Does Google's AI Overview cite mcp-python.com?

Yes. Across the 4,185 queries measured in week 2026-W36, Google's AI Overview cited mcp-python.com on 4 of them, including 2 where the domain does not rank organically.

How well does mcp-python.com rank?

It appears on page one for 31 of 4,185 measured queries, at an average position of 4.9, with a best observed position of 1.

mcp-python.com — search visibility and AI Overview citations

2026-W36

Visibility

Queries ranked

31

of 4,185 measured

Average position

4.9

best seen: 1

Top three finishes

13

1 at position one

AI Overview citations

4

2 without ranking

Week on week

+3%

vs 2026-W35

Google credits mcp-python.com in its own answer on 2 queries where the domain does not appear in the ten organic results. That gap is the whole argument for measuring citations separately from rankings.

Topics

Where it shows up

Model Context Protocol 35

Citations

Queries where Google cites it

Query	Status	Topic
MCP registry rate limits	Cited, not ranking	Model Context Protocol
Smithery review	Also ranking	Model Context Protocol
MCP Python SDK review	Also ranking	Model Context Protocol
what is streamable HTTP transport	Cited, not ranking	Model Context Protocol

Rankings

Queries where it ranks

#	Query	Topic
1	Model Context Protocol api	Model Context Protocol
2	how to use Model Context Protocol	Model Context Protocol
2	Smithery alternatives	Model Context Protocol
2	Windsurf MCP tutorial	Model Context Protocol
2	stdio transport best practices	Model Context Protocol
2	stdio transport explained	Model Context Protocol
2	FastMCP vs MCP TypeScript SDK	Model Context Protocol
3	Model Context Protocol alternatives	Model Context Protocol
3	Model Context Protocol pricing	Model Context Protocol
3	Smithery rate limits	Model Context Protocol
3	FastMCP not working	Model Context Protocol
3	how to use stdio transport	Model Context Protocol
3	streamable HTTP transport best practices	Model Context Protocol
4	Model Context Protocol documentation	Model Context Protocol
4	FastMCP example	Model Context Protocol
5	Smithery review	Model Context Protocol
5	MCP Python SDK review	Model Context Protocol
5	what is MCP Python SDK	Model Context Protocol
5	Glama vs PulseMCP	Model Context Protocol
6	what is Smithery	Model Context Protocol
6	PulseMCP best practices	Model Context Protocol
6	MCP TypeScript SDK vs streamable HTTP transport	Model Context Protocol
7	MCP registry alternatives	Model Context Protocol
7	FastMCP documentation	Model Context Protocol
7	streamable HTTP transport example	Model Context Protocol
8	Cursor MCP best practices	Model Context Protocol
8	stdio transport python	Model Context Protocol
9	what is Glama	Model Context Protocol
9	what is MCP TypeScript SDK	Model Context Protocol
9	MCP TypeScript SDK rate limits	Model Context Protocol
10	is MCP TypeScript SDK free	Model Context Protocol

API

Track any domain yourself

This page is an aggregate of ordinary search calls — one per query, once a week. Nothing here needs a special endpoint or a rank-tracking contract.

curl --request GET \
  --url 'https://serpens.p.rapidapi.com/api/v1/search?q=site%3Amcp-python.com&gl=us&hl=en&format=json' \
  --header 'x-rapidapi-host: serpens.p.rapidapi.com' \
  --header 'x-rapidapi-key: YOUR_KEY'

Build this for your own domain

Free tier, no card. One endpoint returns organic results, the AI Overview and its citations together, so ranking and citation come out of the same call.

Get a free API key