Ecommerce Amazon Opportunity Report By Keyword Skill for Claude

Amazon Market Opportunity Report

This skill guides you on how to generate comprehensive AI-powered market insight reports for Amazon keywords, helping sellers make data-driven product selection and market entry decisions.

Core Concepts

This tool generates a comprehensive business insight report by analyzing six core dimensions of an Amazon keyword:

• Market Potential - Search volume, demand trends, and growth opportunity
• Product Characteristics - Common product attributes, materials, features
• User Reviews - Customer sentiment, pain points, and satisfaction drivers
• Customer Profile - Buyer demographics, preferences, and behavior patterns
• Search Trends - Keyword popularity trajectory and seasonality
• Pricing Analysis - Price distribution, competitive pricing landscape

The report is generated by AI from real-time Amazon data and delivered as a structured Markdown document. It is a snapshot analysis for decision support, not a real-time monitoring tool.

Parameters

| Parameter | Type | Required | Description | Default |

|-----------|------|----------|-------------|---------|

| site | string | Yes | Amazon marketplace code (currently US only) | US |

| keyword | string | Yes | The search keyword to analyze | - |

Supported Marketplaces

Currently only US (United States) is supported. Always set site to US. If a user requests other marketplaces, inform them this tool currently only covers the US market.

API Invocation

• API Endpoint: POST /amazon/opportunity/reportByKeyword (full parameters/responses/error codes see references/api.md)
• Python Script: python scripts/amazon_opportunity_report.py '<JSON params>' [--inline]
• Cost Constraint: This tool consumes credits; the same parameter combination is called only once per session by default, with a 24h local cache in the script. Do not automatically retry with different keywords, pagination, or zip codes after failures/empty results; inform the user about additional cost before continuing.

Output Strategy (default script behavior):

• Always write the full response to <cwd>/nexscope/<YYYY-MM-DD>/<session>/data/nexscope-amazon-opportunity-report-by-keyword-<timestamp>.json (<cwd> is the working directory at script execution time, which in Claude Code is the current project directory; <session> is taken from the SESSION_ID environment variable, auto-grouped by user task; do NOT write to /tmp — error out if the current directory is not writable)
• Response body <= 8 KB: after writing to disk, print the full JSON to stdout
• Response body > 8 KB: after writing to disk, stdout outputs only a summary (top-level fields, common counts like total/costToken, length of the largest list field + first 3 samples)
• Add --inline to force full output to stdout (while still writing to disk)

Data Reading Tips: First check the summary to see if it is sufficient; when specific fields are needed, prefer using jq or ConvertFrom-Json to extract from the saved JSON file on demand, avoiding loading the entire JSON into context.

Authentication

Set the NEXSCOPE_API_KEY environment variable. If authentication fails (401/402) or you see insufficient balance errors, visit https://www.nexscope.ai/help/skills-external-access?co-from=skillNS to get an API Key or top up credits.

Usage Examples

1. Basic Market Opportunity Report

Help me search for a business insight report on the US marketplace for the keyword "hair mousse travel size"

2. Niche Product Research

Generate a business insight report for the US marketplace keyword "magnetic shelves for whiteboard"

3. Trend-Based Product Selection

I want to understand the business insights for the US keyword "solar power ac unit" — generate a report

Display Rules

• Present the report directly: The API returns a Markdown-formatted report in the stdout field - display it as-is to the user
• No subjective advice: Present the AI-generated analysis without adding your own business recommendations
• Clarify scope: Remind users the report is based on a point-in-time snapshot and serves as a reference for decision-making
• Error handling: When a query fails, explain the reason based on the msg field and suggest checking the keyword or trying again
• No secondary analysis: This tool's output cannot be fed into data query tools for further processing - inform users if they attempt this

Important Limitations

• US only: Currently only supports the United States marketplace (site = US)
• Non-structured output: Returns a Markdown report, not structured JSON data. Cannot be used with data query tools for secondary aggregation or analysis
• Processing time: Report generation involves AI analysis and may take longer than simple data lookups
• Snapshot data: Reports reflect data at the time of generation and are not continuously updated

User Expression & Scenario Quick Reference

Applicable - Comprehensive keyword-level market analysis:

| User Says | Scenario |

|-----------|----------|

| "Help me analyze this keyword's market opportunity" | Market opportunity assessment |

| "Generate a market insight report for XX" | Full insight report |

| "What's the competitive landscape for XX" | Competition & pricing analysis |

| "Consumer profile for XX product" | Customer behavior insights |

| "Is XX keyword worth entering" | Market entry evaluation |

| "Product selection report", "Business insights" | Chinese market research requests |

Not applicable - Needs beyond comprehensive report generation:

• Real-time keyword ranking tracking (use ABA or Nexscope tools)
• Individual product detail lookup (use product detail tools)
• Historical price tracking (use Nexscope)
• Review-level analysis for specific ASINs (use review tools)
• Advertising / PPC strategy

Boundary judgment: When users say "market analysis" or "product research", if they want a holistic, multi-dimensional overview of a keyword's market opportunity, this skill applies. If they need specific data points (exact sales numbers, individual product details, keyword rankings over time), direct them to the appropriate specialized tool.