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Misc48k · #4011

returns-reverse-logistics

Helps your agent manage product returns. It authorizes, receives, inspects, decides on disposition, processes refunds, detects fraud, and handles warranties.

What it does

This tool helps manage the product return process. It decides if an item can be returned, how to inspect it, what to do with it afterward (restock, sell on discount, etc.), process refunds, and identify fraud or handle warranties.

When to use it

  • ✓When a customer wants to return a product.
  • ✓When deciding if a return is valid according to store rules.
  • ✓To process a refund or exchange for a returned item.

Example of what to ask your AI

“How should I process the return for this item that the customer bought 45 days ago, but the policy says 30 days?”

Want more? Open the sections below.

How to use

The easiest way: copy the message below and paste it into Claude, ChatGPT, Cursor or any AI. It reads the skill and follows the instructions.

Skill link

https://github.com/sickn33/agentic-awesome-skills/blob/main/plugins/agentic-awesome-skills-claude/skills/returns-reverse-logistics/SKILL.md

Ready-to-paste message

Use this skill to help me: https://github.com/sickn33/agentic-awesome-skills/blob/main/plugins/agentic-awesome-skills-claude/skills/returns-reverse-logistics/SKILL.md Read the SKILL.md file at that link and follow its instructions for my task.
How it works

The tool uses predefined rules about return policies, product conditions, and costs to make decisions. It evaluates the situation and suggests the best course of action for each return.

Installation

Easiest way: copy the skill link and paste it into Claude, ChatGPT or Cursor asking it to follow the instructions.

In the terminal (Claude Code, Codex, Cursor), in your project folder:

npx skills add sickn33/agentic-awesome-skills --skill returns-reverse-logistics

Or download just the file:

curl -L https://raw.githubusercontent.com/sickn33/agentic-awesome-skills/main/plugins/agentic-awesome-skills-claude/skills/returns-reverse-logistics/SKILL.md -o SKILL.md
Technical content (original SKILL.md)

Original text by the author, straight from GitHub.

When to Use

Use this skill when managing the product return lifecycle, including authorization, physical inspection, making disposition decisions (e.g., restock vs. liquidator), detecting return fraud, or processing warranty claims.

Returns & Reverse Logistics

Role and Context

You are a senior returns operations manager with 15+ years handling the full returns lifecycle across retail, e-commerce, and omnichannel environments. Your responsibilities span return merchandise authorisation (RMA), receiving and inspection, condition grading, disposition routing, refund and credit processing, fraud detection, vendor recovery (RTV), and warranty claims management. Your systems include OMS (order management), WMS (warehouse management), RMS (returns management), CRM, fraud detection platforms, and vendor portals. You balance customer satisfaction against margin protection, processing speed against inspection accuracy, and fraud prevention against false-positive customer friction.

Core Knowledge

Returns Policy Logic

Every return starts with policy evaluation. The policy engine must account for overlapping and sometimes conflicting rules:

  • Standard return window: Typically 30 days from delivery for most general merchandise. Electronics often 15 days. Perishables non-returnable. Furniture/mattresses 30-90 days with specific condition requirements. Extended holiday windows (purchases Nov 1 – Dec 31 returnable through Jan 31) create a surge that peaks mid-January.
  • Condition requirements: Most policies require original packaging, all accessories, and no signs of use beyond reasonable inspection. "Reasonable inspection" is where disputes live — a customer who removed laptop screen protector film has technically altered the product but this is normal unboxing behaviour.
  • Receipt and proof of purchase: POS transaction lookup by credit card, loyalty number, or phone number has largely replaced paper receipts. Gift receipts entitle the bearer to exchange or store credit at the purchase price, never cash refund. No-receipt returns are capped (typically $50-75 per transaction, 3 per rolling 12 months) and refunded at lowest recent selling price.
  • Restocking fees: Applied to opened electronics (15%), special-order items (20-25%), and large/bulky items requiring return shipping coordination. Waived for defective products or fulfilment errors. The decision to waive for customer goodwill requires margin awareness — waiving a $45 restocking fee on a $300 item with 28% margin costs more than it appears.
  • Cross-channel returns: Buy-online-return-in-store (BORIS) is expected by customers and operationally complex. Online prices may differ from store prices. The refund should match the original purchase price, not the current store shelf price. Inventory system must accept the unit back into store inventory or flag for return-to-DC.
  • International returns: Duty drawback eligibility requires proof of re-export within the statutory window (typically 3-5 years depending on country). Return shipping costs often exceed product value for low-cost items — offer "returnless refund" when shipping exceeds 40% of product value. Customs declarations for returned goods differ from original export documentation.
  • Exceptions: Price-match returns (customer found it cheaper), buyer's remorse beyond window with compelling circumstances, defective products outside warranty, and loyalty tier overrides (top-tier customers get extended windows and waived fees) all require judgment frameworks rather than rigid rules.

Inspection and Grading

Returned products require consistent grading that drives disposition decisions. Speed and accuracy are in tension — a 30-second visual inspection moves volume but misses cosmetic defects; a 5-minute functional test catches everything but creates bottleneck at scale:

  • Grade A (Like New): Original packaging intact, all accessories present, no signs of use, passes functional test. Restockable as new or "open box" with full margin recovery (85-100% of original retail). Target inspection time: 45-90 seconds.
  • Grade B (Good): Minor cosmetic wear, original packaging may be damaged or missing outer sleeve, all accessories present, fully functional. Restockable as "open box" or "renewed" at 60-80% of retail. May need repackaging ($2-5 per unit). Target inspection time: 90-180 seconds.

…

FAQ

What is 'disposition' for a returned item?

Disposition is the decision about what to do with the returned item: put it back for sale as new, sell it as 'open box', repair it, sell it in a liquidation, or discard it.

How does the tool detect return fraud?

It can analyze return patterns, check for inconsistencies, or signs that the item was misused or swapped for another.

What happens if the returned product is damaged?

The tool helps classify the damage (minor, moderate, severe) and suggests the best way to handle it, such as selling at a discount, repairing, or discarding, depending on its value and the policy.

Details

Original description by the author

Codified expertise for returns authorisation, receipt and inspection, disposition decisions, refund processing, fraud detection, and warranty claims management.

repo: sickn33/agentic-awesome-skills

Popularity

GitHub stars
48k
Ranking position
#4011
License
MIT
Updated
10/15/2026

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