blog / mcp-search-demand
Data analysis

MCP by the Numbers: What Search Data Reveals About the Ecosystem

Everyone agrees MCP is having a moment. But “a moment” is hard to size. So we ran the ecosystem through Ahrefs — real search volumes, difficulty, and competitor traffic — to see what people are actually typing. The picture is clearer, and more interesting, than the hype suggests.

Ruzgar Zere
Ruzgar Zere2026-06-29 · 7 min read

01The headline demand is huge — and brutal

The category terms are enormous. “mcp server” alone pulls 62,000 US searches a month and 219,000 globally — for an acronym almost nobody had heard of two years ago. But look at the difficulty column: these are 70–80+ out of 100. For a young site, ranking here is a multi-year fight against docs and Wikipedia-tier authority.

KeywordUS/moGlobal/moDifficulty
mcp server62,000219,00081
model context protocol20,00059,00083
mcp servers11,00038,00074
what is mcp11,00030,00072

02The real demand is per-server

Here’s the finding that matters. People don’t just search “mcp server” — they search for specific ones. “playwright mcp” does 14,000 a month. “claude mcp,” “context7 mcp,” “serena mcp,” “supabase mcp,” “zapier mcp” — each is a real, recurring query. And the difficulty is a fraction of the head terms (“mcp inspector” is a 4). This long tail is the ecosystem’s search map: hundreds of named servers, each with its own demand.

KeywordUS/moDifficulty
playwright mcp14,00030
claude mcp6,40024
context7 mcp5,60031
mcp inspector4,1004
serena mcp3,70028
github mcp server2,50034
zapier mcp2,30015
supabase mcp1,60022
n8n mcp1,50030
postgres mcp1,00021

A slice of the long tail — there are hundreds more. This is why a page per server matters.


03The “best” cluster is small but golden

Buyer intent lives in the “best” and “awesome” queries. Volumes look modest, but the traffic potential — how much the top-ranking page actually pulls from the whole cluster — is enormous: ~9,400 for “best mcp servers,” and “awesome mcp servers” sits at a difficulty of 9. This is the most winnable high-value real estate in the space.

KeywordUS/moDifficultyTraffic potential
best mcp servers1,100249,400
awesome mcp servers80099,300
awesome mcp900246,000

04And the market is wide open

The most striking number isn’t search volume — it’s how little the incumbents capture. The current directories rank for a handful of keywords each and pull under 10,000 US visits between them. Nobody owns this category yet.

DirectoryOrganic keywordsUS traffic/moIn top 3
mcp.so111~9,20012
glama.ai45~3,5002
smithery.ai168~1,80013

For context: mature SaaS directories rank for tens of thousands of keywords. This is a category in its first innings.


05What it means
  • The demand is real, not hype. Hundreds of thousands of monthly searches, and the per-server long tail keeps growing as new servers ship.
  • Discovery is per-server and per-capability. People arrive knowing what they want (“supabase mcp,” “best mcp for scraping”), not browsing a homepage. Structure beats a single big list.
  • Naming is distribution. If you ship a server, its name is a keyword. “{tool} mcp” is how people will look for you.
  • It’s early. The winnable, high-intent terms are wide open — for now.

See the ecosystem

We built MCPExplorer to map exactly this — every server, verified, searchable by capability.

Methodology: keyword volumes, difficulty (0–100), and traffic potential from Ahrefs; competitor figures from Ahrefs Site Explorer. United States, July 2026. Search volumes are estimates and a snapshot in time.