AI visibility MCP
Inspect supported AI answers, brand mentions and citations with explicit query and engine context.
3 implemented research toolsRead the tool reference →Start with a focused question
Give your assistant a clear scope, inputs and credit limit.
Does a supported AI answer mention our brand?
Which sources does this answer cite?
What is available
Brand mentions and citations across AI answer engines.
Run prompts on AI engines
Runs prompts on AI engines and reports which brands each answer mentions and which sources it cites: "does ChatGPT recommend us for X", "which sources do AI engines cite for X", a visibility baseline across engines. Slow: returns a task_id at once; read the result with get_task. For prompts people ask use aeo_search_prompts; for Google's blue links use seo_get_serp; for crawler access use aeo_get_site_readiness.
Find prompts asked of AI engines
Prompts people ask ChatGPT or Google's AI Overview about a topic or brand, from the provider's index of observed answers. These are prompts, not keywords: for Google keywords use seo_search_keywords; for what engines answer now use aeo_run_ai_answers.
Check a site's AI crawler readiness
Whether a site is set up for AI answer engines: robots.txt access for every known AI crawler (search, user fetch, training), CDN or WAF rules that turn answer crawlers away before robots.txt, content in the raw HTML without JavaScript, noindex and snippet limits, freshness dates, redirects, sitemap, title and description, structured data and llms.txt. About 17 live fetches of the site's origin; no crawl and no LLM call. For what engines answer use aeo_run_ai_answers; for a full audit use seo_run_technical_crawl.
Keep the research under your control
- Create and verify your MARqentic account.
- Connect a compatible MCP assistant and approve a workspace.
- Review available tools and request a dry-run quote where supported.
- Set a product-credit budget, run the research and retain its source context.
Social research reads supported public information. It does not publish posts, access private accounts or guarantee a complete audience sample.