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do websites know you are using a script
Often, yes, and usually not for the reason people assume. The fingerprint gets most of the attention, but a site can tell a script is driving the browser through a separate set of tells that have nothing to do with the GPU, the fonts or the screen. These are automation-layer tells, and they answer a narrower question than "who are you": they answer "is a program at the wheel".
The honest version of the answer is that these tells are fixable, and that fixing them does not make you invisible. It removes the announcement that a script is present. It does not remove a datacenter IP, a per-account quota, or the fact that you filled a form in eighty milliseconds. This page covers the announcement, and is clear about where the announcement ends.
None of these depend on your fingerprint. A browser with a flawless machine identity still trips every one of them if the automation layer is careless.
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navigator.webdriver. A boolean the automation standard requires the browser to set totruewhen a driver is attached. It is the single most checked automation flag on the web, it is one line to read, and setting it tofalseis not the fix a real browser reportsundefined. - CDP or BiDi artifacts. The remote control protocols that most drivers speak leave observable traces: extra objects on the page, timing side effects, a debugger that is attached. A page can probe for the protocol itself rather than for any property it sets, which is why CDP and BiDi have their own detection surface.
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Synthetic events with
isTrustedfalse. Every DOM event carries anisTrustedflag. The browser sets it totruefor events it generated from real hardware input andfalsefor events created in JavaScript. A driver that clicks by dispatching a synthetic event producesisTrusted: false, and that flag cannot be forged from page script. - Unnaturally regular timing. Keystrokes at a perfectly uniform interval, a click the same number of milliseconds after every load, requests on a fixed period. This one is different from the other three: it is not something the browser leaks, it is something your code produces.
The first three are properties of the automation plumbing. The fourth is a property of how you drive. That distinction is the whole point of this page.
invisible_playwright is a Firefox patched at the C++ level, driven by stock Playwright over a patched protocol. The design goal is that the browser looks like a real Firefox driven by a real person, and the automation layer is where "driven by a real person" is won or lost.
The control channel does not present the driver tells that a normal automation setup
exposes: navigator.webdriver reads the way a clean browser reads, and the protocol
the wrapper speaks to the engine is not the one the common protocol probes are looking
for. More importantly, input is not synthesized in page script. Clicks and keystrokes
are routed through the browser's real input pipeline, so the events a page sees are
generated by the engine the same way a physical mouse or keyboard would generate them.
That means isTrusted is genuinely true, because the event genuinely came through
the trusted path, not because a flag was patched.
Switching from plain Playwright to this is two lines, and every Playwright method works unchanged afterwards:
from invisible_playwright import InvisiblePlaywright
with InvisiblePlaywright(seed=42) as browser:
page = browser.new_page()
page.goto("https://example.com")
page.fill("#name", "Ada Lovelace") # keystrokes go through the real input path
page.click("#submit") # a genuinely trusted click, isTrusted trueThe browser object is a real Playwright Browser, so there is no reduced API to
learn. The seed=42 argument makes the machine identity reproducible, which matters
for debugging: the same seed gives the same browser every run, so a failing run can be
replayed instead of guessed at.
Here is the caveat, stated plainly. Removing the driver tells hides that a script is present. It does nothing about the fourth tell, because the fourth tell is yours.
A trusted click that lands at the exact same offset after every page load is still a robot. A form filled faster than a human can read it is still a robot. A request loop on a metronome is still a robot. Some sites do not fingerprint the browser at all, they watch the session, and against those sites the quality of your pacing is the entire game. This is especially true for AI agents, whose pauses can be shaped like model latency rather than human thought.
You control this, which is good news, because it means the fix is in your code rather than in the engine. Vary the intervals. Do not act faster than a person could. Let the page settle before the next action. The engine gives you trusted events and human-like mouse arcs by default; the rhythm of when you fire them is on you.
import random
import time
with InvisiblePlaywright(seed=42) as browser:
page = browser.new_page()
page.goto("https://example.com")
for field, value in [("#first", "Ada"), ("#last", "Lovelace")]:
page.click(field)
page.type(field, value, delay=random.randint(80, 220)) # per-keystroke jitter
time.sleep(random.uniform(0.4, 1.1)) # think between fields
page.click("#submit")The driver layer is one of several independent things a site checks, and being clean on one says nothing about the others. invisible_playwright reads as a genuine Firefox at the fingerprint, TLS and driver layers, which is why it passes most detection checks. It does not, on its own, address:
- IP reputation. A perfect browser on a known datacenter or already-blocked address still loses. You supply a clean exit.
- Per-account quotas and rate limits. These are counted server-side against your account or address, and no browser property changes the count.
- Behaviour and timing, covered above, which is yours to shape.
- The country and timezone agreeing with the exit. The engine auto-derives the timezone from the egress IP so these do not drift apart, but the exit itself is a choice you make.
The rule from the rest of these notes applies here too: a suppressed signal is itself a signal. Hiding that a script is present is worth doing precisely because it is not the same as hiding everything, and treating it as a complete solution is how a clean driver layer ends up flagged for a metronomic click.
Do not take a vendor's word for any of this, including ours. Open a page that reads
these values in both invisible_playwright and a stock browser on the same machine, and
compare the fields. Read navigator.webdriver. Attach a listener and read
event.isTrusted on a real click versus a scripted one. The method for testing this without fooling yourself with
a green verdict is its own page, and the short version is:
assert the signal you expect is present, do not just confirm a bad one is absent.
with InvisiblePlaywright(seed=42) as browser:
page = browser.new_page()
page.goto("https://example.com")
print("webdriver:", page.evaluate("() => navigator.webdriver"))
trusted = page.evaluate("""() => new Promise(resolve => {
document.addEventListener('click', e => resolve(e.isTrusted), { once: true });
})""")
page.click("body")
print("isTrusted:", trusted)Run it more than once. This domain is not deterministic, and a single green run is not a pass.
Websites can tell a script is driving a browser, and they do it mostly through the
automation layer rather than the fingerprint: navigator.webdriver, the control
protocol's artifacts, and untrusted synthetic events. invisible_playwright is built so
those three do not announce themselves, because its input goes through the real pipeline
and its protocol does not expose the driver tells. That is genuinely useful and it is
genuinely bounded. The fourth tell, timing, is not the engine's to fix and not something
any browser patch can hide. Get the plumbing clean with the tool, get the rhythm human
with your code, and put both behind an exit that does not give you away on its own.
Can a website tell I am using a script? Often yes, through automation-layer tells
like navigator.webdriver, control-protocol artifacts and untrusted synthetic events,
which are independent of your fingerprint.
Does hiding navigator.webdriver make me undetectable? No. It removes one specific announcement. Timing, IP reputation and rate limits are separate and remain yours to handle.
What is isTrusted and why does it matter? It is a per-event flag the browser sets
true only for events from real input. Events synthesized in page script come back
false, which flags automation. Input through the real pipeline is trusted for real.
Will invisible_playwright pass every bot check? It reads as a genuine Firefox at the fingerprint, TLS and driver layers, which is why it passes most. It does not fix your IP, your quotas, or superhuman pacing.
How do I make my timing look human? Vary intervals, add per-keystroke jitter, pause between actions, and never act faster than a person could read the page.
Is running a script against a site illegal? That is a question about a site's terms and your jurisdiction, not about detection. This page is about how detection works, not about permission to automate.
- The WebDriver specification for the
navigator.webdriverrequirement, the WebDriver BiDi specification for the remote-protocol surface, and the DOM standard for theisTrustedevent flag, each read from its own text rather than from a summary. - This project's own input path and protocol behaviour, and its release gates, from which the trusted-event and driver-tell claims above are measured rather than asserted.
See also: navigator.webdriver, explained for the one flag every site reads, why isTrusted separates a real click from a scripted one, and testing detection without fooling yourself with a verdict.
Written while maintaining invisible_playwright, a Firefox patched at the C++ level driven by stock Playwright. It hides that a script is present; the pacing is still yours to get right.
Documentation
Guides
-
Browser Identity
- navigator.webdriver is not the tell you think it is
- hardwareConcurrency, deviceMemory and storage quota
- Screen size and viewport tells in headless browsers
- Playwright headless vs headed: what detectors see
- Playwright User Agent: Why You Should Not Set It
- Client Hints and Sec-Fetch: headers that must agree
- Codec fingerprinting: canPlayType and MediaCapabilities
- Permissions API: the two answers that must agree
- CSS fingerprinting: what media queries reveal
- What privacy.resistFingerprinting actually does
- speechSynthesis.getVoices() returns an empty array
- Browser extensions are a fingerprint surface
- BFCache and pageshow.persisted under browser automation
- Service workers, storage partitioning and automation
- Web Workers: where page-level fingerprint patches fail
- fake-useragent is archived: what changes and what doesn't
- navigator.buildID and the stale build date tell
- navigator.maxTouchPoints and pointer consistency
- navigator.platform and oscpu on a spoofed OS
- navigator.vendor and productSub: the Firefox tells
- Accept-Language header vs navigator.languages
- window.devicePixelRatio: the pref that spoofs it
- Can you be fingerprinted in incognito mode?
- Is changing the user agent enough to avoid detection?
- Can a website tell you are running on a server?
- Can two devices share a browser fingerprint?
- Does clearing cookies stop fingerprint tracking?
- Color-gamut and HDR media queries as a fingerprint
- Battery API fingerprint: does Firefox expose it?
- Is navigator.connection a fingerprint in Firefox?
- Can the Gamepad API fingerprint or detect a bot?
- Do accelerometer and gyroscope APIs leak on desktop?
- prefers-reduced-motion and other OS-setting tells
- Does storage quota estimate reveal disk size?
- Can scrollbar width reveal my operating system?
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Canvas, WebGL, Fonts and Audio
- Canvas fingerprint noise: why per-call randomising fails
- Firefox WebGL renderer strings: what ANGLE reports
- WebGL parameters: the numbers are the same on every GPU
- Your renderer string says NVIDIA. Your pixels say software.
- Why headless browsers render different fonts
- How to make Linux and macOS report real Windows fonts
- measureText and TextMetrics as a fingerprinting surface
- AudioContext fingerprinting, and why adding noise backfired
- Canvas and WebGL fingerprints, identical across OSes
- Emoji fingerprinting: why emoji look the same on any OS
- Detecting installed fonts in JavaScript by width
- WebGL shader precision as a fingerprint surface
- AudioContext sampleRate and latency as a fingerprint
- Is WebGPU a browser fingerprint?
-
Network, Proxy and WebRTC
- WebRTC leak with a proxy in Playwright and Selenium
- WebRTC ICE candidate spoofing: the fields that give it away
- Playwright proxy in Python: per-context, and what leaks
- Playwright proxy not working? SOCKS5 auth in Python
- Playwright timezone does not match the proxy IP
- JA3 and JA4: why a TLS fingerprint cannot be patched
- Playwright in Docker: it runs, and still gets blocked
- Web scraping keeps getting blocked with good proxies
- Python web scraping blocked? The TLS fingerprint reason
- SOCKS5 vs HTTP proxy: what each does in the browser
- WebRTC IPv6 leak: why a proxy does not stop it
- HTTP/2 fingerprint: the layer above the TLS handshake
- TLS fingerprint vs User-Agent: the contradiction
- WebRTC has no ICE candidates behind a proxy
- WebRTC IP that matches the proxy exit, by design
- How to check if a proxy leaks your real IP
- about:webrtc: read your real ICE candidates
- Offline timezone resolution from a proxy exit IP
- Residential vs datacenter vs mobile proxies explained
- Sticky vs rotating proxy sessions: which to use
- Does a proxy leak DNS? DoH and DNS leaks explained
- HTTP/3 and QUIC fingerprint: what a site sees
- What is ASN and IP reputation in bot detection?
- What does a mobile carrier IP look like to a site?
- IPv6 vs IPv4: which does your proxy expose?
- Geolocation API vs IP location: keep them consistent
- Does chaining two proxies help avoid detection?
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The Automation Layer
- Function.prototype.toString and the [native code] check
- The ChromeDriver
cdc_variable, and why renaming it fails - Why an attached debugger makes automation detectable
- Execution context was destroyed, and when it means detection
- Human-like mouse movement: Bezier curves are the easy part
- Why a Playwright upgrade broke 97 of 133 tests overnight
- Playwright persistent profile: what it fixes and breaks
- Why humanized mouse movement can fail on hover()
- Why content_frame() returns None for a cross-origin iframe
- Orphaned Firefox processes on Windows: the killed-runner leak
- Firefox launches but Playwright can't drive it: packaging gap
- Why automating login is riskier than reusing a session
- Playwright new_page vs new_context: the viewport tell
- Playwright dialog and popup handling without a tell
- Playwright download files with Firefox and the tell
- Playwright connect_over_cdp does not work with Firefox
- Playwright mobile emulation on Firefox and isMobile
- Playwright isTrusted: are automated clicks real?
- Playwright set_input_files uploads and the tell
- Can websites detect Playwright? What is actually visible
- Does Playwright Set navigator.webdriver to True?
- Does Playwright Leave Traces a Website Can See?
- Does Playwright Change My Browser Fingerprint?
- Can I Use My Real Browser Profile With Playwright?
- Does Playwright Support Firefox Stealth?
- Is Playwright Firefox Harder to Detect Than Chromium?
- Does Playwright Get Detected on the First Request?
- Why Playwright's bundled Firefox is easy to detect
- ghost-cursor human mouse paths with Playwright
- Stock Playwright, patched Firefox: how they connect
- Intercept and mock network requests with page.route
- Record and replay HTTP traffic with HAR in Playwright
- Record a Playwright trace to debug a failed scrape
- Record a video of a Playwright browser session
- Save and reuse login with storage_state in Playwright
- Read and set cookies in a Playwright context
- Set geolocation and permissions per Playwright context
- Handle HTTP basic auth in Playwright (http_credentials)
- Isolate identities with a browser context per session
- Drag and drop elements in Playwright with drag_to
- When to use an HTTP client vs a real browser
- Migrating from requests + BeautifulSoup to a browser
-
AI Agents and Frameworks
- AI browser agents and stealth: what fits and what does not
- browser-use gets detected: what you can and cannot change
- crawl4ai stealth mode and custom browser engines
- Give a LangChain agent an invisible_playwright browser
- Feed invisible_playwright pages into a RAG index
- Computer-use agents and browser fingerprint detection
- Give an MCP browser server a stealth Firefox engine
- Give each AI agent a reproducible browser identity
- Run parallel browser agents with distinct fingerprints
- Why AI browser agents have their own timing signal
- Running an AI browser agent headless on a server
- Give a browser agent a persistent logged-in session
- smolagents: hand the agent an invisible_playwright tool
- Stagehand and stealth: why a Firefox engine won't drop in
- DOM-reading vs screenshot agents: which stealth helps
- Back a computer-use agent with a real browser engine
- AI agent retry loops trip rate limits, not fingerprints
-
Detectors, Explained
- What bot.sannysoft.com actually checks, row by row
- How CreepJS decides you are lying
- What BotD actually detects, and what it does not
- Why a FingerprintJS visitor ID changes
- reCAPTCHA v3 score: why a fresh browser scores badly
- BrowserLeaks canvas and WebGL hash, explained
- What BrowserLeaks actually tests, surface by surface
- Browser trust scores explained: what the number means
- How do websites detect bots?
- What is a browser fingerprint?
- What data does a website collect about your browser?
- Does a VPN stop browser fingerprinting?
- Do websites know you are using a script?
- How accurate is browser fingerprinting?
- Can a website detect a virtual machine?
- Can websites detect a datacenter or proxy IP?
- getClientRects fingerprinting: subpixel geometry as ID
- Notification.permission as a bot-detection signal
- speechSynthesis voices as a cross-platform fingerprint
- Can a website detect typing by keystroke timing?
- Can a website detect Clipboard API access?
- What are mouse-dynamics behavioural biometrics?
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Testing and Troubleshooting
- How to test bot detection without a false pass
- Playwright detected as a bot: the checklist to fix it
- Firefox preferences that silently do nothing
- Slow browser launch: a per-request timeout is not a budget
- Playwright screenshot returns noise: readback fix
- Canvas fingerprint changes every run: use a seed
- Playwright TargetClosedError: the causes and the fixes
- Why am I blocked with a clean fingerprint?
- Why Does My Playwright Script Get Blocked?
- Is Playwright headless detectable? What sites check
- Can You Run Playwright Without Being Detected?
- Why Playwright Works Locally but Fails in the Cloud
- Does Playwright Trigger reCAPTCHA More Often?
-
Scraping with Playwright
- How to scrape without getting blocked
- How to scrape a site that blocks headless browsers
- How to scrape infinite scroll pages with Playwright
- How to rotate proxies when scraping with Playwright
- How to scrape data behind a login with Playwright
- How to run Playwright in Docker without getting detected
- How to use invisible_playwright in Docker
- Playwright bot detection: how to avoid it in Python
- How to scrape paginated pages with Playwright
- How to download files with Playwright
- How to upload files with Playwright, and verify it landed
- How to handle cookie consent banners in Playwright
- How to handle popups and modals in Playwright
- How to take full-page screenshots with Playwright
- How to generate a PDF with Playwright and Firefox
- How to wait for content to load in Playwright
- How to retry failed requests when scraping Playwright
- How to scrape pages in parallel with Playwright
- How to rate limit your own Playwright scraper
- How to scrape HTML tables with Playwright
- How to scrape iframe content with Playwright
- How to scrape shadow DOM content with Playwright
- How to capture XHR and API responses in Playwright
- How to scrape geotargeted content with Playwright
- How to scrape real estate listings with Playwright
- How to scrape job postings with Playwright
- How to scrape e-commerce product pages with Playwright
- How to track product prices with Playwright
- How to scrape hotel room prices with Playwright
- How to scrape flight prices with Playwright
- How to scrape classifieds listings with Playwright
- How to scrape vacation rental listings with Playwright
- How to scrape car listings with Playwright
- How to scrape apartment rentals with Playwright
- How to track product stock and restocks with Playwright
- How to scrape location-based store prices with Playwright
- How to scrape flexible-date fare calendars with Playwright
- How to scrape product reviews with Playwright
- How to scrape reviews and ratings with Playwright
- How to scrape news article text with Playwright
- How to scrape business directory listings with Playwright
- How to scrape event and ticket listings with Playwright
- How to scrape restaurant menu data with Playwright
- How to scrape stock and financial data with Playwright
- How to scrape social media profiles with Playwright
- How to scrape forum and community threads with Playwright
- How to scrape image galleries with Playwright
- How to scrape video listings and metadata with Playwright
- How to scrape map-based local results with Playwright
- How to scrape sports scores and stats with Playwright
- How to scrape cryptocurrency prices with Playwright
- How to scrape deals and coupon codes with Playwright
- How to scrape to CSV with Playwright
- How to scrape to JSON Lines with Playwright
- How to scrape into a SQLite database with Playwright
- How to export scraped data to Excel with Playwright
- How to extract JSON-LD structured data with Playwright
- How to extract Open Graph and meta tags with Playwright
- How to extract links and build a crawl frontier in Playwright
- How to scrape RSS and Atom feeds with Playwright
- How to download images in bulk with Playwright
- How to extract clean article text with Playwright
- How to scrape a sitemap.xml with Playwright
- How to scrape into a pandas DataFrame with Playwright
- How to clean scraped prices and dates with Playwright
- Scrape search results by driving a form in Playwright
- Scrape a map-based search with Playwright
- Scrape autocomplete and typeahead inputs with Playwright
- Scrape date-picker calendars with Playwright
- Crawl list pages to detail pages with Playwright
- Scrape lazy-loaded images with Playwright
- Extract data from canvas charts with Playwright
- Scrape a multi-step wizard flow with Playwright
- How to resume an interrupted scrape with Playwright
- Incremental scraping: only new items since last run
- Handle 403 and 429 backoff mid-scrape in Playwright
- Scrape load-more button pages with Playwright
- Scrape nested pagination with Playwright
- Scrape an SPA that changes URL via history API
- Use BeautifulSoup with invisible_playwright
- Run stealth Playwright tests with pytest fixtures
- Run invisible_playwright concurrently with asyncio
- Run invisible_playwright in GitHub Actions CI
- Can you run invisible_playwright serverless?
- Run invisible_playwright in Celery task workers
- Schedule invisible_playwright scrapes with cron
- Run invisible_playwright headful on a server with Xvfb
- Use invisible_playwright in an Airflow DAG
- Combine invisible_playwright with httpx for speed
- Wrap invisible_playwright in a FastAPI service
- Run invisible_playwright in a Jupyter notebook
- Block images to speed up scraping (and when not to)
- Wait for a specific API response in Playwright
Comparisons
- Playwright stealth in Python: three levels that work
- Firefox or Chromium for anti-detect automation
- Chromium is not Chrome, and detectors know the difference
- Playwright stealth vs Camoufox: two patched Firefoxes
- Playwright stealth vs Patchright: driver vs engine
- Playwright stealth vs undetected-chromedriver and nodriver
- playwright-stealth vs a patched engine: page vs browser
- puppeteer-extra-plugin-stealth: unmaintained since 2024
- selenium-stealth hasn't been updated since December 2021
- pyppeteer's own maintainer says to switch to Playwright
- invisible_playwright vs rebrowser-patches: the same CDP fix
- invisible_playwright vs fingerprint-suite: injection vs engine
- invisible_playwright vs playwright-with-fingerprints
- invisible_playwright vs Scrapling
- invisible_playwright vs Ulixee Hero
- invisible_playwright vs SeleniumBase UC Mode
- Splash is unmaintained, and it was never a real browser
- invisible_playwright vs DrissionPage
- WebDriver BiDi vs CDP: does the new protocol hide you
- invisible_playwright vs hrequests
- zendriver vs invisible_playwright: Chrome CDP vs Firefox
- botasaurus vs invisible_playwright: framework vs library
- curl_cffi vs invisible_playwright: TLS client vs browser
- pydoll vs invisible_playwright: CDP without a driver
- selenium-driverless vs invisible_playwright stealth
- puppeteer-real-browser vs invisible_playwright
- Migrating from Selenium to Playwright for stealth
- Migrating from Puppeteer to Playwright for stealth
- undetected-chromedriver vs a patched Firefox browser
- scrapy-playwright vs a patched Firefox for stealth
- playwright-extra stealth plugins vs a patched browser
- tls-client vs a real browser: when TLS is enough
- Anti-detect browser or Playwright stealth: which you need
- undetected-playwright vs a patched Firefox binary
Integrations
- Using invisible_playwright with CodeceptJS
- Using invisible_playwright with Crawlee for Python
- Using invisible_playwright with Crawlee for JavaScript
- Using invisible_playwright with scrapy-playwright
- Using invisible_playwright with Robot Framework Browser
- Cypress, WebdriverIO, TestCafe and Nightwatch integration
- Using invisible_playwright with Microsoft's Playwright MCP
- Using the engine from Go, Java, C#, Ruby and Rust
docs/ source folder