browse-geo skill

Generative Engine Optimization — multi-engine brand visibility monitoring across Google AI Overviews, Perplexity, and ChatGPT Search.

Install

npx skills add https://github.com/ulpi-io/skills --skill browse-geo

Strongly recommended for Google coverage:

npm install camoufox-js
npx camoufox-js fetch

Trigger

/browse-geo <domain> [queries...] — or invoked when the user asks for:

"GEO monitoring", "generative engine optimization"
"AI visibility tracking", "brand monitoring in AI search"
"Where does my site get cited in AI answers?"

Multi-query, multi-engine brand visibility monitoring. For each query × engine combination, the skill records whether the target domain appears, its position, citation count, and context. Produces a cross-engine visibility matrix.

Engines covered

Engine	Method	Auth needed	Camoufox needed
Google AI Overviews	`browse goto https://www.google.com/search?q=<q>`	No	Yes
Perplexity	`browse goto https://www.perplexity.ai/search?q=<q>`	No	Yes (Cloudflare)
ChatGPT Search	`browse goto https://chatgpt.com` + fill/Enter	Yes (`--profile chatgpt`)	No

Workflow

Gather inputs — target domain, query list, engine selection (via AskUserQuestion)
Google AI Overviews — --runtime camoufox --headed, BROWSE_CONSENT_DISMISS=1, snapshot + extract
Perplexity — direct navigation, wait --network-idle, numbered citation analysis
ChatGPT Search — --profile chatgpt for authenticated session, fill + press Enter, handle streaming response
Visibility report — cross-engine matrix table with summary metrics

Report output

Visibility matrix: domain × engine × query
Summary metrics: visibility rate (%), avg citation position, gap queries (where domain is absent), competing domains (who gets cited instead)
Recommendations: which queries to target, which competitors to study

Key rules

Camoufox is required for Google. Without it, you'll hit "unusual traffic" blocks within a few queries.
Rate limit: add browse wait --network-idle between queries.
No fabrication — the agent reads actual citations from the snapshot, never guesses.
Results are point-in-time — AI engines change answers frequently. Rerun periodically.

Commands used

goto, snapshot, text, wait, fill, press

browse-aeo — per-page AEO readiness analysis
browse-stealth — anti-detection setup for Google/Perplexity