Introducing /answers: web research in one API call

Best Anti-Detect Browsers and Stealth Scraping Tools in 2026

TL;DR

  • Multilogin, GoLogin, and AdsPower fit multi-accounting workflows that require persistent browser profiles across repeated sessions.
  • Kameleo and Octo Browser suit developers who need configurable fingerprints, automation support, and greater control over browser identity.
  • ScrapingBee, Scrapfly, and ZenRows provide scraping APIs with managed proxy rotation and anti-bot handling. Browserless hosts browser automation for Puppeteer and Playwright workloads.
  • Context.dev fits AI agents and LLM pipelines that need clean JSON or Markdown through one managed API. Choose it when structured web data matters more than persistent identity and you do not want to maintain fingerprint infrastructure.

For help choosing a category before comparing products, read our anti-detect browser vs. scraping API guide.

Anti-detect browsers vs. stealth scraping APIs at a glance

Anti-detect browsers preserve reusable browser identities, while stealth scraping APIs handle extraction without requiring you to manage profiles. Blank cells indicate that the supplied vendor research did not verify a platform, starting price, or free plan.

ToolBest ForPlatformsStarting PriceFree Plan
MultiloginMulti-accounting with persistent browser profiles
GoLoginManaging persistent browser identities
AdsPower*Account management with API and RPA options
KameleoAutomated profile control through Python, JavaScript, or C# SDKsPython, JavaScript, and C# SDKs
Octo BrowserBrowser profiles with iOS and Android device emulationDesktop with mobile device emulation
ScrapingBeeManaged scraping and anti-bot handlingWeb API
ScrapflyManaged scraping behind anti-bot protectionsWeb API and SDKs
BrowserlessHosted Puppeteer and Playwright automationCloud browser API
ZenRowsScraping with proxy rotation and managed unblockingWeb API and SDKs
Context.devStructured web data for AI agents and LLM pipelinesREST API and MCP

*AdsPower pricing was described as third-party-sourced in the research digest, but no verified figure was supplied, so the pricing cell remains blank.

Persistent identity vs. stateless extraction: two different jobs

An anti-detect browser preserves a browser identity across repeated sessions. Each profile keeps cookies, local storage, and a consistent set of spoofed browser characteristics. You can reopen the profile later and appear to continue the same session. A stable proxy often stays paired with that profile so the IP address and browser fingerprint remain consistent.

Scraping APIs and managed extraction services usually organize work around disposable requests. The service loads a page, handles rendering and access controls, returns the requested content, and discards the browser environment. Rotation helps requests avoid correlation, but the service does not need to maintain a durable persona for later logins.

Your need for continuity should determine the category. Multi-account management and social account operations require persistent profiles because each account must retain its own history. Ad verification can also require a stable identity when you need to observe how a site treats the same apparent user over time.

Data extraction and AI pipelines usually benefit more from stateless infrastructure. These workloads need current page content or structured records, rather than a browser persona that survives between jobs. A managed API such as Context.dev suits this branch because it returns LLM-ready web data without requiring you to maintain fingerprint profiles, browser automation, or proxy assignments.

Multilogin

The supplied research identifies Multilogin as an anti-detect browser competitor, but it provides no vendor-published specifications. We therefore cannot verify its best-fit use case or compare its capabilities without introducing unsupported assumptions.

The research does not document Multilogin’s canvas, WebGL, hardware, or other browser fingerprinting controls. It also provides no vendor documentation for Selenium, Puppeteer, Playwright, or SDK support. Proxy pairing remains undocumented, including whether users supply their own proxies or can purchase integrated proxy access. These details should remain unstated until Multilogin’s current documentation confirms them.

GoLogin

The available vendor research does not provide enough detail to evaluate GoLogin reliably. GoLogin’s best-fit use case remains undocumented in the supplied material, so we cannot compare it with other anti-detect browsers on that basis.

The research also lacks vendor-published details about canvas, WebGL, hardware fingerprint controls, or other spoofing methods. It provides no verified information about Selenium, Puppeteer, Playwright, or SDK support. Vendor documentation for proxy pairing is also absent.

We therefore leave these capabilities unstated rather than assume that GoLogin matches competing products. Buyers considering GoLogin should verify fingerprint controls, automation compatibility, and proxy configuration directly in its current documentation before choosing it.

AdsPower

AdsPower is best suited to multi-account workflows that need configurable profiles and built-in automation, but the available evidence here is secondhand. Pricing and product details come from a Proxy-Seller review, not AdsPower’s own site. The review lists a free plan with two profiles and a Professional plan starting at $9 per month, but current prices require verification.

The reported profile settings cover browser type, operating system, user agent, time zone, and geolocation. Advanced controls reportedly include WebRTC, Canvas, MAC address, Do Not Track, and Flash. The source does not document WebGL, audio fingerprints, CPU details, or GPU renderer controls, so AdsPower’s hardware-level spoofing depth remains unclear.

For automation, the review describes a local API that manages profile settings and browser sessions. It also reports Selenium and Puppeteer support, an RPA template system, and custom automation processes. The source does not confirm Playwright support or official Python and Node.js SDKs.

Each profile reportedly accepts an individual SOCKS5 or HTTPS proxy configuration. AdsPower also provides IP checking and duplicate-proxy detection according to the review. Proxy-Seller recommends assigning a distinct proxy to every profile, but that recommendation reflects the reviewer’s proxy-pairing guidance rather than an AdsPower specification.

Kameleo

Kameleo best suits developers who need persistent browser profiles for multi-accounting or automated scraping. The vendor supports Windows, macOS, and Docker deployments, with SDKs for Python, JavaScript, and C#.

Kameleo provides strong automation support. Its Local API Client creates profiles by searching fingerprints based on device type, operating system, and browser. Playwright can then connect to a running profile through a Chrome DevTools Protocol WebSocket endpoint. Kameleo also lists Selenium and Puppeteer support.

Kameleo claims “unlimited, real browser fingerprints,” but its homepage does not explain how it handles canvas, WebGL, AudioContext, or hardware attributes. Buyers who need specific spoofing controls should verify those details in current technical documentation rather than infer them from the broader fingerprint claim.

Proxy support remains another documentation gap. Kameleo names trusted proxy partners, but the available vendor material does not specify per-profile binding, supported protocols, or rotation behavior.

Octo Browser

Octo Browser best suits users who need desktop profiles alongside mobile device options. Its Chromium-based Octium kernel receives frequent updates, while Android fingerprints make websites identify a profile as a smartphone or tablet. Octo also offers an iPhone and iPad app with 100 free iOS profiles and proxies, according to the vendor homepage. The vendor does not document specific canvas, WebGL, or hardware parameters on that page.

Octo’s Universal API supports automatic and hybrid profile management in any programming language. The available research does not confirm dedicated Python or Node.js SDKs, or named integrations with Selenium, Puppeteer, or Playwright.

Octo lets you connect your own proxies or buy residential proxies through its built-in proxy shop. The vendor also advertises UDP proxy support and claims 99.995 percent uptime. Both figures come from Octo’s homepage rather than independent testing.

Pricing depends on profile count, team seats, and API requests. However, Octo’s homepage does not publish exact subscription prices or tier limits, so buyers need to consult its separate pricing page.

ScrapingBee

ScrapingBee works best for developers who need managed web extraction rather than durable browser identities. Its API handles proxy rotation and anti-bot defenses, which removes the need to operate proxy pools or tune browser sessions for each target.

ScrapingBee treats scraping requests as disposable jobs rather than reusable profiles. You send a request through its API, and ScrapingBee manages routing and access behind the request. Zapier and n8n integrations support automated workflows, while specialized APIs cover sources such as Google, Amazon, and YouTube.

The supplied product information does not document persistent profile storage, canvas or WebGL spoofing controls, or support for connecting Selenium, Puppeteer, or Playwright to saved identities. Buyers should not treat ScrapingBee as an antidetect browser for repeated account logins.

ScrapingBee also publishes a detailed anti-detect browser roundup and competes prominently in this category. Its own product remains a better fit for stateless scraping workloads where managed unblocking matters more than maintaining the same browser fingerprint across sessions.

Scrapfly

Scrapfly fits scraping workloads that need managed anti-bot handling and proxy routing rather than durable browser identities. Its request-based model suits data extraction because you can delegate unblocking infrastructure instead of maintaining spoofed profiles for repeated sessions.

Scrapfly competes with anti-detect browsers on access to protected pages, but the two categories solve different problems. Browser-profile tools preserve cookies, fingerprints, and login state across visits. Scrapfly targets extraction jobs where each request can use managed proxy and anti-bot infrastructure without maintaining a persistent identity.

The available research does not include vendor documentation for Scrapfly’s supported SDKs, browser automation integrations, proxy configuration, or fingerprint controls. Those details should remain unclaimed until Scrapfly’s current documentation verifies them. Buyers should confirm whether their preferred Python or Node.js workflow has an official SDK and whether Scrapfly exposes browser automation through Selenium, Puppeteer, or Playwright.

Browserless

Browserless is best for developers who want hosted headless browser capacity for Puppeteer or Playwright workloads. You keep control of the automation logic while Browserless runs the browser environment, which reduces the work required to operate browser infrastructure.

Browserless does not position itself as a persistent browser-profile manager. The available product information does not document canvas, WebGL, or hardware-level fingerprint spoofing comparable to dedicated anti-detect browsers. It also does not establish a profile-based proxy pairing model in the supplied research, so buyers should not assume those capabilities.

Choose Browserless when your application already uses Puppeteer or Playwright and needs remote browser execution. Choose a dedicated anti-detect browser when repeated logins require durable identities, detailed fingerprint controls, and a proxy assigned to each profile.

ZenRows

ZenRows fits scraping workloads that need managed anti-bot bypass and proxy rotation without maintaining persistent browser profiles. Each request focuses on retrieving page content rather than preserving a reusable identity across repeated logins. ZenRows manages proxy rotation within its scraping service, so you do not pair each profile with a proxy as you would in an anti-detect browser.

The available vendor research does not document canvas, WebGL, or hardware-level fingerprint controls. It also does not identify specific Selenium, Puppeteer, Playwright, Python, or Node.js integrations, so those capabilities should not be assumed here. Choose ZenRows for stateless extraction behind anti-bot controls. Choose a profile manager when your workflow requires a durable browser identity.

Context.dev: the managed-API alternative

Context.dev fits AI agents and LLM pipelines that need real-time web data without maintaining Selenium or Playwright fingerprint stacks. For extraction workloads, the managed service replaces internal browser infrastructure with one API for scraping, crawling, and structured data delivery.

The Context.dev API returns clean JSON or Markdown that applications can send directly into an LLM pipeline. Its URL-to-Markdown capability converts live pages into model-ready text, while MCP support lets compatible agents request web content without a separate integration layer. You avoid maintaining browser pools, fingerprint settings, proxy rotation, and extraction code.

Context.dev is not an anti-detect browser or browser-profile manager. We make no claims about canvas, WebGL, or hardware-level fingerprint spoofing because users do not configure those controls. Choose an anti-detect browser when your workflow requires persistent identities, saved sessions, and repeated account access. Choose Context.dev when your application needs current web content and structured output, but does not need direct control over a durable browser identity.

When a scraping API beats an antidetect browser

If your use case involves holding logged-in sessions or managing multiple accounts, an antidetect browser is the right tool. If your goal is extracting data at scale without maintaining browser profiles, proxies, and fingerprints, a managed scraping API is simpler.

Context.dev is the managed API option for teams that need the underlying data rather than persistent logged-in sessions. It removes the need to maintain fingerprint infrastructure, proxy rotation, and browser profiles while returning structured web content as JSON or Markdown.

Context.dev does not replace antidetect browsers universally. Antidetect browsers remain the right choice for session-based workflows, multi-account management, and ad verification where a stable identity must persist across visits.

How to choose the right tool

Choose the category based on whether your workload needs a persistent browser identity or stateless extraction. Persistent profiles support repeated sessions, while scraping APIs handle retrieval without requiring you to maintain browser fingerprinting infrastructure.

  • Choose an anti-detect browser for persistent identities. Multilogin, GoLogin, AdsPower, Kameleo, and Octo Browser fit multi-account management, social media operations, ad verification, and other workflows that reuse logins, cookies, and device profiles.
  • Choose a scraping API for high-volume extraction. ScrapingBee, Scrapfly, and ZenRows manage proxy rotation and anti-bot handling for requests that do not need a durable identity. Browserless fits developers who want hosted Puppeteer or Playwright execution while retaining control over browser automation code.
  • Choose self-managed automation when control outweighs maintenance. A local or hosted Selenium, Puppeteer, or Playwright stack can suit low-volume workloads with unusual browser logic. You remain responsible for proxies, retries, fingerprint behavior, and operational upkeep.
  • Choose a managed API for AI agents and LLM pipelines. Managed extraction removes browser-profile administration when your application needs current web content in structured formats rather than reusable browsing identities.

For the AI-pipeline branch, Context.dev provides the managed API option without requiring you to maintain an antidetect browser stack.

FAQs

Is using an anti-detect browser legal?

Law typically evaluates what you do with an anti-detect browser rather than the software itself. Context.dev and browser tools do not remove obligations under applicable laws, website terms, privacy rules, or account policies. Review each target site and data use case before collecting data or managing accounts.

Can I use Selenium or Playwright with an anti-detect browser?

Some anti-detect browsers expose automation interfaces for Selenium, Playwright, Puppeteer, or vendor SDKs. Context.dev removes the need to operate those browser automation stacks when your goal is web data extraction. Check each browser vendor’s documentation because framework support and configuration vary.

What is the difference between an anti-detect browser and a proxy?

An anti-detect browser changes browser fingerprint signals, while a proxy changes the IP address and network location visible to a site. Context.dev manages extraction infrastructure behind one API rather than asking you to coordinate profiles and proxies. You often need both fingerprint control and proxy rotation when maintaining persistent browser identities yourself.

When does a managed API suffice, and when do I need persistent browser identity?

A managed API suits stateless extraction, while persistent browser identity supports repeated sessions that must look like the same device. Context.dev fits AI agents and LLM pipelines that need clean JSON or Markdown without maintaining browser profiles. Choose an anti-detect browser when repeated logins, saved cookies, or durable account sessions define the workload.

Do I need an anti-detect browser for web scraping?

Most extraction workloads do not require you to manage a durable browser identity. Context.dev and scraping APIs handle page retrieval without exposing profile maintenance to your application. Use an anti-detect browser when your scraper must preserve the same identity across visits or interact through a long-lived account session.

Ship an agent that actually knows things.

Free tier, 10-minute integration, and the same API powering agents at Mintlify, daily.dev, and Propane. No credit card to start.