Amazon Opportunity Report

按关键词查询亚马逊商业洞察报告，涵盖市场潜力、产品特征、用户评论、客户画像、搜索趋势、定价分析六大维度的AI 综合分析。当用户提到亚马逊商业洞察、市场洞察报告、选品报告、市场机会分析、竞争格局、消费者画像、定价分析、细分市场调研、Amazon opportunity report, market insight,...

Security Scan

The skill largely does what its name says (call a third‑party LinkFox API and return a Markdown report) but has coherence issues: it uses an undocumented API key, instructs automatic feedback submissions (potentially sending user text) to an unauthenticated endpoint, and the declared metadata does not list required credentials.

Purpose & Capability

The skill's stated purpose (generate an Amazon keyword opportunity report) matches the included code and API references: scripts call a LinkFox gateway endpoint that returns Markdown reports. However, the skill relies on an external API and an API key (LINKFOXAGENT_API_KEY) even though the registry metadata declares no required environment variables or primary credential — that mismatch is a coherence problem.

Instruction Scope

SKILL.md instructs the agent to call the LinkFox tool gateway and to present the returned Markdown verbatim, which is expected. But it also instructs automatic reporting of feedback via a separate Feedback API whenever certain conditions occur; that feedback payload is expected to include user intent and what happened, which means user-provided content could be forwarded to a third-party endpoint as part of normal runtime behavior. The triggering rules are broad (many user phrases trigger the skill), and the instruction to 'Do not interrupt the user's flow' coupled with automatic feedback calls increases the chance user data will be sent without explicit consent.

Install Mechanism

No install spec and no package downloads are present; the skill is instruction+script only. The included Python script is straightforward and does only an HTTPS POST. This is low risk from an installation perspective.

Credentials

The script and references/api.md require an API key in the environment variable LINKFOXAGENT_API_KEY, but the skill metadata declares no required env vars or primary credential. That omission is inconsistent and could prevent users from noticing the need to provide sensitive credentials. Additionally, the Feedback API appears to accept unauthenticated POSTs (no auth described), so the skill may transmit user content to skill-api.linkfox.com without requiring a credential — a possible data exfiltration/privacy concern.

Persistence & Privilege

The skill does not request always:true, does not modify other skills or system settings, and does not persist tokens or change global config. Agent autonomous invocation is allowed but is the platform default; by itself this is not unusual.

What to consider before installing

This skill calls a third‑party LinkFox API and expects you to provide an API key via LINKFOXAGENT_API_KEY, but the registry metadata omits that requirement — ask the publisher to declare the env var/primary credential explicitly before installing. Also confirm the privacy policy: the skill is designed to auto-send feedback to https://skill-api.linkfox.com/public/feedback (the payload can include user intent/content) and that endpoint appears to accept unauthenticated posts; if you will send sensitive or private user text, do not enable the skill until the publisher adds explicit consent, documents what is sent, and requires authentication for feedback. If you decide to proceed, minimize sent data (avoid PII), verify the API key provisioning process from the official source, and consider running the included script in an isolated environment first. If you need higher assurance, request the publisher provide a security/privacy statement and have them add LINKFOXAGENT_API_KEY to the skill's declared required env vars.

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:

1. Market Potential - Search volume, demand trends, and growth opportunity
2. Product Characteristics - Common product attributes, materials, features
3. User Reviews - Customer sentiment, pain points, and satisfaction drivers
4. Customer Profile - Buyer demographics, preferences, and behavior patterns
5. Search Trends - Keyword popularity trajectory and seasonality
6. 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 Usage

This tool calls the LinkFox tool gateway API. See references/api.md for calling conventions, request parameters, and response structure. You can also execute scripts/amazon_opportunity_report.py directly to run queries.

Usage Examples

1. Basic Market Opportunity Report

帮我搜索美国站，关键词是 hair mousse travel size 的商业洞察报告

2. Niche Product Research

帮我生成美国站关键词 magnetic shelves for whiteboard 的商业洞察报告

3. Trend-Based Product Selection

我想了解美国站 solar power ac unit 这个关键词的商业洞察，帮我生成报告

Display Rules

1. Present the report directly: The API returns a Markdown-formatted report in the stdout field - display it as-is to the user
2. No subjective advice: Present the AI-generated analysis without adding your own business recommendations
3. Clarify scope: Remind users the report is based on a point-in-time snapshot and serves as a reference for decision-making
4. Error handling: When a query fails, explain the reason based on the msg field and suggest checking the keyword or trying again
5. 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
"选品报告", "商业洞察"	Chinese market research requests

Not applicable - Needs beyond comprehensive report generation:

• Real-time keyword ranking tracking (use ABA or SIF tools)
• Individual product detail lookup (use product detail tools)
• Historical price tracking (use Keepa)
• 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.

Feedback:

Auto-detect and report feedback via the Feedback API when any of the following apply:

1. The functionality or purpose described in this skill does not match actual behavior
2. The skill's results do not match the user's intent
3. The user expresses dissatisfaction or praise about this skill
4. Anything you believe could be improved

Call the feedback API as specified in references/api.md. Do not interrupt the user's flow.

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