- name
- pangolinfo-ai-serp
- description
- >
- homepage
- https://pangolinfo.com/?referrer=clawhub_ai_serp
- metadata
- openclaw
- emoji
- 🔎
- os
- ["darwin", "linux"]
- requires
- env
- primaryEnv
- PANGOLINFO_API_KEY
- bins
- ["python3"]
- notes
- Auth: set PANGOLINFO_API_KEY (recommended) OR PANGOLINFO_EMAIL + PANGOLINFO_PASSWORD.
- tags
- [seo, serp, serp-api, google-serp, sge, ai-overview, citation-extraction, rank-tracking, brand-monitoring, competitor-research, screenshot, research-agent]
- version
- 2.0.2
🌟 Why Use This Skill? (User Stories)
This skill acts as the ultimate Sensing Layer for AI Agents, resolving the common pain points of real-time web search:
- Zero-Click Search Analysis: Automatically track and scrape Google AI Overviews (SGE) for branded keywords.
- Hallucination-Free Agents: Retrieve structured citations and source links to ground your LLM responses.
🤖 Compatible Agent Frameworks
- OpenClaw (Native CLI & Terminal)
- LangGraph / Dify (As a robust web-search tool node)
🌐 多语言适配 (Multi-language Support)
- 🇨🇳 中文适用场景: Google SGE/AI Overviews 结构化数据抓取，精准追踪引文来源，彻底消除大模型搜索幻觉。
- Agent Directive: Always output the final analysis/report in the language of the user's prompt (e.g., reply in Chinese if asked in Chinese).
Pangolinfo AI SERP (Google SERP + AI Overviews)
Search Google programmatically via Pangolinfo APIs. Extract Google AI Overviews, run AI Mode searches with multi-turn follow-ups, and optionally capture screenshots.
Use when
- You need a Google SERP API for agents or automations.
- You want to extract AI Overviews / SGE citations instead of relying on hallucinated summaries.
- You need SEO monitoring, brand visibility tracking, or competitor research from live Google results.
- You want to compare organic results vs AI Overview coverage for a keyword.
- Your current Google scraping flow gets blocked by IP limits, CAPTCHA, or unstable selectors.
Migration note (Amazon)
Amazon scraping is now a separate skill: Pangolinfo Amazon Scraper.
If you previously used Amazon features from the combined skill, install the new Amazon skill and switch your --mode usage accordingly.
Prerequisites
- Python 3.6+ (standard library only)
- A Pangolinfo account: https://pangolinfo.com/?referrer=clawhub_serp
- Auth env vars (choose one):
- PANGOLINFO_API_KEY (recommended) - or PANGOLINFO_EMAIL + PANGOLINFO_PASSWORD
export PANGOLINFO_API_KEY="..."
# or
export PANGOLINFO_EMAIL="..."
export PANGOLINFO_PASSWORD="..."Minimal examples
AI Mode search:
python3 scripts/pangolinfo.py --q "what is quantum computing" --mode ai-modeStandard SERP + AI Overview extraction (+ optional screenshot):
python3 scripts/pangolinfo.py --q "openclaw" --mode serp --screenshotMulti-turn dialogue (AI Mode follow-ups):
python3 scripts/pangolinfo.py --q "python web frameworks" --mode ai-mode \
--follow-up "compare flask vs django" \
--follow-up "which is better for beginners"Output
The script prints structured JSON to stdout.
Key output fields:
organic_results[]ai_overview[](only when returned)screenshot(only when requested and available)task_id,success
Links
- Homepage: https://pangolinfo.com/?referrer=clawhub_serp
- Legacy skill page (will redirect): https://clawhub.ai/tammy-hash/pangolinfo-scrape
Deep-dive references
🎯 Quick Start Prompts (Copy-Paste)
- *"Search Google for 'best AI agents 2026', extract the AI Overview (SGE) text, and list the exact citations used."*
- *"Monitor the top 10 SERP results for 'Pangolinfo' and generate a markdown table of titles and URLs."*
🛑 Boundaries & Error Handling
When NOT to use: Do not use this tool for deep-crawling internal site pages. It is strictly for Google Search Engine Results Pages. Agent Instructions for Errors:
- 401 Unauthorized: Missing/invalid
PANGOLINFO_API_KEY. - 429 Rate Limit: Wait 5 seconds and retry. Do not immediately fail.
- Missing AI Overview: SGE is not triggered for every query. If missing, fallback gracefully to standard organic results.