Real ChatGPT answer · index seedNLLuDwU5zPYcompleteMarketing and advertising · AI search and generative engine optimizationcomparison

Are there any open source tools for auditing a WordPress site for AI search performance since we cannot afford the top tier enterprise SEO platforms?

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Are there any open source tools for auditing a WordPress site for AI search performance since we cannot afford the top tier enterprise SEO platforms?
3 real searches · 1 real-search pass
open source AI search visibility audit tools GitHub LLM search monitoring GEO SEO WordPress 2026Google ↗
OBSERVEDOther / navigational
open source SEO crawler website audit self hosted GitHub WordPress SEOnaut SiteOne CrawlerGoogle ↗
OBSERVEDOther / navigational
GitHub tools track brand visibility ChatGPT Perplexity citations AI search analytics open sourceGoogle ↗
OBSERVEDOther / navigational

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 (3)
Short factOther / navigational100%ComparisonConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT3 real searches · gpt-6
open source AI search visibility audit tools GitHub LLM search monitoring GEO SEO WordPress 2026 Google ↗
open source SEO crawler website audit self hosted GitHub WordPress SEOnaut SiteOne Crawler Google ↗
GitHub tools track brand visibility ChatGPT Perplexity citations AI search analytics open source Google ↗
  1. GitHub repository · github.com
  2. GitHub repository · github.com
  3. WordPress plugin · wordpress.org
  4. GitHub repository · github.com
  5. GitHub repository · github.com
  6. GEO Audit · github.com
  7. CrawlSEO · github.com
  8. Limelit Open · github.com
  9. Booltools SEO Crawler · booltools.github.io
  10. GitHub - crawlseo/crawlseo: Open-source SEO monitoring. GSC + Site Crawler + Core Web Vitals in one dashboard. · git.mitgai.net

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
open source AI search visibility audit tools GitHub LLM search monitoring GEO SEO WordPress 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
open source SEO crawler website audit self hosted GitHub WordPress SEOnaut SiteOne Crawler
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
GitHub tools track brand visibility ChatGPT Perplexity citations AI search analytics open source
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1