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Pangolinfo Scraper Skill for OpenClaw

Pangolinfo Scraper Banner

Give your AI Agent real-time vision. Scrape Amazon, Walmart, and Google Search results as clean JSON. No CAPTCHAs. No IP bans. Just data.

WebsiteDocumentationGet API Key


🚀 Features

  • ⚡ Real-Time Data: Fetch live pricing, stock status, and rankings in milliseconds.
  • 🧠 LLM-Ready: Returns structured JSON that OpenClaw, ChatGPT, and Claude can understand instantly.
  • 🛡️ Unblockable: Built-in residential proxy rotation and browser fingerprinting.
  • 🔌 Plug & Play: Designed specifically as an OpenClaw Skill.

📦 Installation

This skill is designed for OpenClaw.

  1. Clone this repository into your skills directory:

    git clone https://github.com/Pangolin-spg/openclaw-skill-pangolinfo.git skills/pangolinfo
  2. Configure your API Key (no pip install needed -- zero dependencies):

    export PANGOLIN_API_KEY="your_api_key_here"

🛠️ Usage

Within OpenClaw

Just ask your agent!

"Check the current price of Sony WH-1000XM5 on Amazon US."

"What are the top 5 organic results for 'AI Agent' on Google?"

Manual CLI Usage

You can also run the scraper scripts directly (zero dependencies, Python 3.8+ stdlib only):

# Google AI Mode search (default, 2 credits)
python scripts/pangolin_serp.py --q "what is quantum computing"

# Google standard SERP (2 credits)
python scripts/pangolin_serp.py --q "best laptops 2025" --mode serp

# Google SERP Plus (cheaper, 1 credit)
python scripts/pangolin_serp.py --q "best laptops 2025" --mode serp-plus

# Amazon product detail by ASIN
python scripts/pangolin_amazon.py --asin B0DYTF8L2W --site amz_us

# Amazon keyword search
python scripts/pangolin_amazon.py --q "wireless mouse" --site amz_us

# Amazon product reviews (critical only)
python scripts/pangolin_amazon.py --content B00163U4LK --mode review --filter-star critical

# Amazon bestsellers
python scripts/pangolin_amazon.py --content "electronics" --parser amzBestSellers --site amz_us

🧩 Supported Platforms

Platform Features Script Parsers
Google AI Mode, SERP, SERP Plus, AI Overviews, Screenshots pangolin_serp.py googleAiSearch, googleSearch, googleSearchPlus
Amazon Products, Search, Reviews, BSR, Bestsellers, Variants, 13 regions pangolin_amazon.py amzProductDetail, amzKeyword, amzBestSellers, amzReviewV2, + 5 more

📄 Example Response

Google AI Mode (pangolin_serp.py)

{
  "success": true,
  "task_id": "1768988520324-766a695d93b57aad",
  "results_num": 1,
  "ai_overview_count": 1,
  "ai_overview": [
    {
      "content": ["Quantum computing uses quantum bits (qubits)..."],
      "references": [
        {
          "title": "Quantum Computing - Wikipedia",
          "url": "https://en.wikipedia.org/wiki/Quantum_computing",
          "domain": "Wikipedia"
        }
      ]
    }
  ]
}

Amazon Product Detail (pangolin_amazon.py)

{
  "success": true,
  "task_id": "02b3e90810f0450ca6d41244d6009d0f",
  "url": "https://www.amazon.com/dp/B0DYTF8L2W",
  "metadata": {
    "executionTime": 1791,
    "parserType": "amzProductDetail",
    "parsedAt": "2026-01-13T06:42:01.861Z"
  },
  "results": [ ... ],
  "results_count": 1
}

🤝 Contributing

Pull requests are welcome! For major changes, please open an issue first to discuss what you would like to change.

📄 License

MIT © Pangolinfo

About

Real-time Web Scraper Skill for OpenClaw & AI Agents. Fetch live data from Google Search, Amazon, and Walmart using Pangolinfo's AI Mode API. Returns LLM-ready JSON/Markdown.

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