Real ChatGPT answer · index seednJCqXdK6OT4completeMarketing and advertising · AI search and generative engine optimizationinformational
Are there any open-source Python scripts or frameworks that can help me audit a website for LLM readability and GEO readiness?
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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 or frameworks that can help me audit a website for LLM readability and GEO readiness?
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 tools framework audit website LLM readability GEO generative engine optimization crawler GitHub Google ↗
Python libraries audit website structured data robots.txt llms.txt schema.org content extraction GitHub Google ↗
- GitHub repository · github.com
- GitHub repository · github.com
- GitHub repository · github.com
- Project website · booltools.github.io
- Documentation · booltools.github.io
- Crawl4AI · github.com
- EasyOCR · github.com
- Requests · github.com
- Scrapy · github.com
- Sumy · github.com
- PySEOAnalyzer · github.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
open source Python tools framework audit website LLM readability GEO generative engine optimization crawler GitHub OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Python libraries audit website structured data robots.txt llms.txt schema.org content extraction GitHub OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |