Vantage

Checks if ChatGPT, Perplexity and Google AI Overviews cite your site, and who they cite instead.

LLM Mart 3 views 20 listing impressions
Transport
Not stated
Package
—
Registry id
dev.vantagemcp/vantage

No install snippet on purpose. A working MCP config is a command, its arguments and an environment block — the last two are where API keys live, so this catalogue never stores them and cannot publish them. Follow the link above for the authors' own instructions.

mcp

Vantage checks whether ChatGPT and Google's AI Overview cite your brand. It is designed to be called from Claude Code, Cursor, or any MCP client, returning a straight answer instead of a dashboard to interpret. The product includes MCP tools such as check_prompt_coverage, analyze_citation_gap, find_citation_leaders, and analyze_citation_trend, among others.

Its pricing is metered to what a check actually costs to run, with no seats and no annual lock-in. The free plan includes 30 checks per month, and paid plans start at $29 USD per month for 500 checks. Vantage can be connected to an AI tool by pasting a configuration block into the tool's MCP settings file, such as mcp.json.

Behind a leaderboard check, which ranks the sites AI answers cite most for a topic, costs 10 checks, while most other checks cost 1 check.

Summary drafted from the project's own website. Every sentence is backed by text on that page and was reviewed before publishing.

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