What was tested

tools
12
websites
21
attempts
51/252
proxy
none
latest
May 25, 2026, 06:49 AM UTC
!
Python requests tested 2/21
public-tough-v1 / 2.34.2
!
HTTPX tested 3/21
public-tough-v1 / 0.28.1
!
wreq tested 2/21
public-tough-v1 / 0.11.3
!
curl_cffi tested 5/21
public-tough-v1 / 0.15.0
!
Scrapling tested 5/21
public-tough-v1 / 0.4.8
!
Playwright tested 3/21
public-tough-v1 / 1.60.0
!
Patchright tested 3/21
public-tough-v1 / 1.60.0
!
SeleniumBase tested 4/21
public-tough-v1 / 4.49.2
!
Camoufox tested 4/21
public-tough-v1 / 0.4.11
!
Camoufox Tuned tested 11/21
public-tough-v1 / 0.6.0
!
Camoufox Headed tested 3/21
public-tough-v1 / 0.4.11
!
Botasaurus tested 6/21
public-tough-v1 / 4.0.97

Runtime checks

tools
25
passed
17
blocked
8
latest
May 24, 2026, 06:28 PM UTC
ok
Python requests passed
local http fetch / scrapingevals-runner 0.1.0
ok
HTTPX passed
local http fetch / scrapingevals-runner 0.1.0
ok
wreq passed
local tls client fetch / wreq 0.11.3
ok
curl_cffi passed
local tls impersonating fetch / scrapingevals-runner 0.1.0
ok
Scrapling passed
local scraping fetch / scrapling 0.4.8
>
spider-rs blocked
setup not implemented / ?
ok
Playwright passed
local browser render / scrapingevals-runner 0.1.0
ok
Patchright passed
local browser render / scrapingevals-runner 0.1.0
ok
Puppeteer passed
local browser render / puppeteer 25.0.4
ok
Chrome CDP passed
cdp version endpoint / ?
ok
SeleniumBase passed
local browser render / seleniumbase 4.49.2
ok
Helium passed
local browser render / scrapingevals-runner 0.1.0
ok
Pydoll passed
local cdp browser render / scrapingevals-runner 0.1.0
>
CloakBrowser blocked
setup not implemented / ?
ok
Camoufox passed
local stealth browser render / scrapingevals-runner 0.1.0
>
Camoufox Tuned missing
not checked / ?
ok
Camoufox Headed passed
local headed stealth browser render / scrapingevals-runner 0.1.0
ok
Botasaurus passed
local scraping fetch / scrapingevals-runner 0.1.0
>
Stagehand blocked
requires model or browserbase config / zod 4.4.3
>
Skyvern blocked
setup not implemented / ?
>
browser-use blocked
requires llm config / scrapingevals-runner 0.1.0
>
Lightpanda blocked
setup not implemented / ?
ok
Crawlee passed
local crawler fetch / playwright 1.60.0
ok
Scrapy passed
local crawler fetch / scrapy 2.16.0
>
Firecrawl blocked
api config missing / ?
>
Browserless blocked
api config missing / ?

All tool types

Review Tree

Low-level HTTP

Capabilities

static fetch10
javascript render18
browser session17
crawl or queue5
structured extract8
markdown output1
anti bot10
agent ready9

What Was Tested

Current real evidence: public pages fetched without a proxy. This is still a smoke check, but now includes live, JS, fingerprint, and bot-protected targets.

TargetTypePython requestsHTTPXwreqcurl_cffiScraplingPlaywrightPatchrightSeleniumBaseCamoufoxCamoufox TunedCamoufox HeadedBotasaurus
amazon.com
https://www.amazon.com/s?k=laptop
ecommerce waf
failed
got 503
passed
200 / 226 ms
failed
got 503
passed
200 / 84 ms
passed
200 / 1.1 s
failed
got 503
failed
got 503
passed
? / 1.9 s
failed
got 503
failed
network error
failed
got 503
passed
200 / 1.1 s
walmart.com
https://www.walmart.com/search?q=laptop
ecommerce waf
failed
blocked page
failed
blocked page
failed
blocked page
failed
blocked page
failed
blocked page
failed
blocked page
failed
blocked page
failed
blocked page
failed
blocked page
passed
200 / 17.0 s
failed
blocked page
failed
blocked page
ebay.com
https://www.ebay.com/sch/i.html?_nkw=laptop
marketplace html
failed
got 403
failed
got 403
failed
got 403
failed
got 403
failed
got 403
failed
got 403
failed
got 403
failed
missing marker
failed
got 403
passed
200 / 14.6 s
failed
got 403
failed
got 403
aliexpress.com
https://www.aliexpress.com/wholesale?SearchText=laptop
ecommerce localization
failed
missing marker
failed
blocked page
failed
missing marker
failed
blocked page
failed
blocked page
failed
blocked page
failed
blocked page
failed
blocked page
failed
blocked page
failed
network error
failed
blocked page
failed
missing marker
target.com
https://www.target.com/s?searchTerm=laptop
heavy javascript
passed
200 / 1.0 s
passed
200 / 861 ms
passed
200 / 1.5 s
passed
200 / 930 ms
passed
200 / 1.1 s
passed
200 / 4.2 s
passed
200 / 4.1 s
passed
? / 3.0 s
passed
200 / 9.2 s
passed
200 / 15.6 s
failed
network error
passed
200 / 1.0 s
booking.com
https://www.booking.com/searchresults.html?ss=Paris
travel ab testing
failed
got 202
failed
got 202
failed
got 202
failed
got 202
failed
got 202
failed
got 202
failed
got 202
failed
missing marker
failed
got 202
passed
200 / 18.6 s
failed
got 202
failed
got 202
airbnb.com
https://www.airbnb.com/s/Paris--France/homes
embedded react state
failed
blocked page
failed
blocked page
failed
blocked page
failed
blocked page
failed
blocked page
failed
blocked page
failed
blocked page
failed
blocked page
failed
blocked page
passed
200 / 15.2 s
failed
blocked page
failed
blocked page
tripadvisor.com
https://www.tripadvisor.com/Restaurants-g187147-Paris_Ile_de_France.html
travel reviews
failed
got 403
failed
got 403
failed
got 403
failed
got 403
failed
got 403
failed
got 403
failed
got 403
failed
blocked page
failed
got 403
failed
network error
failed
got 403
failed
got 403
expedia.com
https://www.expedia.com/Hotel-Search?destination=Paris
async travel search
failed
got 429
failed
got 429
failed
got 403
passed
200 / 1.6 s
passed
200 / 2.0 s
failed
got 429
failed
got 429
failed
missing marker
failed
got 429
failed
network error
failed
got 429
failed
got 429
zillow.com
https://www.zillow.com/homes/for_sale/
real estate antibot
failed
got 403
failed
got 403
failed
got 403
failed
blocked page
failed
blocked page
failed
got 403
failed
got 403
failed
missing marker
failed
got 403
failed
got 403
failed
got 403
failed
blocked page
realtor.com
https://www.realtor.com/realestateandhomes-search/New-York_NY
real estate map search
failed
got 429
failed
got 429
failed
got 429
failed
got 429
failed
got 429
failed
got 429
failed
got 429
failed
missing marker
failed
got 429
failed
blocked page
failed
got 429
failed
got 429
rightmove.co.uk
https://www.rightmove.co.uk/property-for-sale/find.html?locationIdentifier=REGION%5E87490
regional real estate
passed
200 / 715 ms
passed
200 / 494 ms
failed
got 400
passed
200 / 818 ms
passed
200 / 907 ms
passed
200 / 3.5 s
passed
200 / 3.5 s
passed
? / 3.7 s
passed
200 / 5.4 s
passed
200 / 15.2 s
passed
200 / 5.8 s
passed
200 / 841 ms
indeed.com
https://www.indeed.com/jobs?q=python&l=Remote
job board cloudflare
failed
got 403
failed
got 403
failed
got 403
failed
blocked page
failed
blocked page
failed
got 403
failed
got 403
failed
blocked page
failed
network error
failed
network error
failed
blocked page
failed
blocked page
yelp.com
https://www.yelp.com/search?find_desc=restaurants&find_loc=San+Francisco%2C+CA
local directory
failed
got 403
failed
got 403
failed
got 403
failed
got 403
failed
got 403
failed
got 403
failed
got 403
failed
blocked page
failed
got 403
failed
got 403
failed
got 403
failed
got 403
trustpilot.com
https://www.trustpilot.com/review/amazon.com
json ld reviews
failed
got 403
failed
got 403
failed
got 403
failed
got 403
failed
got 403
failed
got 403
failed
got 403
failed
missing marker
failed
got 403
passed
403 / 14.6 s
failed
got 403
failed
got 403
newyork.craigslist.org
https://newyork.craigslist.org/search/sss?query=bike
simple html rate limit
failed
got 403
failed
got 403
failed
got 403
failed
got 403
failed
got 403
failed
got 403
failed
got 403
failed
blocked page
failed
got 403
failed
blocked page
failed
got 403
failed
got 403
finance.yahoo.com
https://finance.yahoo.com/quote/AAPL/
finance react tables
failed
got 429
failed
got 429
passed
200 / 542 ms
failed
forbidden final url marker:consent.yahoo.com
failed
forbidden final url marker:consent.yahoo.com
failed
forbidden final url marker:consent.yahoo.com
failed
forbidden final url marker:consent.yahoo.com
failed
forbidden final url marker:consent.yahoo.com
failed
forbidden final url marker:consent.yahoo.com
passed
200 / 18.2 s
failed
forbidden final url marker:consent.yahoo.com
passed
200 / 789 ms
coinmarketcap.com
https://coinmarketcap.com/
crypto dynamic grid
failed
blocked page
failed
blocked page
failed
got 403
failed
blocked page
failed
blocked page
failed
blocked page
failed
blocked page
failed
blocked page
failed
blocked page
passed
200 / 23.6 s
failed
blocked page
failed
blocked page
reddit.com
https://www.reddit.com/r/webscraping/
forum shadow dom
failed
blocked page
failed
blocked page
failed
got 403
failed
blocked page
failed
got 403
failed
missing marker
failed
missing marker
failed
missing marker
passed
200 / 5.0 s
failed
network error
passed
200 / 7.1 s
passed
200 / 1.0 s
youtube.com
https://www.youtube.com/results?search_query=web+scraping
spa initial json
failed
blocked page
failed
blocked page
failed
blocked page
failed
blocked page
failed
blocked page
failed
blocked page
failed
blocked page
failed
blocked page
failed
blocked page
passed
200 / 15.8 s
failed
blocked page
failed
blocked page
en.wikipedia.org
https://en.wikipedia.org/wiki/Web_scraping
large static html
failed
got 403
failed
got 403
failed
got 403
passed
200 / 232 ms
passed
200 / 236 ms
passed
200 / 1.5 s
passed
200 / 1.6 s
passed
? / 633 ms
passed
200 / 4.7 s
passed
200 / 11.0 s
passed
200 / 5.9 s
passed
200 / 240 ms
requests
2/21 passed / none proxy / May 24, 2026, 04:10 PM UTCrequests-common-sites-v1-20260524
httpx
3/21 passed / none proxy / May 24, 2026, 04:10 PM UTChttpx-common-sites-v1-20260524
wreq
2/21 passed / none proxy / May 24, 2026, 04:08 PM UTCwreq-common-sites-v1-20260524
curl-cffi
5/21 passed / none proxy / May 24, 2026, 04:11 PM UTCcurl-cffi-common-sites-v1-20260524
scrapling
5/21 passed / none proxy / May 24, 2026, 04:56 PM UTCscrapling-common-sites-v1-20260524
playwright
3/21 passed / none proxy / May 24, 2026, 04:23 PM UTCplaywright-common-sites-v1-20260524
patchright
3/21 passed / none proxy / May 24, 2026, 05:53 PM UTCpatchright-common-sites-v1-20260524
seleniumbase
4/21 passed / none proxy / May 24, 2026, 05:53 PM UTCseleniumbase-common-sites-v1-20260524
camoufox
4/21 passed / none proxy / May 24, 2026, 06:00 PM UTCcamoufox-common-sites-v1-20260524
camoufox-tuned
11/21 passed / none proxy / May 25, 2026, 06:49 AM UTCcamoufox-tuned-docs-full-fixed-20260525
camoufox-headed
3/21 passed / none proxy / May 24, 2026, 06:27 PM UTCcamoufox-headed-common-sites-v1-20260524
botosaurus
6/21 passed / none proxy / May 24, 2026, 04:57 PM UTCbotosaurus-common-sites-v1-20260524

Runtime Checks

Local Zenbook checks against a deterministic page. This is the setup/runtime layer: it proves imports, browser startup, or service blockers before deeper website benchmarks.

ToolRuntimeVersionEvidence
Python requests
low_level_http
passed
local http fetch
scrapingevals-runner 0.1.0
local http fetch
http://127.0.0.1:34867/static-200
HTTPX
low_level_http
passed
local http fetch
scrapingevals-runner 0.1.0
local http fetch
http://127.0.0.1:34867/static-200
wreq
tls_stealth_http
passed
local tls client fetch
wreq 0.11.3
local tls client fetch
http://127.0.0.1:34867/static-200
curl_cffi
tls_stealth_http
passed
local tls impersonating fetch
scrapingevals-runner 0.1.0
local tls impersonating fetch
http://127.0.0.1:34867/static-200
Scrapling
tls_stealth_http
passed
local scraping fetch
scrapling 0.4.8
local scraping fetch
http://127.0.0.1:34867/static-200
spider-rs
crawler_framework
blocked
setup not implemented
?
rust
no artifact
Playwright
browser_automation
passed
local browser render
scrapingevals-runner 0.1.0
local browser render
http://127.0.0.1:34867/static-200
Patchright
browser_automation
passed
local browser render
scrapingevals-runner 0.1.0
local browser render
http://127.0.0.1:34867/static-200
Puppeteer
browser_automation
passed
local browser render
puppeteer 25.0.4
local browser render
http://127.0.0.1:34867/static-200
Chrome CDP
browser_automation
passed
cdp version endpoint
?
browser protocol
http://127.0.0.1:58017/json/version
SeleniumBase
browser_automation
passed
local browser render
seleniumbase 4.49.2
local browser render
http://127.0.0.1:34867/static-200
Helium
browser_automation
passed
local browser render
scrapingevals-runner 0.1.0
local browser render
http://127.0.0.1:34867/static-200
Pydoll
browser_automation
passed
local cdp browser render
scrapingevals-runner 0.1.0
local cdp browser render
http://127.0.0.1:34867/static-200
CloakBrowser
stealth_browser
blocked
setup not implemented
?
browser
no artifact
Camoufox
stealth_browser
passed
local stealth browser render
scrapingevals-runner 0.1.0
local stealth browser render
http://127.0.0.1:34867/static-200
Camoufox Tuned
stealth_browser
missing
not checked
?
none
no artifact
Camoufox Headed
stealth_browser
passed
local headed stealth browser render
scrapingevals-runner 0.1.0
local headed stealth browser render
http://127.0.0.1:34867/static-200
Botasaurus
stealth_browser
passed
local scraping fetch
scrapingevals-runner 0.1.0
local scraping fetch
http://127.0.0.1:34867/static-200
Stagehand
agentic_browser
blocked
requires model or browserbase config
zod 4.4.3
agentic browser import
/home/vlad/Work/scrapingevals/.zenbook-lab/reports/stagehand.json
Skyvern
agentic_browser
blocked
setup not implemented
?
service
no artifact
browser-use
agentic_browser
blocked
requires llm config
scrapingevals-runner 0.1.0
agentic browser import
/home/vlad/Work/scrapingevals/.zenbook-lab/reports/browser-use.json
Lightpanda
browser_engine
blocked
setup not implemented
?
binary browser
no artifact
Crawlee
crawler_framework
passed
local crawler fetch
playwright 1.60.0
local crawler fetch
http://127.0.0.1:34867/static-200
Scrapy
crawler_framework
passed
local crawler fetch
scrapy 2.16.0
local crawler fetch
http://127.0.0.1:34867/static-200
Firecrawl
hosted_extraction_api
blocked
api config missing
?
hosted service
no artifact
Browserless
hosted_browser_infra
blocked
api config missing
?
hosted service
no artifact

zenbook-runtime-all-20260524 / vlad-ZenBook-UX433FN-UX433FN / May 24, 2026, 06:28 PM UTC

Low-level HTTP

Python requests

Synchronous Python HTTP baseline. Useful for understanding what plain HTTP can and cannot do.

Read the full review →

Latest Tool Test

result
2/21 passed
when
May 24, 2026, 04:10 PM UTC
corpus
public-tough-v1
proxy
none
adapter
requests.Session.get
version
2.34.2
run id
requests-common-sites-v1-20260524
runtime
passed
reason
local http fetch
capability
local http fetch
version
scrapingevals-runner 0.1.0
time
194 ms
target
http://127.0.0.1:34867/static-200
next planned check
Retry the public tough corpus with Evomi datacenter and residential proxy modes.
status
smoke tested
priority
first wave
last tested
05/24/2026
artifact
data/review-runs/requests-common-sites-v1-20260524/run.json
notes
public-tough-v1 requests-common-sites-v1-20260524: 2/21 passed with proxy=none.

Repo Health

repo
psf/requests
stars
54K
forks
9.9K
open issues
229
commits
6.5K
last commit
05/18/2026
branch
main
archived
no
license
Apache-2.0
checked
05/23/2026

Package Metadata

ecosystems
python
packages
pypi:requests

Capability State

static fetch
yes
javascript render
no
browser session
no
crawl or queue
no
structured extract
no
markdown output
no
anti bot
no
agent ready
no

Evidence Needed

  • >Run static smoke targets
  • >Document timeout, proxy, TLS, and 403 behavior

Benchmark Fit

static fetch / negative control

Start here because it is the boring control.