReasoningScore

Conciseness

The body is dense and mostly earns its tokens, but it re-explains textbook industrial-engineering concepts Claude already knows — SMED's four phases, the OEE formula, DBR drum/buffer/rope definitions, heijunka, forward vs. backward scheduling — and duplicates the 'When to Use' section verbatim at the top and bottom of the file. This is more than the minor trimming of the level-4 anchor, but the concept explanations are consistently interlaced with plant-specific thresholds and heuristics that add real value, so it is not noticeably below the midpoint.

3 / 5

Actionability

For an instruction-only skill the guidance is highly actionable: numbered decision trees with named dispatching rules and thresholds ('setup-aware EDD... swaps adjacent jobs when a swap saves >30 minutes of setup'), a 5-step setup-matrix/2-opt procedure, concrete escalation tables with timelines, KPI targets with red-flag thresholds, and example communication messages with quantified business cases. Minor gaps keep it below the top anchor: 'Compute it; don't guess' for the changeover/carrying-cost crossover point provides no method, and there is no worked setup-matrix example.

4 / 5

Workflow Clarity

Four multi-step processes (job priority sequencing, changeover sequence optimisation, disruption re-sequencing, bottleneck identification) are clearly numbered and include several explicit validation checkpoints — 'Validate against due dates... If any job misses its due date, insert it earlier', 'Verify causally', 'Freeze committed work', 'Set a stability lock'. It falls short of the top anchor because the disruption-response scenarios in Core Knowledge are prose descriptions without explicit checkpoints or error-recovery feedback loops.

4 / 5

Progressive Disclosure

The body is a well-organized overview that inlines only brief summaries ('Brief summaries here. Full analysis in [edge-cases.md]', 'Brief templates above. Full versions with variables in [communication-templates.md]') and points to three real, clearly signaled, one-level-deep reference files, verified to exist and to contain no nested references themselves, plus an 'Additional Resources' index. This matches the top anchor: clear overview, well-signaled one-level-deep references, appropriately split content, easy navigation.

5 / 5

Total

16

/

20

Passed

Description

66%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 domain-specific, keyword-rich description that clearly communicates what the skill covers, but it omits any 'Use when...' trigger guidance, which caps completeness and weakens its function for skill discovery. The 'Codified expertise for...' framing is also less crisp than verb-first action phrasing.

Suggestions

Append an explicit trigger clause, e.g. 'Use when planning manufacturing operations, sequencing production jobs, or responding to equipment downtime, material shortages, or quality holds.'

Lead with verb-first actions instead of the 'Codified expertise for...' framing, e.g. 'Sequence production jobs, balance lines, optimise changeovers, and resolve bottlenecks in discrete and batch manufacturing.'

Include additional natural trigger terms users would say, such as 'shop floor', 'dispatching', 'finite capacity scheduling', or 'production plan'.

DimensionReasoningScore

Specificity

The description enumerates five concrete capability areas — 'production scheduling, job sequencing, line balancing, changeover optimisation, and bottleneck resolution in discrete and batch manufacturing' — which is comprehensive for the domain, but they are nominalizations under the slightly abstract 'Codified expertise for...' framing rather than verb-first actions. This matches the anchor for listing several specific actions with minor gaps; it falls short of the top anchor because the capabilities are not expressed as executable actions and the lead-in is fuzzy.

4 / 5

Completeness

The 'what' is clear and multi-part (scheduling, sequencing, balancing, changeover optimisation, bottleneck resolution), but there is no 'Use when...' clause or any equivalent explicit trigger guidance anywhere in the description. Per the judging guideline, a missing 'Use when...' clause caps completeness at 3; it is not lower because the 'what' is explicit rather than vague.

3 / 5

Trigger Term Quality

It contains natural phrases a manufacturing planner would actually say — 'production scheduling', 'job sequencing', 'changeover optimisation', 'bottleneck resolution', 'line balancing' — giving good keyword coverage. It is not the top level because common variations and synonyms such as 'dispatching', 'shop floor', 'finite capacity scheduling', or 'APS' are missing.

4 / 5

Distinctiveness Conflict Risk

Terms like 'changeover optimisation', 'line balancing', and 'discrete and batch manufacturing' carve out a clearly distinct manufacturing niche with mostly distinct triggers. It is not the top score because 'production scheduling' could weakly overlap with adjacent skills such as supply-chain, maintenance, or project scheduling.

4 / 5

Total

15

/

20

Passed

Validation

93%

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

Validation — 15 / 16 Passed

Validation for skill structure

CriteriaDescriptionResult

frontmatter_unknown_keys

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

Warning

Total

15

/

16

Passed

Repository

administrakt0r/AI-Agents-Safe-Coding-Skills

Path

plugins/AI-Agents-Safe-Coding-Skills-claude/skills/production-scheduling/SKILL.md

Reviewed

Table of Contents

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