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Brax

Brax covers browser automation for AI agents at Citro Labs, the team behind ego(lite). His guides compare Playwright MCP, Browser Use, Chrome DevTools MCP, and coding-agent browsers on token cost, login state, and what actually works in a real session.

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Posts

Orange mascot holding a red cross beside a black and white mascot holding a green check on a blue background

Guides

Why Your Scraper Gets Blocked: Proxy & Fingerprint

Diagnose scraper blocks by checking HTTP responses, proxy errors, browser fingerprints, rate limits and sessions. Know what to fix and when to stop.

Oct 20, 2026

Pixel characters beside a laptop sign-in screen in a mountain landscape

Guides

How to Build Reliable Long-Running Browser Agents

Build long-running browser agents with durable checkpoints, safe recovery, bounded retries and useful logs. Learn what to persist and how to test a restart.

Oct 20, 2026

Clay theater-mask mascot holding a red error sign for an article about flaky Playwright tests

Guides

Playwright Tests Flaky? Fix Random Failures

Playwright tests flaky in CI? Diagnose random failures, replace timing guesses, isolate shared state, and check stale sessions before adding retries.

Oct 19, 2026

Pixel-art browser rabbit racing a turtle across mountains for an article about AI browser latency

Guides

Why AI Browsers Are Slow and Unreliable: Practical Fixes

Learn why AI browsers are slow and unreliable, separate model latency from page failures, and verify recovery before choosing a different workflow.

Oct 19, 2026

Pixel knights representing Playwright and Puppeteer cross glowing swords above a mountain landscape.

Comparisons

Puppeteer vs Playwright: choose a browser automation library

Compare Puppeteer and Playwright through verified catalogue runs, preserved failures and an independent ego(lite) source check. Understand browser and setup differences.

Oct 16, 2026

The ego(lite) mascot holds browser windows displaying Playwright masks and the MCP label.

Guides

MCP servers for live web scraping: choose and verify

Choose scraping MCP servers by verified output. See Fetch content loss, a Firecrawl source URL error, separate corrections and independent ego(lite) checks.

Oct 16, 2026

Pixel-art Playwright masks and ego symbol above an ocean stopwatch and verification checks

Comparisons

Deterministic browser automation vs AI agent clicking

Compare deterministic browser automation and AI agents by who selects actions, what must be verified and how to evaluate both on the same real task.

Oct 15, 2026

Pixel-art Codex character repairing the Playwright masks beside a mountain lake

Guides

Playwright MCP for Codex: setup and verified browser calls

Set up Playwright MCP for Codex, inspect the active configuration, verify real browser calls and diagnose startup, profile and stale-reference failures.

Oct 15, 2026

Firecrawl and Crawl4AI symbols above an ocean, illustrating web extraction deployment choices

Comparisons

Crawl4AI vs Firecrawl: deployment and extraction choices

Compare Crawl4AI and Firecrawl by deployment, output checks and operating cost. Use the same sites and fields to evaluate accepted extraction results.

Oct 27, 2026

JavaScript and Python balanced above ego(lite), illustrating a same-task web scraping comparison

Comparisons

JavaScript vs Python for web scraping: a same-task guide

Choose JavaScript or Python for web scraping with paired Playwright examples. Compare the same pages, fields, setup steps and verified JSON records.

Oct 13, 2026

Illustration of browser automation debugging from an error through diagnosis to verification

Guides

Debugging AI agent browser automation failures: a guide

Debug AI agent browser automation failures across observation, planning, execution and verification. Capture evidence and recover from a known checkpoint.

Oct 13, 2026

ego(lite) and Playwright symbols beside an illustrated browser interface over blue mountains

Guides

AI-Generated Playwright Tests: A QA Reliability Guide

Make AI-generated Playwright tests trustworthy for QA with scoped locators, meaningful assertions, isolated data and reviewed CI failure evidence.

Oct 20, 2026

An ego(lite) character teaching PDF extraction to pdfplumber and pandas characters in a blue classroom

Guides

Extract tables from PDFs without losing provenance

Extract tables from PDFs and HTML with a practical workflow for OCR, merged headers, source references and cell checks before using the data with AI.

Oct 12, 2026

Stagehand symbol and Playwright masks above a blue sea with a stopwatch and checkmarks

Comparisons

Stagehand vs Playwright: AI actions or scripted tests

Compare Stagehand v4 and Playwright for AI browser actions, structured extraction and CI tests, with version boundaries and an outcome-checking workflow.

Oct 12, 2026

Two browser agents holding error signs to illustrate web search failures

Guides

Why LLM agents fail at web search & how to fix it

Debug poor agent web search by checking queries, tool calls, retrieved pages, extraction and final answers. Includes a repeatable evaluation workflow.

Oct 29, 2026

Pixel-art terminal agent reading a browser skill guide beside a mountain lake

Guides

Browser automation agent skills: install and verify

See what agent-browser and Browserbase skills install, which browser they open, and how a fresh page and server record verify the saved result.

Oct 26, 2026

Pixel-art terminal mascot beside a film projector and browser video player

Guides

agent-browser video recording: capture and verify

Record an agent-browser run, inspect the WebM, and check whether the task really finished. Two local replays show why a Saved message is not enough.

Sep 30, 2026

Browser agent verification illustration: ego(lite) considers an unfinished terminal task list.

Guides

Browser agent verification: prove task completion

A browser agent can report success without saving a result. Verify the exact record with a fresh page and server check in our ten-run local case.

Sep 30, 2026

Claude Agent SDK browser automation illustration: a Claude mascot uses a retro computer displaying a check mark.

Guides

Claude Agent SDK browser automation: verify the write

Connect a browser executor to Claude Agent SDK, then verify each write. Eight local trials show an adapter failure and safe stops after HTTP 503.

Sep 30, 2026

Puppeteer alternatives for AI agents illustration: Puppeteer, Playwright and ego(lite) pixel mascots together.

Comparisons

Puppeteer alternatives for AI agents: keep or migrate?

Keep a Puppeteer script or move to Playwright or ego(lite)? Two nine-run local cohorts show what each route did and how we checked the result.

Sep 30, 2026

Playwright masks and a Chrome icon in a mountain landscape for test maintenance

Guides

Playwright Test maintenance: surviving UI changes

Keep Playwright tests maintainable through UI changes with stable contracts, page objects, isolated data, CI trace triage, and a practical review cadence.

Sep 30, 2026

Pixel art ego(lite) character balancing on a beam over rolling wheels, illustrating long-term browser automation stability

Guides

How to keep browser automations stable long term

Keep browser automations stable long term with verified outcomes, safe retries, release canaries, monitoring, and a maintenance routine that catches drift early.

Sep 30, 2026

Playwright theatre masks beside a white play button on a blue background

Guides

Playwright works locally but fails in production

Fix Playwright tests that pass locally but fail in CI. Compare locator errors, timing, worker conflicts, timezones, and browser installs with clear examples.

Oct 25, 2026

The ego(lite) mascot kicking a broken laptop in a snowy pixel-art landscape

Guides

Why computer use isn't working: debugging guide

Troubleshoot computer use failures by checking permissions, app approvals, helper contexts, and window attachment. Match the error and choose your next step.

Sep 22, 2026

The ego(lite) mascot working at a computer beside a mountain lake

Guides

Fixing scraper breakage when websites change

Fix scraper breakage after a website redesign. Use layered extraction, field validation, drift alerts, and regression fixtures to catch missing or wrong data.

Sep 22, 2026

Playwright Test distinguishing a mocked API 500 from a live server failure

Guides

Playwright Test failure states: handling API 500s

Intercept a 500, assert the UI or response, mark fail versus flaky, and keep mock errors separate from live outages in the Playwright report.

Oct 27, 2026

Comparisons

Playwright MCP vs Browser Use: which does your agent need

Playwright MCP and Browser Use aren't the same tool: one executes your agent's decisions, the other runs its own agent. How to choose, and their blind spot.

Oct 15, 2026

Guides

Claude Code browser login: how to automate sites behind auth

Three routes past Claude Code's login wall: reuse a signed-in browser, inject storage state, or an extension takeover. Plus CAPTCHAs, OAuth loops, and 2FA.

Oct 15, 2026

ChatGPT Chrome control failing at click and type while the page is still readable

Guides

Why AI agents can't click or type in your browser

ChatGPT Desktop can read Chrome but not click or type when the native host, profile, or site allowlist is wrong. Check the handshake, then verify.

Sep 21, 2026

Codex CLI in Docker beside a Playwright browser reachable over a bound port

Guides

Set up a remote browser workspace with Codex and Docker

Wire Codex CLI, a Playwright Docker browser, noVNC, ports, auth, and volumes. Keep phone Remote and cloud environments on separate paths.

Sep 21, 2026

Guides

Agent harness: what it is, how to build one, how to choose

An agent harness runs the loop around a model: tools, context, state, and the execution environment. Learn to build one and verify a browser task's result.

Oct 26, 2026

Illustration of a cloud-shaped character holding an MCP sign beside a server rack inside a purple cloud, framed by a browser window

Guides

What is an MCP server? A practical guide for 2026

Understand MCP servers, versioned requests, tool discovery, and execution errors. See how browser MCP differs from direct control and when each route fits.

Oct 25, 2026

Guides

Context engineering for browser agents: what an observation costs

Context engineering explained, the five-layer question answered honestly, and the part every other article skips: what a single page observation costs a browser agent.

Sep 20, 2026

A local model terminal beside a visible Chromium browser window that an agent drives

Guides

Browser agent with local Ollama models: setup and limits

Run an Ollama browser agent on your own machine: which models call tools, VRAM and context reality, three documented wiring routes, failure modes, and when hosted wins.

Oct 23, 2026

A laptop running a local model beside a visible Chromium browser controlled by an agent

Guides

Browser Use with local LLMs: what actually works

Configure Browser Use with Ollama or DeepSeek, separate hosted API calls from local inference, and check model output before trusting a completed task.

Oct 22, 2026

Guides

Best Manus alternatives in 2026: browser automation tools

Manus alternatives in 2026, compared by login reuse, isolation, cost, and upkeep: local visible browsers, Playwright agents, Browser Use, OpenClaw, cloud sandboxes.

Oct 19, 2026

How to test an MCP server before deployment: Inspector probes, schema validation, and a CI gate

Guides

How to test MCP server quality before deployment: tools and steps

Test an MCP server before rollout with MCP Inspector's web, CLI, and TUI clients: schema checks, contract tests, failure paths, auth boundaries, and a CI gate.

Sep 19, 2026

Green ego(lite) mascot vacuuming HTML tags like div, button, and section off a blue floor

Guides

Web scraping with Playwright: wait, extract, check

Web scraping with Playwright is for pages whose cards are missing from the HTML. Wait for the rendered DOM, extract fields, then validate counts.

Sep 18, 2026

Green ego(lite) mascot beside locked blue storage units, unsure which unit holds the snapshot

Guides

Playwright storageState: Cookies, Origins, Expiry

Playwright storageState saves cookies and origin localStorage, not sessionStorage. Generate the JSON, load it in a new context, and verify restore.

Sep 18, 2026

A hand holding the ego(lite) comedy and tragedy masks against a blue sky, ready to take over a native prompt

Guides

Automate native file dialogs in browser automation

Do not click the OS file window. Set files on input[type=file], intercept a chooser, or save the download. Hand a true native prompt to a person.

Sep 18, 2026

Pixel-art Playwright character and ego(lite) character beside a laptop sign-in screen with Agent is in control visible

Guides

Playwright authentication: login once, reuse state

Save a Playwright login once, reuse storageState across runs, then detect an expired or revoked session and re-authenticate with a check that proves it worked.

Sep 16, 2026

White ego(lite) figure pointing a wand at six running Spaces labelled Code, GitHub, Amazon, Browser, Reddit, and Terminal

Guides

Web scraping pagination: numbered, load more, scroll

Handle all three pagination modes in one crawler: derive numbered-page URLs, click load more safely, detect infinite-scroll stability, and validate counts.

Sep 16, 2026

Three white disks on a yellow platform, casting a long shadow of login, lock, key, and permission icons across a blue field

Guides

Login handoff in AI browser agents: OAuth and MFA

Implement a login handoff pattern for browser agents: detect the wall, pause for OAuth or MFA, persist the session, then resume in the same context.

Sep 16, 2026

Guides

Claude Code setup: MCP configuration and Playwright fixes

Add MCP servers to Claude Code, pick project, user, or local scope, verify with /mcp, and fix the Playwright failures that break on Windows.

Sep 16, 2026

Illustrated robot at a signpost marked login, navigate, click, and complete, beside a second figure holding a map and a loading browser window

Guides

How to handle selectors breaking in browser automation

Diagnose broken selectors with failure classes, stable locators, unique-target checks, and saved-state assertions before accepting an automation repair.

Oct 23, 2026

Pixel-art knight carrying the Apify emblem crossing swords with a knight carrying the ego(lite) shield

Comparisons

Apify alternatives for large-scale web scraping

Apify bills memory by the hour, so a million-page crawl is a proxy bill first. Compare the alternatives by cost model, concurrency, and what breaks.

Oct 19, 2026

A JS block and comedy and tragedy masks balanced on a blue browser eye above pixel-art mountains and a flower field

Guides

Web scraping with JavaScript: static HTML vs rendered pages

Route a JavaScript scraper correctly: parse static HTML with fetch, spot client-rendered pages that return nothing, and know when Playwright pays off.

Sep 15, 2026

An orange pixel-faced agent reaching toward a purple cloud holding two servers, inside a blue browser window

Guides

Connect an MCP server to Claude Code and Claude Desktop

Add any MCP server to Claude Code and Claude Desktop: scopes, config files, transports, the Desktop UI, and the failure message each one produces.

Sep 15, 2026

Playwright and Cypress logos facing each other on a blue illustrated background

Comparisons

Playwright vs Cypress: reliability and migration

Compare Playwright and Cypress by execution model, browser coverage, session handling, and migration, then see where ego(lite) fits for one-off browser work.

Oct 24, 2026

Illustrated browser Spaces for agent-browser, Chrome DevTools MCP, and ego(lite) above a mountain landscape

Guides

Browser automation that survives UI changes

Learn why browser automation breaks after UI changes, which reliability layers matter, and when Playwright, ego(lite), or a hybrid is the better fit.

Sep 21, 2026

Playwright mascot presenting a browser interface on a blue illustrated background

Guides

Stable Playwright locators for dynamic web apps

Learn how stable Playwright locators handle dynamic interfaces, strict-mode ambiguity, and re-renders, plus when a visible browser agent is the better fit.

Sep 14, 2026

Pixel-art ego agent placing a browser window into a cloud box while other browser windows stay connected

Guides

Persistent browser sessions across agent runs

Keep one signed-in browser session usable across agent runs: user data directories, storageState, profile locks, cookie expiry, verification, and recovery.

Sep 21, 2026

An engraved hand holds a sandbox tray while a browser window rises above it

Comparisons

Sandbox web browser for AI agents: local vs remote

Learn what a sandbox web browser isolates, when AI agents should use a local persistent browser or remote sandbox, and how to validate the boundary.

Sep 11, 2026

MCP and CLI icons shown side by side for AI agent tool control

Comparisons

MCP vs CLI for AI agents: where extensions fit

Compare MCP vs CLI for AI-agent tools by discovery, context, permissions, portability, output, and security, and see where browser extensions fit.

Sep 11, 2026

Guides

Browser Use Pi: packages, setup, and session tradeoffs

A hands-on Browser Use Pi guide with 30 timed runs, real screenshots, and a clear account of where ego(lite) reduces setup, session, and handoff friction.

Sep 11, 2026

Codex and ego(lite) icons above a blue ocean with a benchmark stopwatch and test checklist

Comparisons

Codex Computer Use vs ego(lite): browser benchmark

Codex Computer Use vs ego(lite) in a 30-run browser benchmark, with methodology, timings, pricing boundaries, limitations, and best-fit workflows.

Sep 11, 2026

Pixel-art Claude Code agent configuring Playwright with tools and browser automation masks

Guides

Playwright MCP for Claude Code: setup guide

Add Playwright MCP to Claude Code, verify the connection, choose browser and login-state settings, and fix missing tools or failed runs.

Sep 10, 2026

Guides

OpenClaw browser relay: setup & troubleshooting

Install OpenClaw Browser Relay, verify the Chrome tab and Gateway connection, and diagnose token, attach, and extension failures safely.

Sep 10, 2026

Meta Muse's cloud-hosted browser session balanced against a local browser session

Comparisons

Meta Muse browser automation: secure VM vs real sessions

A source-checked look at Meta Muse browser automation and why ego(lite) suits visible, logged-in local work with human handoff at the live page.

Sep 10, 2026

Guides

Claude in Chrome: setup, permissions, and safety

Set up Claude in Chrome, choose the right permission mode, connect Claude Code or Cowork, fix common failures, and reduce prompt-injection risk.

Oct 29, 2026

Comparisons

Playwright vs Selenium: which test framework fits?

Compare Playwright vs Selenium for new and existing test suites: browser coverage, waits, languages, Grid, debugging, migration cost, and team fit.

Sep 9, 2026

Computer use agent: how it works and how to control the action loop

Insights

Computer Use agent: how it works and how to control it

Understand computer use agents, compare pixel, DOM, protocol, and API control, then design state, approvals, evaluation, and evidence for safe workflows.

Sep 9, 2026

GPT-6 Astra Computer Use for browser automation: capabilities, limits, and local alternatives

Insights

GPT-6 Astra Computer Use: capabilities, limits, alternatives

Explore GPT-6 Astra's computer use capabilities from official docs and early reviews, and compare cloud vs local browser agents for your tasks.

Sep 6, 2026

Pixel-art blue agent kneeling with a terminal screen against a starry sky and snowy mountains, illustrating WebMCP

Insights

WebMCP explained: how it changes browser automation (and where it doesn't)

See a hands-on Chrome 152 WebMCP test, including tool discovery, human confirmation, a schema-validation gap, and when browser automation still fits.

Sep 11, 2026

Guides

Hermes browser extension: connect agents to your browser

Compare the Hermes browser extension, local gateway, CDP, and CLI routes on setup cost, login-state boundaries, tab ownership, and the ego(lite) alternative.

Oct 29, 2026

Selenium MCP setup for existing Grid, and when Playwright MCP is the better default

Guides

Selenium MCP: setup and when to use Playwright MCP instead

Selenium MCP exposes a community WebDriver adapter. Check its actual Grid and session options, setup, waits, and fit against Playwright MCP before adoption.

Oct 24, 2026

ChatGPT browser use compared with a cloud browser and a local logged-in browser

Comparisons

ChatGPT browser use: cloud browser vs your own browser

Compare ChatGPT cloud, built-in browser, and Chrome tab access, then verify the selected account and action result before trusting a browser workflow.

Oct 22, 2026

Codex Chrome extension setup, permissions, troubleshooting, and browser alternatives

Guides

Codex Chrome extension: setup, permissions, and fixes

Set up the Codex Chrome extension, choose site permissions, work across browser tabs, enable developer access, and fix connection or profile errors.

Sep 8, 2026

Browser agent security risks: what can go wrong and how to contain it

Insights

Browser agent security risks: threats and controls

Map browser agent security risks from prompt injection to excessive agency, then apply isolation, least privilege, approvals, evidence, and recovery controls.

Sep 8, 2026

Comparisons

Playwright vs Puppeteer for PDF generation

Playwright and Puppeteer both support tagged PDFs and outlines. Compare defaults, language support, and checks for document identity, pages, and layout.

Oct 27, 2026

Playwright vs Puppeteer for web scraping: benchmarks and the 2026 verdict

Comparisons

Playwright vs Puppeteer for web scraping: 2026 verdict

Playwright vs Puppeteer for scraping: anti-bot boundaries, CAPTCHA and proxy limits, JavaScript rendering, and which one to pick for your target.

Oct 15, 2026

Comparisons

Puppeteer vs Playwright vs Selenium for scraping

Selenium's WebDriver hop, Puppeteer's CDP directness, Playwright's auto-waiting: how each translates into scraping outcomes, and who should pick which.

Sep 28, 2026

How AI agents connect to your existing browser and logged-in sessions

Guides

How to connect AI agents to your existing browser

Connect an AI agent to your signed-in browser: compare session routes and permissions, verify the active account, and check the result before acting again.

Oct 26, 2026

Claude Code browser testing workflow for a local mobile layout bug

Guides

Claude Code browser testing: a practical workflow

A real Claude Code browser test: reproduce mobile overflow, fix CSS, verify the browser and server result, and inspect a controlled failure.

Oct 24, 2026

Chrome DevTools MCP vs Claude in Chrome: lock-in, cost, and debugging tradeoffs

Comparisons

Chrome DevTools MCP vs Claude in Chrome: comparison

One is an open protocol any agent can use free; the other serves paid Claude plans with zero config. The lock-in question, and a decision tree.

Aug 18, 2026

Browser Use vs Browserbase comparison of agent logic and cloud browser infrastructure

Comparisons

Browser Use vs Browserbase: cloud browser comparison

Browser Use and Browserbase now overlap, but one leads with agent logic and the other with cloud browser infrastructure. Compare setup, pricing, and fit.

Oct 29, 2026

Claude Code browser automation: all six ways compared, with setup and limits

Reviews & roundups

Claude Code browser automation: 6 ways compared

Compare 6 ways to automate browsers with Claude Code, including the new Cowork built-in browser, for login sessions, token cost, and task fit.

Oct 19, 2026

Browser Use, Stagehand, and ego(lite) compared as three browser automation architectures

Comparisons

Browser Use vs Stagehand vs ego(lite): tested paths

Browser Use 0.13.10, Stagehand 4.1.0, and ego-browser 0.5.2.16 on one audited task: browser runs, false-success checks, setup limits, and raw logs.

Sep 28, 2026

Browser Use vs Codex Browser, comparing an open framework with separate and connected browser paths

Comparisons

Browser Use vs Codex browser: AI browser comparison

Compare Browser Use with the new Codex Browser product line. Understand the architectural shift, session handling, and which tool fits your automation tasks.

Sep 7, 2026

Browser Use vs Playwright MCP comparison for coding-agent browser automation

Comparisons

Browser Use vs Playwright MCP: which fits your stack

Compare Browser Use, Playwright MCP, and agent-browser: control surfaces, setup, browser state, and the tradeoffs behind each AI browser automation route.

Aug 28, 2026

Vercel agent-browser vs Chrome DevTools MCP vs ego(lite) compared

Comparisons

Agent browser vs DevTools MCP vs ego(lite)

Compare OpenAI Atlas's integrated browser with agent-browser, Chrome DevTools MCP, and ego(lite) for AI agents. Learn which architecture fits login state.

Oct 23, 2026

AI web scraper workflows compared by source, scale, and control

Reviews & roundups

AI web scraper guide: choose the right workflow

Choose an AI web scraper by volume, login state, and cost, then map tools like Browse AI, Firecrawl, and ego(lite) onto no-code, API, or agent-browser routes.

Oct 23, 2026

Comparisons

Headless browser vs real browser for AI agents

Compare headless and real browsers for AI agents: production reliability, authorized session reuse, fingerprint limits, profile isolation, and cost.

Oct 15, 2026

Reviews & roundups

Best AI browsers and browser automation tools in 2026

Compare eleven AI browser automation tools for reliability, token cost, model control, no-code workflows, dynamic DOMs, anti-bot limits, and privacy.

Oct 15, 2026

Reviews & roundups

Best MCP for browser automation: the 2026 shortlist

A scored shortlist of browser automation MCP servers on login-state access, token cost, and compatibility, plus the browser that beats them on tokens.

Oct 15, 2026

Browser agent extensions vs a shared agent browser: who owns the window

Comparisons

Browser extensions vs shared agent browser: which is better?

Every browser agent decision hides one question: does the agent move into your browser, or get its own with your sessions? Window ownership decides it.

Oct 25, 2026

Insights

Playwright MCP token problem: why snapshots eat your context

One Salesforce page can cost 114K tokens through Playwright MCP. The cause is the snapshot mechanism, not your config. Three ways out, ranked by savings.

Oct 15, 2026

Playwright vs Puppeteer for Claude Code: what actually matters

Comparisons

Playwright MCP vs Puppeteer for Claude Code

For Claude Code, one fact settles it: Puppeteer's reference MCP server is deprecated, Playwright's is first-party. When Puppeteer still wins.

Oct 15, 2026

Pixel-art Playwright MCP and CLI agents connecting to a browser and terminal

Comparisons

Playwright MCP vs CLI: token cost, setup, and trade-offs

Compare Playwright CLI and MCP with official guidance, six controlled browser runs, injected failure checks, session trade-offs, and honest token limits.

Sep 28, 2026

Is Playwright MCP good? An honest 2026 review of strengths and limits

Reviews & roundups

Is Playwright MCP good? An honest review (2026)

Playwright MCP is free, official, and five minutes to set up. It's also token-hungry and shaky on complex pages. An honest review of where it shines.

Oct 15, 2026

Chrome DevTools MCP vs Playwright MCP: which to use and when

Comparisons

DevTools MCP vs Playwright MCP: debugging or automation

Chrome DevTools MCP wins at debugging (traces, memory, network). Playwright MCP wins at driving (forms, navigation). Compare token cost, setup, and QA fit.

Oct 15, 2026

Chrome DevTools MCP full guide: connect to your existing browser

Guides

Chrome DevTools MCP: setup, existing sessions, and fixes

Set up Chrome DevTools MCP, connect an existing Chrome session, fix Node and profile errors, and understand the security trade-offs before granting access.

Sep 10, 2026

Guides

OpenClaw browser automation: control, relay, and profiles

Learn OpenClaw browser automation with the current quick start, managed, Chrome attach, extension relay, and remote CDP profiles, plus safe logged-in options.

Sep 1, 2026

Playwright MCP setup for Claude Code, Cursor, and Codex, and when to skip it

Guides

Playwright MCP setup guide for Claude Code and Cursor

Copy-paste Playwright MCP setup for Claude Code, Cursor, and Codex, plus a practical comparison with Chrome DevTools MCP and the zero-config alternative.

Aug 11, 2026

Cursor browser automation: common fixes and stronger alternatives

Guides

Cursor browser automation: MCP, fixes, and alternatives

Cursor browser automation guide: set up browser MCP, fix tools that do not show up, cut token cost, and keep long runs stable with persistent rules.

Oct 26, 2026

Browser Use vs Computer Use: browser-native versus screen-native agents

Comparisons

Browser Use vs Computer Use: browser agent comparison

Compare Anthropic's DOM-native browser use tool with pixel-based computer use and real browsers. Learn which approach fits your agent's tasks.

Oct 15, 2026

Best browser MCP for Claude Code: six options tested

Reviews & roundups

Best browser MCP for Claude Code: 6 tested options

Six browser MCP options for Claude Code, scored on login state, context cost, reliability, security, and price—with practical ways to reduce MCP bloat.

Oct 15, 2026

Codex for Chrome vs Claude for Chrome: two browser agents compared

Comparisons

Codex for Chrome vs Claude for Chrome: compared

OpenAI and Anthropic built the same shape: an extension putting their agent in your browser. Compare permissions, reliability, cost, and when isolation wins.

Aug 30, 2026

Browser Use vs Playwright: which AI agents should use in 2026

Comparisons

Browser Use vs Playwright for AI browser automation

Playwright is deterministic code. Browser Use is an LLM loop that dropped Playwright for raw CDP. Compare reliability, DOM changes, and token cost.

Oct 27, 2026

How to reduce MCP token usage: six tactics that actually work

Guides

How to reduce MCP token usage: 6 proven tactics

Learn how to reduce MCP token usage with HTML preprocessing, memory compaction, lazy-loaded schemas, lean coding-agent workflows, and runaway-cost guardrails.

Oct 15, 2026

Playwright MCP vs Claude Chrome extension: in-browser versus protocol

Comparisons

Playwright MCP vs Claude for Chrome: compared

Playwright MCP is an open protocol any agent can use. Claude for Chrome lives in your real browser but serves only Claude. Compare CAPTCHAs, SPAs, token cost.

Aug 9, 2026

Google Antigravity browser automation: setup, fixes, and alternatives

Guides

Google Antigravity browser automation: setup and fixes

Google Antigravity browser automation guide: manage Gemini quotas, fix browser connections and loops, and keep login sessions working on Linux.

Aug 8, 2026

AI scraping behind login walls: digging past padlocks and login screens

Guides

AI scraping behind login walls: X and LinkedIn (2026)

Handle X and LinkedIn login walls with authorized sessions, evidence checks, and clear stops for challenges, access blocks, and rate-limited responses.

Oct 26, 2026

Illustrated n8n workflow nodes connected to a browser icon above the title Browser Automation for n8n

Guides

Browser automation for n8n: nodes, Browserless, and more

n8n browser automation tested in a real workflow: browser JSON into n8n, downstream readback, a suppressed-write failure, and current node limits.

Oct 24, 2026

A mechanical robotic hand pointing a finger at a classic retro Macintosh computer screen displaying the ego(lite) parallel browser interface with multiple workspace cards

Product

The fastest browser for AI agents to run web automation

Best alternative to browser-use and agent-browser. AI agents run parallel browser tasks with your Chrome logins and no cloud bill, 47% to 63% faster in our own bench.

Oct 15, 2026