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Amazon Review Scraper

Name: Amazon Review Scraper
Author: mguozhen

作者 mguozhen · GitHub ↗ · v1.0.0 · MIT-0

cross-platform ⚠ suspicious

总下载

当前安装

版本数

在 OpenClaw 中安装

/install amazon-review-scraper

功能描述

Amazon Review Intelligence — input an ASIN, automatically fetch product reviews via VOC.AI and run Claude AI analysis. Outputs structured VOC report: sentime...

使用说明 (SKILL.md)

Amazon Review Scraper — VOC Intelligence

Input an ASIN → fetch reviews via VOC.AI → Claude AI analysis → structured report. No browser, no scraping. Powered by VOC.AI API.

Quick Start

# Basic analysis (8 reviews free, English report)
bash voc.sh B08N5WRWNW

# Chinese report
bash voc.sh B08N5WRWNW --lang zh

# More reviews (requires VOC.AI Team plan token)
bash voc.sh B08N5WRWNW --token YOUR_TOKEN --limit 50

# Save to file
bash voc.sh B08N5WRWNW --output report.md

# Fetch only (no AI, saves JSON)
bash voc.sh B08N5WRWNW --scrape-only --output reviews.json

# Analyze existing JSON
bash voc.sh --analyze reviews.json --asin B08N5WRWNW --lang zh

API Token

Free tier: 8 reviews per ASIN — no token needed
More reviews: Get a VOC.AI token at https://voc.ai/pricing (Team/Enterprise plan)
Pass via --token YOUR_TOKEN or export VOC_TOKEN=YOUR_TOKEN

Sample Output

╔══════════════════════════════════════════════════════╗
║     Amazon Review Intelligence Report               ║
║  ASIN: B08N5WRWNW  │  Reviews: 8    │  amazon.com   ║
║  Generated: 2026-04-01 10:30                         ║
╚══════════════════════════════════════════════════════╝

📊 Sentiment Distribution
  Positive  ████████████░░░░  74%  (6 reviews)
  Neutral   ███░░░░░░░░░░░░░  13%  (1 reviews)
  Negative  ██░░░░░░░░░░░░░░  13%  (1 reviews)
  Verified  ████████████████  89% verified purchases

⭐ Rating Distribution
  5★  ███████████████  5
  4★  ████░░░░░░░░░░░  1
  3★  ██░░░░░░░░░░░░░  1
  2★  █░░░░░░░░░░░░░░  0
  1★  █░░░░░░░░░░░░░░  1

  Average Rating: ████  4.2/5.0

────────────────────────────────────────────────────────

## 🔴 Top 5 Pain Points

1. **Short battery life** (3 mentions)
   > "Battery drained in 2 days, very disappointed"
   - Customers expect longer standby time vs. what's advertised

## 🟢 Top 5 Selling Points

1. **Excellent sound quality** (5 mentions)
   > "Amazing bass and crystal clear highs for the price"

## 💡 Listing Optimization
...

Requirements

Python 3.8+
requests (auto-installed on first run)
claude CLI for AI analysis (optional — scrape-only mode works without it)
VOC.AI API token for more than 8 reviews

Notes

Default free tier: 8 reviews per ASIN
Want more? Upgrade to VOC.AI Team plan (https://voc.ai/pricing) — uses credits
Each AI analysis uses ~~2,000–5,000 Claude tokens (~~$0.01–$0.03)
Supports all Amazon marketplaces via VOC.AI

安全使用建议

Before installing or running: (1) Review and be comfortable that review text will be sent to VOC.AI (API endpoint in scraper.py) and to the local 'claude' CLI (which will contact Anthropic services). (2) The analyzer passes '--dangerously-skip-permissions' to the Claude CLI — this bypasses client-side permission prompts and could allow broader data transmission; avoid running with sensitive or PII-containing data unless you trust the target services. (3) The script will auto-install the 'requests' package via pip if missing—run in a virtualenv or sandbox if you prefer isolation. (4) Provide a VOC.AI Team token only if you understand billing/credit implications. (5) If you need higher assurance, run the scripts in an isolated environment, inspect the code, and/or remove or modify the '--dangerously-skip-permissions' usage in analyze.py before use.

功能分析

Type: OpenClaw Skill Name: amazon-review-scraper Version: 1.0.0 The skill contains several high-risk vulnerabilities and behaviors. The main entry point `voc.sh` is vulnerable to shell injection because it passes unquoted variables ($SCRAPE_ARGS) to a python3 command, which could allow arbitrary code execution if parameters like the API token are manipulated. Additionally, `analyze.py` passes untrusted review data into the `claude` CLI using the `--dangerously-skip-permissions` flag, creating a high risk of indirect prompt injection. Finally, `scraper.py` performs unauthorized environment modification by automatically executing `pip install` to fetch dependencies.

能力评估

ℹ Purpose & Capability

The code and SKILL.md align with the stated purpose: scraper.py calls VOC.AI APIs and analyze.py calls a local 'claude' CLI to generate VOC reports. Minor inconsistency: registry metadata lists no environment variables, but the scripts expect an optional VOC_TOKEN env var (and the analysis requires a configured 'claude' CLI). Requiring VOC.AI tokens and an AI CLI is coherent with the skill's purpose.

⚠ Instruction Scope

Runtime instructions and included scripts only fetch reviews from VOC.AI and send review text to the 'claude' CLI for analysis. However analyze.py invokes claude with the flag '--dangerously-skip-permissions' which explicitly bypasses permission safeguards — this is a security-relevant behavior because it may cause the Claude/Anthropic client to transmit data without normal permission checks. The scripts do not read unrelated system files or network endpoints beyond VOC.AI and the local 'claude' binary.

ℹ Install Mechanism

There is no declared install spec (instruction-only skill), but scraper.py will auto-install the 'requests' package at runtime if missing (pip install). Auto-installing from PyPI at runtime is common but adds runtime network dependency and writes to disk; be aware code performs pip installs.

ℹ Credentials

The only external credentials involved are an optional VOC.AI token (VOC_TOKEN) and whatever credentials the user's local 'claude' CLI requires (Anthropic/Claude). The registry metadata did not declare VOC_TOKEN, which is a small documentation mismatch. No unrelated credentials or system config paths are requested.

✓ Persistence & Privilege

The skill does not request permanent agent presence (always:false), does not modify other skills or system-wide configs, and cleans up its temporary JSON file. No elevated persistence or privilege escalation behavior detected.

如何使用

确保已安装 OpenClaw（本地或 Docker 部署）
在对话框中输入安装命令：/install amazon-review-scraper
安装完成后，直接呼叫该 Skill 的名称或使用 /amazon-review-scraper 触发
根据 Skill 的参数说明提供必要输入，即可获得结构化输出

版本历史

v1.0.0

- Initial release of amazon-review-scraper. - Fetches Amazon product reviews by ASIN using VOC.AI API (no scraping or browser required). - Analyzes reviews with Claude AI to generate structured VOC reports, including sentiment breakdown, pain points, selling points, optimization suggestions, and SEO keywords. - Free tier supports up to 8 reviews per ASIN; higher limits available with a VOC.AI token. - Provides multiple output options, language support (English/Chinese), and integrates easily with Bash. - Compatible with all Amazon marketplaces through VOC.AI.

元数据

Slug amazon-review-scraper

版本 1.0.0

许可证 MIT-0

累计安装 0

当前安装数 0

历史版本数 1

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