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Best Browser Automation MCP Servers in 2026: Top 10
7 min read ·
Playwright MCP by Microsoft is the best browser automation MCP server in 2026: it drives Chrome, Firefox, and WebKit through the accessibility tree, holds 34,656 GitHub stars as of July 2026, ships near-weekly releases, and needs no API key. Nine more servers round out this ranking, drawn from the 485 servers in our Browser & Scraping category and ordered by GitHub stars, maintenance activity, and capability breadth.
How We Ranked Them
This ranking weighs three verifiable signals, checked against each GitHub repository on July 3, 2026: star count, last-push recency, and capability breadth (multi-browser support, scraping depth, cloud options). We did not run a private benchmark, and we say so; where a project's stars belong to a larger library rather than its MCP server alone, the entry flags it.
One transparency note on the top spot. Chrome DevTools MCP actually has more stars than Playwright MCP (45,338 vs 34,656), but it only drives Chrome and is built for debugging first. Playwright MCP takes first place on capability breadth: three browser engines, deterministic accessibility-tree actions, and the largest ecosystem of client integrations.
The 10 Best Browser Automation MCP Servers
The ten servers below cover general automation, debugging, scraping, autonomous agents, and cloud browsers. Install commands come straight from each project's README as of July 2026.
1. Playwright MCP - the default choice
Playwright MCP (34,656 stars) exposes the page as structured accessibility snapshots, so the agent clicks named elements instead of guessing pixel coordinates from screenshots. It handles navigation, forms, file uploads, tabs, and network tracing across Chrome, Firefox, and WebKit. Our Playwright MCP deep dive covers configuration flags; the directory page has the full tool list.
claude mcp add playwright npx @playwright/mcp@latest2. Chrome DevTools MCP - performance and debugging
Google's Chrome DevTools MCP (45,338 stars) is the most-starred server in this list and connects agents to a live Chrome instance over the DevTools Protocol: performance traces, console errors, network requests, and CPU or network throttling. Choose it when the question is "why is this page slow or broken" rather than "fill this form". Directory page: ChromeDevTools/chrome-devtools-mcp.
claude mcp add chrome-devtools npx chrome-devtools-mcp@latest3. Scrapling - stealth scraping
Scrapling (67,901 stars, counted for the whole scraping library) ships a built-in MCP server that extracts targeted content before it reaches the model, cutting token usage, and its stealth fetcher is built to survive anti-bot walls. Note the stars reward the library, not the MCP endpoint alone. Directory page: D4Vinci/Scrapling.
pip install "scrapling[ai]"
scrapling install
scrapling mcp4. Skyvern - autonomous multi-step workflows
Skyvern (22,090 stars) uses vision models plus DOM parsing to complete goal-level jobs like "download invoices from these 12 vendor portals", and its MCP integration hands that engine to any MCP client. Run it self-hosted or against Skyvern Cloud. Directory page: Skyvern-AI/skyvern.
pip install skyvern
skyvern init5. Browser MCP - drive your real Chrome
Browser MCP (6,763 stars) pairs an MCP server with a Chrome extension so agents act inside your existing logged-in browser profile, which sidesteps login walls entirely. Maintenance is the caveat: the repo has not been pushed since April 2025, so treat it as convenient but slow-moving. Directory page: browsermcp/mcp; our Browser MCP guide has the extension setup.
npx @browsermcp/mcp@latest6. ExecuteAutomation Playwright MCP - the community pioneer
ExecuteAutomation's playwright-mcp-server (5,566 stars) predates Microsoft's official server and adds API testing tools plus code generation alongside browser control. Last pushed December 2025, it remains a solid pick if you want HTTP request tools in the same server. Directory page: executeautomation/mcp-playwright.
claude mcp add --transport stdio playwright npx @executeautomation/playwright-mcp-server7. Browserbase MCP - cloud browsers with Stagehand
Browserbase MCP (3,391 stars) runs sessions on hosted headless browsers with Stagehand's natural-language actions, session recording, and proxies. It needs a Browserbase API key and project ID (plus a model API key for self-hosted mode), or you can point clients at the hosted endpoint https://mcp.browserbase.com/mcp. Directory page: browserbase/mcp-server-browserbase.
npx @browserbasehq/mcp8. Apify MCP - scrapers as tools
Apify's Actors MCP Server (1,558 stars) exposes ready-made scrapers from the Apify marketplace as MCP tools, so an agent can call an Instagram or Google Maps scraper without you writing selectors. Requires an APIFY_TOKEN. Directory page: apify/apify-mcp-server.
npx @apify/actors-mcp-server9. Fetcher MCP - fast page-to-Markdown
Fetcher MCP (1,061 stars) uses headless Playwright to fetch JavaScript-rendered pages and return clean Markdown or HTML, with parallel batch fetching. It is the lightweight option when you need page content, not clicks. Directory page: jae-jae/fetcher-mcp.
npx -y fetcher-mcp10. AgentQL MCP - structured data extraction
AgentQL MCP (173 stars) wraps TinyFish's AgentQL query language, letting agents pull structured, schema-shaped data from any page by describing the fields they want. Stars are modest, but it is the only dedicated semantic-extraction MCP in the category with an official vendor behind it. Requires an AGENTQL_API_KEY. Directory page: tinyfish-io/agentql-mcp.
npx -y agentql-mcpComparison Table: Browser Automation MCP Servers
All star counts and maintenance dates were verified against GitHub on July 3, 2026.
| Rank | Server | Approach | Stars (Jul 2026) | API key | Last pushed |
|---|---|---|---|---|---|
| 1 | Playwright MCP | Accessibility tree, 3 engines | 34,656 | No | Jun 2026 |
| 2 | Chrome DevTools MCP | CDP debugging | 45,338 | No | Jul 2026 |
| 3 | Scrapling MCP | Stealth scraping | 67,901 (library) | No | Jun 2026 |
| 4 | Skyvern | Vision-based agent | 22,090 | LLM or cloud key | Jul 2026 |
| 5 | Browser MCP | Chrome extension | 6,763 | No | Apr 2025 |
| 6 | ExecuteAutomation Playwright | Playwright + API testing | 5,566 | No | Dec 2025 |
| 7 | Browserbase MCP | Cloud browsers | 3,391 | Yes | Jul 2026 |
| 8 | Apify MCP | Hosted scrapers | 1,558 | Yes | Jul 2026 |
| 9 | Fetcher MCP | Headless fetch to Markdown | 1,061 | No | Jan 2026 |
| 10 | AgentQL MCP | Semantic extraction | 173 | Yes | Jun 2026 |
Which One Should You Install?
Install Playwright MCP first: it covers roughly 80 percent of browser tasks (navigation, forms, screenshots, testing) with zero keys and the most active maintenance in the category. Then add one specialist based on the job in front of you.
- Debugging and performance: Chrome DevTools MCP.
- Scraping protected or high-volume sites: Scrapling locally, Apify for hosted scrapers, Browserbase to scale in the cloud.
- Sites behind your own logins: Browser MCP, since it reuses your real Chrome profile.
- Schema-shaped data extraction: AgentQL MCP.
- Hands-off multi-step workflows: Skyvern.
Limitations and Tradeoffs
Browser automation MCP servers are among the riskiest servers you can attach to an agent, because a prompt-injected page can instruct the agent that is browsing it. Keep automation profiles separate from your personal browser where possible, prefer read-only tasks on untrusted sites, and review our MCP security guide before giving any of these servers access to authenticated sessions.
Also mind scraping ethics and law: respect robots.txt and site terms, and note that stealth tooling like Scrapling is legitimate for accessibility and research but can violate terms of service when used to evade paywalls or rate limits. When a hosted vendor (Browserbase, Apify, AgentQL) fits, its key requirement buys you isolation and accountability that local stealth tools do not offer.
Related Guides
- Best MCP Servers in 2026: The Complete Ranked List
- Playwright MCP: Browser Automation for AI Agents
- Browser MCP: Let Your Agent Use Your Real Browser
- Claude Code MCP: How to Add and Manage MCP Servers
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Skills for this topic
Browse all skills →Frequently Asked Questions
What is the Browserbase MCP server?
Browserbase MCP runs browser sessions on Browserbase's hosted cloud browsers and adds Stagehand natural-language actions like act, extract, and observe. It requires a Browserbase API key and project ID, and it suits teams that need parallel sessions, proxies, or automation that keeps running after laptops close.
Is there an official Puppeteer MCP server?
Anthropic's reference Puppeteer server exists but was moved to the archived modelcontextprotocol/servers-archived repository, which states it is no longer maintained and carries no security guarantees. Use Playwright MCP or Chrome DevTools MCP instead; both are actively maintained as of July 2026.
Can MCP browser automation bypass logins and CAPTCHAs?
Browser MCP reuses your already-logged-in Chrome profile, which handles sites you legitimately have accounts on, and cloud services like Browserbase offer session persistence. No reputable MCP server promises CAPTCHA bypass, and using automation to evade site terms can violate the law in some jurisdictions, so treat those limits as boundaries rather than bugs.