Vantage research · November 2026 · MCP and agents
What AI cites for “best mcp servers for claude code”
ChatGPT cited 10 sites, Gemini cited 4 sites, Perplexity cited 10 sites. 1 site was 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 8 words
- nimbalyst.com
- mcpvault.io
- aftergradient.com
- github.com
- linear.app
- kipt.me
- cognifyflow.com
- locul.ai
- code.claude.com
- mcp.so
Brands namedContext7, GitHub MCP Server, Playwright MCP, Serena, Chrome DevTools MCP, Supabase MCP, Sentry MCP, Figma MCP
Gemini
4 sites · opens with a sentence · no table · opening 41 words
- nimbalyst.com
- totalum.app
- claudemcp.org
- mcp.so
Brands namedDocumentation & Knowledge, Context7, Repo & Developer Tooling, GitHub MCP Server, Filesystem MCP Server, Testing & Browser Automation, Playwright MCP Server, Database & Backend Operations
Perplexity
10 sites · opens with a sentence · has a table · opening 17 words
- hatchable.com
- truefoundry.com
- parallel.ai
- scrapeless.com
- brightdata.com
- firecrawl.dev
- nimbalyst.com
- getmaxim.ai
- folk.app
- code.claude.com
Brands namedGitHub, Context7, Playwright, Sentry, Supabase, Vercel, Linear, Chrome DevTools
Cited by more than one engine
- nimbalyst.com
- code.claude.com
- mcp.so
Is your site one of them?
Ask your AI agent to run Vantage's analyze_citation_coverage for your domain and “best mcp servers for claude code”, 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.