Amazon Review Analyzer

v1.0.0

Deep-dive Amazon review analysis. Extract sentiment patterns, recurring complaints, feature requests, and competitive insights from product reviews. Turn cus...

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bynexscope-ai@nexscope

OpenClaw Prompt Flow

Install with OpenClaw

Best for remote or guided setup. Copy the exact prompt, then paste it into OpenClaw for nexscope/amazon-review-analyzer.

Previewing Install & Setup.

Prompt PreviewInstall & Setup

Install the skill "Amazon Review Analyzer" (nexscope/amazon-review-analyzer) from ClawHub.
Skill page: https://clawhub.ai/nexscope/amazon-review-analyzer
Keep the work scoped to this skill only.
After install, inspect the skill metadata and help me finish setup.
Use only the metadata you can verify from ClawHub; do not invent missing requirements.
Ask before making any broader environment changes.

Command Line

CLI Commands

Use the direct CLI path if you want to install manually and keep every step visible.

OpenClaw CLI

Bare skill slug

openclaw skills install amazon-review-analyzer

ClawHub CLI

Package manager switcher

npx clawhub@latest install amazon-review-analyzer

Security Scan

VirusTotal

Pending

View report →

OpenClaw

Suspicious

medium confidence

Purpose & Capability

The name/description promise is plausible for an analysis skill, but the SKILL.md lists many platforms (Amazon, Shopify, Walmart, etc.) that in practice require platform-specific access (APIs, scraping, or user-provided exports). The skill declares no required credentials, env vars, or config paths to obtain reviews, which is inconsistent with its claimed capabilities.

Instruction Scope

Runtime instructions are high-level and open-ended: 'Collect information from the user's message' and 'Research and analyze' without specifying how to fetch reviews or what external endpoints/tools are allowed. That vagueness gives the agent broad discretion (potentially to web-scrape or call unknown services) and does not constrain what data may be collected or transmitted.

ℹ

Install Mechanism

There is no formal install spec (instruction-only), which is low risk for this review, but the doc includes an 'npx skills add nexscope-ai/eCommerce-Skills' command. Running that npx command would fetch and execute code from an external npm package (not included here); the SKILL.md's suggested install is outside the declared skill bundle and should be treated as unverified until you inspect that package.

Credentials

The skill declares no required environment variables or credentials, yet supported platforms typically require API keys, tokens, or scraping. The absence of any declared credential requirements is disproportionate to the functionality and leaves unanswered how the skill will obtain review data. This increases the chance the agent will request user secrets ad-hoc or attempt uncontrolled web access.

✓

Persistence & Privilege

No 'always: true' flag and the skill is user-invocable only. There are no install scripts or code in the bundle that would persistently modify agent configuration. From the provided files, the skill does not request elevated persistence or system-wide changes.

What to consider before installing

Before installing or using this skill, ask the provider how review data is supposed to be supplied: do they expect you to paste exports, provide API credentials, or allow the agent to scrape public pages? Do not run the npx install command unless you have inspected the referenced npm package. If you must provide platform credentials, give least-privilege API keys or scoped tokens (not full account passwords). Prefer supplying a CSV or dataset of reviews yourself rather than granting the agent broad web/scraping access. If you proceed, test in a sandboxed environment and request written documentation of data sources and privacy handling from the skill author.

Like a lobster shell, security has layers — review code before you run it.

latestvk97216wa8kx3wq4ehrtr751zb983k3yb

151downloads

0stars

1versions

Updated 1mo ago

v1.0.0

MIT-0

Amazon Review Analyzer 💬

Deep-dive Amazon review analysis. Extract sentiment patterns, recurring complaints, feature requests, and competitive insights from product reviews. Turn customer feedback into product improvement and marketing opportunities.

Supported platforms: Amazon, Shopify, WooCommerce, Walmart, TikTok Shop, Etsy, eBay, BigCommerce.

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

Install

npx skills add nexscope-ai/eCommerce-Skills --skill amazon-review-analyzer -g

Usage

Analyze the reviews for my competitor's yoga mat (has 2,500 reviews, 4.2 stars). What are customers complaining about that I can fix in my product?

Capabilities

Sentiment analysis across star ratings (positive/negative/neutral themes)
Recurring complaint identification and severity ranking
Feature request extraction from customer language
Competitor review comparison (what customers like about alternatives)
UGC (user-generated content) mining for marketing copy
Review-based product improvement priority matrix

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.

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