Agent skill

Amazon Return Reduction

by nexscope-ai in nexscope-ai/Amazon-Skills

Return rate reduction — root cause analysis, listing accuracy, packaging improvements, size guides

MITAuto-check passedDevelopment

Install Amazon Return Reduction

skills CLI
$ npx skills add nexscope-ai/Amazon-Skills --skill amazon-return-reduction -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install nexscope-ai/Amazon-Skills amazon-return-reduction --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/nexscope-ai/Amazon-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/amazon-return-reduction .claude/skills/amazon-return-reduction && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
amazon-return-reduction
GitHub stars
741
Token cost
~454 tokens
SKILL.md length
164 words
Files
1
Skills in repo
50
Repo updated
First seen
Licence
MIT

At a glance

Return rate reduction — root cause analysis, listing accuracy, packaging improvements, size guides

  • Tasks that involve Root cause analysis
  • SKILL.md covers Install, Usage, Capabilities and How This Skill Works, plus 2 more sections
  • Calls npx
  • Tasks that involve E-commerce operations

What it does

Amazon Return Reduction is an agent skill from nexscope-ai/Amazon-Skills. Return rate reduction — root cause analysis, listing accuracy, packaging improvements, size guides

Its SKILL.md is about 450 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Development, covering Root cause analysis and E-commerce operations. The repository describes itself as: Free AI agent skills for Amazon sellers— keyword research, competitor analysis, listing audit & more. Works with OpenClaw, Claude Code, Cursor, Windsurf, Codex and any agent that… The licence is MIT.

When your agent uses it

  • Tasks that involve Root cause analysis
  • Tasks that involve E-commerce operations

Example prompts

  • “/amazon-return-reduction”

Requirements

  • Node.js

What it can do on your machine

Read from SKILL.md and the folder at commit 0f3b13f. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Shell commands in SKILL.md call:

    • npx

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    Links to these hosts (documentation or services it may open):

    • nexscope.ai
    • github.com

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Amazon Return Reduction loads about 454 tokens when it runs. Until then it costs about 31 tokens; SKILL.md has 164 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~31
When it runs · the whole SKILL.md, loaded when a task matches
~454

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from nexscope-ai/Amazon-Skills at commit 0f3b13f, republished under its MIT licence (© nexscope-ai). 164 words, ~454 tokens.

Download SKILL.mdSave it as .claude/skills/amazon-return-reduction/SKILL.md (or your agent's skills folder).
name
amazon-return-reduction
description
Return rate reduction — root cause analysis, listing accuracy, packaging improvements, size guides

Amazon Return Reduction

Return rate reduction — root cause analysis, listing accuracy, packaging improvements, size guides

Supported platforms: Amazon (US, UK, DE, CA, JP, AU, and all marketplaces).

Built by Nexscope — your AI assistant for smarter e-commerce decisions.

Install

bash
npx skills add nexscope/amazon-return-reduction

Usage

Help me with amazon return reduction for my e-commerce business.

Capabilities

  • Return rate reduction
  • root cause analysis
  • listing accuracy
  • packaging improvements
  • size guides

How This Skill Works

Step 1: Collect information from the user's message — product, platform, current situation, and goals.

Step 2: Ask one follow-up with all remaining questions using multiple-choice format. Allow shorthand answers (e.g., "1b 2c 3a").

Step 3: Research and analyze using the frameworks and methodology below.

Step 4: Deliver structured, actionable output with specific recommendations, not vague advice.

Output Format

  • Start with a summary of findings
  • Include specific data points and benchmarks where available
  • Provide prioritized action items
  • Mark estimates with ⚠️ when based on incomplete data
  • End with concrete next steps

Other Skills

More e-commerce skills: nexscope-ai/eCommerce-Skills

Amazon-specific skills: nexscope-ai/Amazon-Skills

Built by Nexscope — your AI assistant for smarter e-commerce decisions.

© nexscope-ai, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in amazon-return-reduction of nexscope-ai/Amazon-Skills.

Open the folder on GitHubat commit 0f3b13f

Compare with similar skills

Amazon Return Reduction next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Amazon Return Reduction compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Amazon Return Reduction this skillnexscope-ai/Amazon-Skills741—~454Automated safety check: PassMIT
03 Performance Eval Globalminhnv0807/ai-business-skills610—~3.5kAutomated safety check: PassMIT
Code Design Rationale Investigatorcursor/plugins10k9 repos~2.6kAutomated safety check: PassNone
OpenLogi macOS Permissions TriageAprilNEA/OpenLogi23k—~2.5kAutomated safety check: NotesApache-2.0
Bug Finder for daisyUIsaadeghi/daisyui43k—~2.3kAutomated safety check: PassMIT
Root Cause Debugginggarrytan/gstack136k—~1.4kAutomated safety check: PassMIT

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More from nexscope-ai/Amazon-Skills

All 50 skills in this repo
  • Amazon Listing Optimization

    nexscope-ai/Amazon-Skills

    Amazon listing builder and optimizer for sellers. An agent skill from nexscope-ai/Amazon-Skills.

    741 GitHub starsUsed in 1 repo~4.3k tokens
    Auto-check passed
  • Amazon Keyword Research

    nexscope-ai/Amazon-Skills

    Amazon keyword research and market opportunity analysis for sellers.

    741 GitHub stars~2k tokensUpdated 1 mo ago
    Auto-check passed
  • Amazon Product Research

    nexscope-ai/Amazon-Skills

    Comprehensive product research and opportunity analysis for Amazon sellers.

    741 GitHub starsUsed in 1 repo~3.2k tokens
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  • Amazon Backend Keywords

    nexscope-ai/Amazon-Skills

    Amazon backend search term optimization and strategy. An agent skill from nexscope-ai/Amazon-Skills.

    741 GitHub stars~4.9k tokensUpdated 1 mo ago
    Auto-check passed
  • Amazon Brand Analytics

    nexscope-ai/Amazon-Skills

    Amazon Brand Analytics interpretation and strategic insights for Brand Registry owners.

    741 GitHub stars~2.3k tokensUpdated 1 mo ago
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  • Amazon Buy Box

    nexscope-ai/Amazon-Skills

    Amazon Buy Box strategy and optimization framework. An agent skill from nexscope-ai/Amazon-Skills.

    741 GitHub stars~4.1k tokensUpdated 1 mo ago
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Categories

Questions about Amazon Return Reduction

What does Amazon Return Reduction do?

Return rate reduction — root cause analysis, listing accuracy, packaging improvements, size guides. Amazon Return Reduction is an agent skill from nexscope-ai/Amazon-Skills.

When should I use Amazon Return Reduction?

Amazon Return Reduction fits situations like: tasks that involve Root cause analysis; tasks that involve E-commerce operations.

How do I install Amazon Return Reduction in Claude Code?

Run `npx skills add nexscope-ai/Amazon-Skills --skill amazon-return-reduction -a claude-code`. Or copy the skill folder (amazon-return-reduction in nexscope-ai/Amazon-Skills) into .claude/skills/amazon-return-reduction in your project. Claude Code loads it when a task matches its description.

How do I install Amazon Return Reduction in Codex?

Run `npx skills add nexscope-ai/Amazon-Skills --skill amazon-return-reduction -a codex`. Or copy the skill folder (amazon-return-reduction in nexscope-ai/Amazon-Skills) into .agents/skills/amazon-return-reduction in your project. Codex loads it when a task matches its description.

Can I use Amazon Return Reduction in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add nexscope-ai/Amazon-Skills --skill amazon-return-reduction -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/amazon-return-reduction, .gemini/skills/amazon-return-reduction, .github/skills/amazon-return-reduction and .opencode/skills/amazon-return-reduction in your project.

What does Amazon Return Reduction need to run?

Going by SKILL.md and its folder, Amazon Return Reduction needs the command-line tools its instructions call (npx). Our summary lists: Node.js.

Does Amazon Return Reduction access the network?

SKILL.md names 2 domains. As links in the text: nexscope.ai and github.com. This is read from the text; nothing was executed.

Is Amazon Return Reduction safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Amazon Return Reduction use?

Amazon Return Reduction is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Amazon Return Reduction use?

About 454 tokens (SKILL.md is roughly 1.8k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Amazon Return Reduction?

Skills that share tags, products or a category with Amazon Return Reduction: 03 Performance Eval Global (minhnv0807/ai-business-skills, 610 stars), Code Design Rationale Investigator (cursor/plugins, 10k stars), OpenLogi macOS Permissions Triage (AprilNEA/OpenLogi, 23k stars) and Bug Finder for daisyUI (saadeghi/daisyui, 43k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Amazon Return Reduction?

nexscope-ai (a GitHub organization) maintains it in nexscope-ai/Amazon-Skills, which has 741 GitHub stars. The repository holds 50 skills in this directory. The repository was last updated on August 26, 2026.

Source: nexscope-ai/Amazon-Skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.