Search Google and scrape Amazon using Pangolin APIs. Supports AI Mode search (Google AI Overview with multi-turn dialogue), standard SERP with AI Overview extraction, Amazon product/keyword/category scraping, and screenshot capture. Use when needing to search Google programmatically, get AI overviews, scrape SERP results, perform multi-turn Google AI search, or extract Amazon product data. Requires PANGOLIN_EMAIL and PANGOLIN_PASSWORD env vars (or PANGOLIN_TOKEN).
Scanned 9/9/2026
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---
name: pangolin-serp
description: >
Search Google and scrape Amazon using Pangolin APIs. Supports AI Mode search
(Google AI Overview with multi-turn dialogue), standard SERP with AI Overview
extraction, Amazon product/keyword/category scraping, and screenshot capture.
Use when needing to search Google programmatically, get AI overviews, scrape
SERP results, perform multi-turn Google AI search, or extract Amazon product
data. Requires PANGOLIN_EMAIL and PANGOLIN_PASSWORD env vars (or PANGOLIN_TOKEN).
---
# Pangolin SERP & Scrape
**New canonical (AI SERP):** https://clawhub.ai/pangolinfo/pangolinfo-ai-serp
**Amazon skill:** https://clawhub.ai/pangolinfo/pangolinfo-amazon-scraper
Search Google and scrape Amazon programmatically via Pangolin APIs. Extract AI overviews, organic search results, Amazon product data, and page screenshots.
## Prerequisites
- **Python 3.6+** (uses only standard library)
- **Pangolin account** at [pangolinfo.com](https://www.pangolinfo.com)
- **Environment variables** (one of):
- `PANGOLIN_TOKEN` -- existing bearer token
- `PANGOLIN_EMAIL` + `PANGOLIN_PASSWORD` -- for automatic login
## Quick Start
### AI Mode Search (Google AI Overview)
```bash
python3 scripts/pangolin.py --q "what is quantum computing" --mode ai-mode
```
### Standard SERP with AI Overview
```bash
python3 scripts/pangolin.py --q "how does java work" --mode serp --screenshot
```
### Multi-Turn Dialogue
```bash
python3 scripts/pangolin.py --q "python web frameworks" --mode ai-mode \
--follow-up "compare flask vs django" \
--follow-up "which is better for beginners"
```
### Amazon Product Detail
```bash
python3 scripts/pangolin.py --url "https://www.amazon.com/dp/B0DYTF8L2W" --mode amazon
```
### Amazon Keyword Search
```bash
python3 scripts/pangolin.py --q "wireless mouse" --mode amazon --parser amzKeyword
```
## Workflow
1. **Authenticate** -- Token resolved from env var, cache (`~/.pangolin_token`), or fresh login
2. **Choose API mode** -- `ai-mode` | `serp` | `amazon`
3. **Execute** -- Script builds the request, calls the API with retry logic
4. **Parse output** -- Structured JSON to stdout
## Usage
### AI Mode (`--mode ai-mode`)
Uses `parserName: "googleAISearch"` with `udm=50` to get Google AI Mode results.
```bash
python3 scripts/pangolin.py --q "explain machine learning" --mode ai-mode
```
Output includes `ai_overview` with content paragraphs and source references.
### AI Overview SERP (`--mode serp`)
Uses `parserName: "googleSearch"` for standard SERP results with AI overview extraction.
```bash
python3 scripts/pangolin.py --q "best programming languages 2025" --mode serp
```
Output includes both `organic_results` and optional `ai_overview`.
### Multi-Turn Follow-Up
Add follow-up questions to an AI Mode search. Keep to 5 or fewer for optimal performance (more is allowed but slower):
```bash
python3 scripts/pangolin.py --q "kubernetes" --mode ai-mode \
--follow-up "how to deploy" \
--follow-up "monitoring tools" \
--follow-up "cost optimization"
```
### Amazon (`--mode amazon`)
Scrape Amazon product data using various parsers.
**Product detail by URL:**
```bash
python3 scripts/pangolin.py --url "https://www.amazon.com/dp/B0DYTF8L2W" --mode amazon
```
**Keyword search:**
```bash
python3 scripts/pangolin.py --q "mechanical keyboard" --mode amazon --parser amzKeyword
```
**Best sellers:**
```bash
python3 scripts/pangolin.py --url "https://www.amazon.com/gp/bestsellers/electronics" \
--mode amazon --parser amzBestSellers
```
**With custom zipcode and raw HTML:**
```bash
python3 scripts/pangolin.py --url "https://www.amazon.com/dp/B0DYTF8L2W" \
--mode amazon --zipcode 90210 --format rawHtml
```
**Available Amazon parsers:**
| Parser | Use Case |
|--------|----------|
| `amzProductDetail` | Single product page (default) |
| `amzKeyword` | Keyword search results |
| `amzProductOfCategory` | Category listing |
| `amzProductOfSeller` | Seller's products |
| `amzBestSellers` | Best sellers ranking |
| `amzNewReleases` | New releases ranking |
| `amzFollowSeller` | Product variants / other sellers |
### Authentication Only
```bash
python3 scripts/pangolin.py --auth-only
```
### Raw API Response
```bash
python3 scripts/pangolin.py --q "test" --mode ai-mode --raw
```
### All CLI Options
```
--q QUERY Search query
--url URL Target URL (for Amazon product pages, category pages, etc.)
--mode MODE ai-mode (default) | serp | amazon
--screenshot Capture page screenshot (Google only)
--follow-up TEXT Follow-up question (repeatable, ai-mode only)
--num N Number of results (default: 10, Google only)
--parser PARSER Amazon parser name (default: amzProductDetail)
--zipcode CODE Amazon zipcode (default: 10041)
--format FMT Amazon response format: json (default) | rawHtml | markdown
--auth-only Authenticate and show token info
--raw Output raw API response
```
## Choosing the Right API
| Feature | AI Mode | SERP | Amazon |
|---------|---------|------|--------|
| Parser | `googleAISearch` | `googleSearch` | `amz*` (7 types) |
| Input | `--q` | `--q` | `--url` or `--q` |
| Primary output | AI-generated answer | Organic results + AI overview | Product data |
| Multi-turn | Yes (via `--follow-up`) | No | No |
| Screenshot | Yes | Yes | No |
| Best for | AI answers | Search results with AI context | Product & market data |
| Cost | 2 credits | 2 credits | 1 credit (json) / 0.75 (raw) |
## Output Format
### Google (ai-mode / serp)
```json
{
"success": true,
"task_id": "...",
"results_num": 1,
"ai_overview_count": 1,
"ai_overview": [{"content": ["..."], "references": [{"title": "...", "url": "...", "domain": "..."}]}],
"organic_results": [{"title": "...", "url": "...", "text": "..."}],
"screenshot": "https://..."
}
```
### Amazon
```json
{
"success": true,
"task_id": "...",
"url": "https://www.amazon.com/dp/...",
"results_count": 1,
"product": {"asin": "...", "title": "...", "price": "...", "star": "...", "rating": "..."}
}
```
See reference files for full response schemas.
## Exit Codes
| Code | Meaning |
|------|---------|
| 0 | Success |
| 1 | API error (non-zero response code) |
| 2 | Usage error (invalid arguments) |
| 3 | Network error |
| 4 | Authentication error |
## Troubleshooting
| Problem | Solution |
|---------|----------|
| Auth fails | Check `PANGOLIN_EMAIL` and `PANGOLIN_PASSWORD` env vars |
| Empty AI overview | Not all queries trigger AI overview; try informational queries |
| Token invalid (1004) | Script auto-refreshes; ensure email/password env vars are set |
| Insufficient credits (2001) | Top up at pangolinfo.com |
| Timeout | Script retries 3x with backoff; check network |
| Amazon returns empty | Verify the URL and parser match (e.g. product URL + `amzProductDetail`) |
See [references/error-codes.md](references/error-codes.md) for the full error code reference.
## Deep-Dive Documentation
| Reference | Content |
|-----------|---------|
| [references/ai-mode-api.md](references/ai-mode-api.md) | AI Mode API schema, multi-turn dialogue mechanism |
| [references/ai-overview-serp-api.md](references/ai-overview-serp-api.md) | AI Overview SERP API schema, organic result structure |
| [references/amazon-api.md](references/amazon-api.md) | Amazon Scrape API, all parser types, product fields |
| [references/error-codes.md](references/error-codes.md) | Error codes, auth lifecycle, credit management |
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