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.
Free key
Domain

docs.python.org

How docs.python.org performs across a fixed corpus of 4,185 queries, measured every week.

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

2026-W36

Visibility

Queries ranked
605
of 4,185 measured
Average position
5.3
best seen: 1
Top three finishes
185
50 at position one
AI Overview citations
296
188 without ranking
Week on week
-1%
vs 2026-W35

Google credits docs.python.org in its own answer on 188 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

Citations

Queries where Google cites it

QueryStatusTopic
ScaleSERP reviewCited, not rankingSearch APIs
ValueSERP best practicesCited, not rankingSearch APIs
Serpstack tutorialCited, not rankingSearch APIs
Serpstack pricingAlso rankingSearch APIs
Brave Search API reviewCited, not rankingSearch APIs
Tavily apiAlso rankingSearch APIs
Exa reviewAlso rankingSearch APIs
You.com API tutorialCited, not rankingSearch APIs
Scrapingdog rate limitsCited, not rankingSearch APIs
Scrapingdog exampleAlso rankingSearch APIs
HasData pythonCited, not rankingSearch APIs
Oxylabs SERP API pythonCited, not rankingSearch APIs
Bright Data SERP API apiAlso rankingSearch APIs
Exa vs Google Custom Search JSON APICited, not rankingSearch APIs
Bing Web Search API vs Google Custom Search JSON APICited, not rankingSearch APIs
how does web scraping workCited, not rankingWeb scraping
Firecrawl reviewCited, not rankingWeb scraping
ScrapingBee tutorialCited, not rankingWeb scraping
how to use ScraperAPICited, not rankingWeb scraping
ScrapeNinja best practicesCited, not rankingWeb scraping
Zyte pythonCited, not rankingWeb scraping
Apify rate limitsCited, not rankingWeb scraping
Puppeteer best practicesCited, not rankingWeb scraping
how to use SeleniumCited, not rankingWeb scraping
Selenium rate limitsCited, not rankingWeb scraping
Selenium exampleAlso rankingWeb scraping
what is OxylabsCited, not rankingWeb scraping
Oxylabs pythonAlso rankingWeb scraping
curl_cffi explainedAlso rankingWeb scraping
Zyte vs PlaywrightAlso rankingWeb scraping
AutoGen pricingCited, not rankingAI agents
Semantic Kernel reviewAlso rankingAI agents
what is OpenAI Agents SDKCited, not rankingAI agents
Claude Agent SDK alternativesAlso rankingAI agents
Claude Agent SDK apiCited, not rankingAI agents
how to use MastraAlso rankingAI agents
Vercel AI SDK best practicesCited, not rankingAI agents
Flowise pricingCited, not rankingAI agents
Haystack vs GPT ResearcherAlso rankingAI agents
GPT Researcher vs Claude Agent SDKCited, not rankingAI agents
Rankings

Queries where it ranks

#QueryTopic
1Brave Search API rate limitsSearch APIs
1Tavily apiSearch APIs
1Scrapingdog exampleSearch APIs
1is Oxylabs SERP API freeSearch APIs
1Bright Data SERP API documentationSearch APIs
1Zenserp vs SerpstackSearch APIs
1Crawlee rate limitsWeb scraping
1is Puppeteer freeWeb scraping
1GPT Researcher vs AgentGPTAI agents
1streamable HTTP transport apiModel Context Protocol
1Groq reviewLLM APIs
1Bedrock vs OllamaLLM APIs
1HyDE not workingRetrieval-augmented generation
1contextual retrieval explainedRetrieval-augmented generation
1contextual retrieval vs citation groundingRetrieval-augmented generation
1FAISS pythonVector databases
2ScaleSERP apiSearch APIs
2SearchApi pythonSearch APIs
2Bright Data SERP API apiSearch APIs
2Semantic Kernel not workingAI agents
2Claude Agent SDK pythonAI agents
2how to use Vercel AI SDKAI agents
2Claude Agent SDK vs Vercel AI SDKAI agents
2Vercel AI SDK vs n8nAI agents
2PulseMCP not workingModel Context Protocol
2Windsurf MCP pricingModel Context Protocol
2PulseMCP vs Claude Desktop MCPModel Context Protocol
2how does llm apis workLLM APIs
2Claude API reviewLLM APIs
2what is GroqLLM APIs
2Ollama pythonLLM APIs
2how to use chunking strategyRetrieval-augmented generation
2BM25 rate limitsRetrieval-augmented generation
2context window apiRetrieval-augmented generation
2best semantic search toolsRetrieval-augmented generation
2HyDE best practicesRetrieval-augmented generation
2how to use QdrantVector databases
3Zenserp documentationSearch APIs
3Zenserp exampleSearch APIs
3Google Custom Search JSON API pythonSearch APIs
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%3Adocs.python.org&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.

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