Does Google's AI Overview cite beautifulsoup.dev?

Yes. Across the 4,185 queries measured in week 2026-W36, Google's AI Overview cited beautifulsoup.dev on 18 of them, including 5 where the domain does not rank organically.

How well does beautifulsoup.dev rank?

It appears on page one for 61 of 4,185 measured queries, at an average position of 4.9, with a best observed position of 1.

beautifulsoup.dev — search visibility and AI Overview citations

2026-W36

Visibility

Queries ranked

61

of 4,185 measured

Average position

4.9

best seen: 1

Top three finishes

26

6 at position one

AI Overview citations

18

5 without ranking

Week on week

+9%

vs 2026-W35

Google credits beautifulsoup.dev in its own answer on 5 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

Python 79

Citations

Queries where Google cites it

Query	Status	Topic
Flask api	Also ranking	Python
Pydantic alternatives	Also ranking	Python
Pydantic pricing	Also ranking	Python
requests python	Also ranking	Python
aiohttp tutorial	Cited, not ranking	Python
what is uv	Cited, not ranking	Python
uv explained	Also ranking	Python
uv best practices	Also ranking	Python
Poetry rate limits	Also ranking	Python
how to use Jupyter	Also ranking	Python
NumPy tutorial	Cited, not ranking	Python
scikit-learn explained	Cited, not ranking	Python
scikit-learn tutorial	Also ranking	Python
lxml example	Also ranking	Python
Django vs httpx	Also ranking	Python
requests vs Poetry	Cited, not ranking	Python
aiohttp vs uv	Also ranking	Python
Poetry vs pytest	Also ranking	Python

Rankings

Queries where it ranks

#	Query	Topic
1	what is Pydantic	Python
1	Pydantic documentation	Python
1	Jupyter rate limits	Python
1	NumPy python	Python
1	Django vs httpx	Python
1	aiohttp vs uv	Python
2	python pricing comparison	Python
2	FastAPI alternatives	Python
2	Flask python	Python
2	Pydantic alternatives	Python
2	httpx explained	Python
2	requests python	Python
2	requests tutorial	Python
2	uv explained	Python
2	uv best practices	Python
2	Poetry rate limits	Python
3	Pydantic pricing	Python
3	httpx example	Python
3	how to use Jupyter	Python
3	NumPy pricing	Python
3	what is NumPy	Python
3	scikit-learn python	Python
3	scikit-learn tutorial	Python
3	lxml example	Python
3	uv vs Poetry	Python
3	Poetry vs NumPy	Python
4	FastAPI example	Python
4	Django example	Python
4	httpx tutorial	Python
4	requests best practices	Python
4	Django vs Flask	Python
4	Poetry vs pytest	Python
4	NumPy vs lxml	Python
5	best httpx tools	Python
5	pytest api	Python
6	requests example	Python
6	what is pytest	Python
6	pytest best practices	Python
6	Jupyter python	Python
6	httpx vs uv	Python

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%3Abeautifulsoup.dev&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