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returns-reverse-logistics

Codified expertise for returns authorization, receipt and inspection, disposition decisions, refund processing, fraud detection, and warranty claims management. Informed by returns operations managers with 15+ years experience. Includes grading frameworks, disposition economics, fraud pattern recognition, and vendor recovery processes. Use when handling product returns, reverse logistics, refund decisions, return fraud detection, or warranty claims.

Quality

85%

Does it follow best practices?

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SecuritybySnyk

Passed

No findings from the security scan

The canonical home for this skill is returns-reverse-logistics in affaan-m/ECC

SKILL.md
Quality
Evals
Security

Quality

Content

78%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 body is a highly actionable, information-dense operations manual with concrete thresholds, formulas, tables, and templates that Claude would not produce from general knowledge. Its main weaknesses are structural: everything is inlined in a single long SKILL.md with no reference files, and validation checkpoints are distributed across sections rather than woven into the primary workflow.

Suggestions

Split detailed catalog material into one-level-deep reference files (e.g., references/fraud-patterns.md, references/grading-standards.md, references/templates.md) and keep SKILL.md as a concise overview with clearly signaled links, so ~240 lines of detail are not loaded into every conversation.

Integrate validation checkpoints directly into the 'How It Works' steps (e.g., after inspection: 'check fraud score — hold refund at 80+ before processing') so the primary workflow is self-contained, and add an explicit error-recovery loop for failed validation.

Trim low-value passages — the persona paragraph, the basic warranty-vs-return definitions, and the generic 'Additional Resources' advice — to improve token efficiency.

DimensionReasoningScore

Conciseness

The body is dense with domain-specific operational data Claude would not reliably know (recovery percentages, restocking cost ranges, RTV claim windows, fraud point values), so most tokens earn their place. Minor over-explanation could be trimmed — the persona paragraph ('You are a senior returns operations manager with 15+ years...'), the basic warranty-vs-return definitions ('A return is a customer exercising their right to reverse a purchase'), and the generic 'Additional Resources' advice — placing it at the 4 anchor rather than 5, but well above the 3 anchor's 'some unnecessary explanation' since the padding is a small fraction of the content.

4 / 5

Actionability

For an instruction-only skill the guidance is fully actionable: a numeric fraud scoring model with explicit thresholds ('Flag for review at 65+, hold refund at 80+'), a vendor-recovery ROI formula with dollar-threshold rules, a category-by-grade disposition table, copy-paste-ready communication templates, and three worked examples covering common cases. This matches the 5 anchor's 'specific examples cover the common cases'; per the scoring notes, absence of code is not penalized when the guidance is this concrete.

5 / 5

Workflow Clarity

The 'How It Works' section gives a clear 6-step sequence, and ordered processes exist elsewhere (5-step exception logic, RTV process, escalation chain with timelines). However, the validation checkpoints (fraud-score refund holds, supervisor approval above $5,000, chargeback halts) live in separate sections rather than being integrated into the main workflow steps, and there are no explicit error-recovery loops — matching the 4 anchor ('clear sequence with most checkpoints present; minor validation gaps') rather than the 5 anchor's inline validation and feedback loops.

4 / 5

Progressive Disclosure

No bundle files exist and the SKILL.md is a ~240-line monolith: detailed catalog material that clearly belongs in separate reference files (the full fraud-pattern catalog, warranty management details, grading standards, communication templates) is inlined. In-file section structure is good (many clear headers), which keeps it above the 2 anchor's 'minimal structure', but it matches the 3 anchor's 'content that should be separate is inline' — the simple-skill exception (under 50 lines) does not apply.

3 / 5

Total

16

/

20

Passed

Description

88%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 what the skill does and when to use it, with concrete capability coverage of the full returns lifecycle. Trigger terms are natural and domain-specific with only minor gaps in synonyms, and conflict risk is low aside from slight overlap between refund/warranty terms and adjacent customer-support skills.

DimensionReasoningScore

Specificity

The description lists multiple concrete capabilities — 'returns authorization, receipt and inspection, disposition decisions, refund processing, fraud detection, and warranty claims management' plus 'grading frameworks, disposition economics, fraud pattern recognition, and vendor recovery processes' — giving comprehensive coverage of the returns lifecycle. It matches the comprehensive-coverage anchor; the 'Informed by returns operations managers' credential sentence is mild padding but the capability list itself is complete, so it is not the minor-gaps level of 4.

5 / 5

Completeness

It explicitly answers both questions: 'what' via the concrete capability list ('returns authorization, receipt and inspection, disposition decisions, refund processing, fraud detection, and warranty claims management') and 'when' via 'Use when handling product returns, reverse logistics, refund decisions, return fraud detection, or warranty claims' with concrete trigger phrases. This directly matches the 5 anchor's what-and-when pattern; a 4 would require the 'when' to be less explicit.

5 / 5

Trigger Term Quality

The 'Use when' clause covers good natural phrases — 'product returns, reverse logistics, refund decisions, return fraud detection, or warranty claims' — that users would naturally say. It falls short of the 5 anchor because common variations such as 'RMA', 'exchange', 'return policy', or 'chargeback' are missing, though it is clearly above the 3 anchor's 'missing common variations' since most key terms are present.

4 / 5

Distinctiveness Conflict Risk

The returns/reverse-logistics niche is clear and the triggers are mostly distinct, but 'refund decisions' and 'warranty claims' carry minor overlap risk with billing, payments, or general customer-support skills — matching the 4 anchor ('mostly distinct; minor overlap risk with closely related skills'). It is not 5 because those terms could fire in non-returns contexts, and not 3 because the domain framing is far more specific than 'somewhat specific'.

4 / 5

Total

18

/

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/returns-reverse-logistics/SKILL.md

Reviewed

Table of Contents

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