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Install in OpenClaw
/install product-opportunity-analyzer
Description
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。
Usage Guidance
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.
Capability Analysis
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.
Capability Assessment
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.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install product-opportunity-analyzer - After installation, invoke the skill by name or use
/product-opportunity-analyzer - Provide required inputs per the skill's parameter spec and get structured output
Version History
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.
Metadata
Frequently Asked Questions
What is Product Opportunity Analyzer?
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。 It is an AI Agent Skill for Claude Code / OpenClaw, with 84 downloads so far.
How do I install Product Opportunity Analyzer?
Run "/install product-opportunity-analyzer" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Product Opportunity Analyzer free?
Yes, Product Opportunity Analyzer is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does Product Opportunity Analyzer support?
Product Opportunity Analyzer is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Product Opportunity Analyzer?
It is built and maintained by zzhimin (@zzhimin); the current version is v1.0.0.
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