Vantage
About
Checks whether ChatGPT, Perplexity, and Gemini cite your brand, callable from any MCP client.
Details
- Author
- vantagemcp
- Categories
- Marketing, Other, AI
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Setup
Install Vantage in your MCP client (Claude Desktop, Cursor, Windsurf, and others).
Repository: https://github.com/vantagemcp/vantage-mcp
Follow the installation instructions in the repository README, then restart your MCP client.
Vantage is an MCP server that checks whether ChatGPT, Perplexity, and Gemini cite your brand, callable directly from Claude Code, Cursor, or any MCP client. No dashboard to interpret, just a straight answer.
Published on theOfficial MCP Registryunder the domain-verified namespacedev.vantagemcp/vantage.
Not to be confused with:vantage.sh, a cloud cost-management company with its own, unrelated MCP server also named Vantage. Different product, same name.
{ "mcpServers": { "vantage": { "url": "https://vantagemcp.dev/mcp", "headers": { "Authorization": "Bearer YOUR_API_KEY" } } } }
Get a free API key (3 checks/month, no card required) atvantagemcp.dev.
Is a domain cited at all, on a given AI platform.
Who dominates AI-answer citations for a topic, and whether a domain is among them.
"Who's winning AI search for this?"
How the winning AI answer for a topic is actually shaped: list-led, sources cited, opening length.
"What does a winning answer look like?"
Same ascitation_structure, across up to 10 related topics in one call, for content planning across a cluster.
"What do winning answers look like across this whole topic cluster?"
> agent calls citation_leaders( keyword: "best mood tracker app", platform: "chat_gpt" ) < response { "keyword": "best mood tracker app", "platform": "chat_gpt", "top_domains": [ { "domain": "www.reddit.com", "mentions": 59 }, { "domain": "apps.apple.com", "mentions": 55 }, { "domain": "en.wikipedia.org", "mentions": 49 }, { "domain": "www.makeuseof.com", "mentions": 12 }, { "domain": "play.google.com", "mentions": 11 } ] }
This repo is the MCP server itself: three tools, API-key auth, usage metering. Billing and account provisioning are a separate internal service, not included here.
uv pip install -e . export DATAFORSEO_USERNAME=... export DATAFORSEO_PASSWORD=... # stdio (local MCP client, e.g. Claude Desktop config pointing at this command) python -m vantage_mcp.server # streamable-http (network service, bind to loopback behind your own reverse proxy) export VANTAGE_PORT=8420 python -m vantage_mcp.server --http
Requires aDataForSEOaccount for the underlying SERP/AI-answer data.
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