Real ChatGPT answer · index seedappccRomTRkcompleteMarketing and advertising · AI search and generative engine optimizationinformational
Are there any open-source Python scripts I can use to scrape and analyze AI search engine result pages for my capstone project?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are there any open-source Python scripts I can use to scrape and analyze AI search engine result pages for my capstone project?
2 real searches · 1 real-search pass
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
open source Python GitHub scrape AI search engine results pages Perplexity SearchGPT Google AI Overviews citations analysis Google ↗
GitHub open source Python libraries SERP scraping Google Bing Brave search results API Google ↗
- karust/openserp · github.com
- Python SDK · github.com
- GitHub - karust/openserp: Self-hosted SERP API for AI, SEO & automation. Browser-rendered Google, Bing, Yandex, Baidu, DuckDuckGo and Ecosia search with page extraction 🎉 · github.com
- getlinksc/search-parser · github.com
- whode/pyserp · github.com
- PyPI · pypi.org
- serpapi/serpapi-python · github.com
- serpapi/google-search-results-python · github.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
open source Python GitHub scrape AI search engine results pages Perplexity SearchGPT Google AI Overviews citations analysis OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
GitHub open source Python libraries SERP scraping Google Bing Brave search results API OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |