Preview. Every figure on this site is currently a fixture, not a measurement — the live crawl has not run yet. Nothing here describes Google's actual results.
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Model Context Protocol

stdio transport python

Measured weekly since 2026-W25. 12 observations.

Measured 2026-W36 · 2026-08-31 · google.com, gl=us

2026-W36

This week

AI Overview
Showing
in 11 of 12 weeks
Sources cited
3
1 of them not in the top 10
Organic results
10
returned on page one
Weekly churn
18%
of the top 10 changes each week
AI Overview, week by week
2026-W252026-W36
How much the top 10 moved

Google is answering this query itself, and 1 of the 3 sources it credits do not appear in the ten results below.

Citations

What the AI Overview cites

DomainStatusOrganic position
mcp-inspector.comCited and ranking1
claude-desktop-mcp.comCited and ranking4
mcp.comCited, not ranking

A domain marked Cited, not ranking is credited in Google's answer while sitting outside the ten organic results. Across the whole corpus that is true of 38.8% of citations.

Page one

Organic results

#DomainTitleIn the overviewSitelinks
1mcp-inspector.comStdio transport python | MCP inspector docsCited
2docs.claude-desktop-mcp.comStdio transport python | Claude Desktop MCP docsNot cited
3dev.todev: stdio transport pythonNot cited
4claude-desktop-mcp.comClaude Desktop MCP: stdio transport pythonCited
5docs.modelcontextprotocol.ioStdio transport python — Model Context ProtocolNot cited
6pulsemcp.devStdio transport python — PulseMCPNot cited
7fastmcp.comStdio transport python | FastMCP docsNot cited
8mcp-python.comStdio transport python — MCP Python SDKNot cited
9windsurf-mcp.devA practical guide to stdio transport pythonNot cited
10stackoverflow.comStdio transport python | stackoverflow docsNot cited
Since 2026-W29

Position history

DomainW29W30W31W32W33W34W35W36
mcp-inspector.com21121111
docs.claude-desktop-mcp.com12212232
dev.to33333323
claude-desktop-mcp.com44445544
pulsemcp.dev66676666
docs.modelcontextprotocol.io55554455

A dot means the domain was not on page one that week. This is the part no live SERP checker can show you: it needs someone to have been measuring before you asked.

Blocks

Features on this page

AI Overview People Also Ask Related searches Knowledge panel Sitelinks

Filled means Google rendered the block for this query this week. AI Overview, People Also Ask, Related searches, Knowledge panel, Sitelinks — each has its own prevalence across all 4,185 queries.

API

Reproduce this page

Every figure above comes from one call. This is that call — the same endpoint, the same parameters, run once a week.

curl --request GET \
  --url 'https://serpens.p.rapidapi.com/api/v1/search_ai_overview?q=stdio%20transport%20python&gl=us&hl=en&format=json' \
  --header 'x-rapidapi-host: serpens.p.rapidapi.com' \
  --header 'x-rapidapi-key: YOUR_KEY'

Run it on your own queries

Free tier, no card. The AI Overview endpoint returns the overview, its citations, and the organic results in one response.

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One email each Monday covering stdio transport python: what changed in the results, which domains moved, and where AI Overview switched on or off. Unsubscribe in one click.