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在 OpenClaw 中安装
/install product-opportunity-analyzer
功能描述
从电商评论中发掘产品机会。自动抓取商品1-3星评论，使用Map-Reduce策略提取痛点，生成产品洞察报告。当用户发送亚马逊商品链接时触发此技能。
安全使用建议
This skill uses Bright Data to fetch Amazon reviews and the included script requires a Bright Data API key, but the published metadata does not declare that credential — that's the main red flag. Before installing or using: (1) confirm with the author which credential(s) are required and why they weren't declared; (2) if you must provide an API key, create a least-privilege/test Bright Data key and monitor usage/costs; (3) understand that product URLs and review text will be sent to Bright Data (third-party) — evaluate privacy and compliance implications; (4) if you can't verify the owner or don't want to share a Bright Data key, avoid enabling the skill. If the author updates metadata to explicitly declare the Bright Data API requirement and its scope, re-evaluate then.
功能分析
Type: OpenClaw Skill
Name: product-opportunity-analyzer
Version: 1.0.0
The skill bundle is a legitimate tool for analyzing Amazon product reviews to identify product improvement opportunities. The SKILL.md file provides clear, task-oriented instructions for an AI agent to perform Map-Reduce style analysis, and the scripts/review_scraper.py script is a standard Python utility that uses the Bright Data API to fetch review data. No evidence of data exfiltration, malicious execution, or harmful prompt injection was found.
能力评估
Purpose & Capability
The skill claims to fetch Amazon reviews and analyze them, which matches the included script and SKILL.md workflow. However, both the SKILL.md and scripts rely on Bright Data (brightdata_amazon_product_reviews / api.brightdata.com) and an API key, yet the registry metadata declares no required environment variables or primary credential. Not declaring the Bright Data API key is an incoherence.
Instruction Scope
Runtime instructions explicitly direct the agent to call a Bright Data tool to fetch reviews, apply Map-Reduce and produce reports. The instructions do not ask for unrelated system files, but they assume a network-capable tool and credentials exist. The automatic trigger on receiving an Amazon link is expected for the described purpose but means the agent could autonomously send product URLs and review text to Bright Data without the skill declaring where the API key comes from.
Install Mechanism
This is an instruction-only skill with no install spec. The included Python script is simple and does not perform hidden installs. No inbound archive downloads or non-standard install locations are present.
Credentials
The script requires an API key (passed on the CLI) for Bright Data, and the SKILL.md references using Bright Data's tool, but the skill metadata lists no required env vars or primary credential. Requesting network access to a third-party scraping provider without declaring it is disproportionate and makes it unclear what secrets the skill needs or will transmit.
Persistence & Privilege
always is false, there are no config-path or system-wide modifications, and the skill does not request persistent/privileged presence. Autonomous invocation is allowed (platform default) but not combined here with broad undeclared credential access.
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 product-opportunity-analyzer - 安装完成后，直接呼叫该 Skill 的名称或使用
/product-opportunity-analyzer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 the product-opportunity-analyzer skill.
- Automatically analyzes Amazon product links sent by users, focusing on 1-3 star reviews.
- Utilizes a Map-Reduce approach: batches review extraction, pain point tagging, and opportunity aggregation.
- Ignores logistics and service issues, centering insights on product flaws and improvement opportunities.
- Generates actionable product insight reports, highlighting urgent product fixes, hidden opportunities, expectation mismatches, and expert recommendations.
- Supports local batch processing via provided Python script.
元数据
常见问题
Product Opportunity Analyzer 是什么？
从电商评论中发掘产品机会。自动抓取商品1-3星评论，使用Map-Reduce策略提取痛点，生成产品洞察报告。当用户发送亚马逊商品链接时触发此技能。 它是一个面向 Claude Code / OpenClaw 的 AI Agent Skill 插件，目前累计下载 84 次。
如何安装 Product Opportunity Analyzer？
在 OpenClaw 或 Claude Code 对话框中运行命令「/install product-opportunity-analyzer」即可一键安装，无需额外配置。
Product Opportunity Analyzer 是免费的吗？
是的，Product Opportunity Analyzer 完全免费，采用 MIT-0 许可证，可自由下载、安装和使用。
Product Opportunity Analyzer 支持哪些平台？
Product Opportunity Analyzer 跨平台运行，可在任意部署了 OpenClaw / Claude Code 的环境中使用（cross-platform）。
谁开发了 Product Opportunity Analyzer？
由 zzhimin（@zzhimin）开发并维护，当前版本 v1.0.0。
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