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.
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://tool.pangolinfo.com/
- Auth env vars (choose one):
PANGOLIN_TOKEN(recommended)- or
PANGOLIN_EMAIL+PANGOLIN_PASSWORD
export PANGOLIN_TOKEN="..."
# or
export PANGOLIN_EMAIL="..."
export PANGOLIN_PASSWORD="..."
Minimal examples
AI Mode search:
python3 scripts/pangolinfo.py --q "what is quantum computing" --mode ai-mode
Standard SERP + AI Overview extraction (+ optional screenshot):
python3 scripts/pangolinfo.py --q "openclaw" --mode serp --screenshot
Multi-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
- Product: https://www.pangolinfo.com/ai-serp-skill/
- AI Overview SERP API: https://www.pangolinfo.com/ai-overview-serp-api/
- AI Overview API documentation: https://docs.pangolinfo.com/en-api-reference/aiModeSerpApi/aiModeSerpAPI
- Source: https://github.com/Pangolin-spg/openclaw-skills/tree/main/pangolinfo-ai-serp
Deep-dive references
- references/ai-mode-api.md
- references/ai-overview-serp-api.md
- references/error-codes.md