Vantage research · November 2026 · MCP and agents
What AI cites for “best mcp server directory”
ChatGPT cited 10 sites, Gemini cited 9 sites, Perplexity cited 6 sites. 2 sites were cited by all three.
Updated monthlyNext edition 1 December 2026
ChatGPTGeminiPerplexity dots beside a site: the other engines that cite it too
ChatGPT
10 sites · opens with a sentence · has a table · opening 25 words
- glama.ai
- registry.modelcontextprotocol.io
- smithery.ai
- pulsemcp.com
- mcp.so
- hub.docker.com
- github.com
- popmcp.com
- eseospace.com
- metorial.com
Brands namedGlama, Official MCP Registry, Smithery, PulseMCP, MCP.so, Docker MCP Catalog, Awesome MCP Servers
Gemini
9 sites · opens with a sentence · no table · opening 37 words
- totalum.app
- gamut.so
- k2view.com
- github.com
- aiagentslist.com
- model-context-protocol.com
- mcp.so
- glama.ai
- eseospace.com
Brands namedGlama AI MCP Directory, MCP.so, Official MCP Registry, Smithery, Filesystem, Context7, Playwright MCP, Supabase
Perplexity
6 sites · opens with a sentence · no table · opening 34 words
- github.com
- contextbolt.com
- mcp.directory
- developersdigest.tech
- mcp.so
- descope.com
Brands namedMCP.Directory, Official MCP Registry, Glama, PulseMCP
Cited by more than one engine
- mcp.so
- github.com
- glama.ai
- eseospace.com
Is your site one of them?
Ask your AI agent to run Vantage's analyze_citation_coverage for your domain and “best mcp server directory”, on all
three engines, and it will tell you whether you are cited, who is instead, and what changed since your last check.
More MCP and agents questions
Each engine was asked once, in English, as from the United States, on 2026-11-01. Answers change from run to run, so read this as a snapshot. Download the data.