Supported transports
Published Browser Automation entries do not expose enough transport detail in the current category sample. Open each server page before installation.
MCP server category
Browser control, web automation, scraping, and extraction MCP servers. This page compares published Browser Automation MCP servers by quality score, update freshness, package metadata, transports, and configuration signals.
This table highlights published servers with the strongest available Wardn metadata for quick comparison.
| Server | Best for | Score | Version | Updated |
|---|---|---|---|---|
| NotebookLM MCP Serverio.github.pleaseprompto/notebooklm-mcp | MCP server for Google NotebookLM with Chrome automation, persistent authentication, citation-backed Q&A, source ingestion, Audio Overview tools, local notebook library management, stdio transport, and Streamable HTTP transport. | 82/100 | 1.0.0 | Jul 28, 2026 |
| Browserbase MCP Serverio.github.browserbase/mcp-server-browserbase | MCP server for AI web browser automation using Browserbase and Stagehand. | 78/100 | 1.0.0 | Jul 28, 2026 |
| browser-gatewayio.github.browser-gateway/browser-gateway | Reliable browser infrastructure for AI agents and automation. Route, pool, and fail over across browser providers with a built-in REST API, MCP server, and dashboard. | 76/100 | 1.0.0 | Jul 28, 2026 |
| Atlassian Browser MCPio.github.geiserx/atlassian-browser-mcp | Browser-cookie authenticated MCP server wrapping mcp-atlassian for Jira and Confluence behind corporate SSO. Includes a repo launcher, out-of-band CLI login, cookie harvesting, and full upstream toolset support. |
| 74/100 |
| 1.0.0 |
| Jul 28, 2026 |
| Amazon MCP Serverio.github.rigwild/mcp-server-amazon | Source-built MCP server for searching Amazon products, reading product/cart/order details, and demonstrating cart operations through Puppeteer with exported Amazon cookies. | 70/100 | 1.0.0 | Jul 28, 2026 |
| Playwright MCPio.github.microsoft/playwright-mcp | Model Context Protocol server that gives MCP clients browser automation through Playwright accessibility snapshots, page actions, console/network inspection, screenshots, and optional capabilities for vision, PDF, DevTools, network, storage, and testing. | 70/100 | 1.0.0 | Jul 28, 2026 |
Review transports, environment variables, and runtime arguments before connecting an MCP client to a Browser Automation server.
Published Browser Automation entries do not expose enough transport detail in the current category sample. Open each server page before installation.
The sampled Browser Automation servers do not list shared environment variables in the public metadata. Check each server page and upstream documentation.
The sampled package metadata does not list common command arguments. Use the server detail pages to verify launch flags and defaults.
The best Browser Automation MCP servers are the published entries with strong Wardn scores, recent updates, clear package metadata, and configuration details that match your MCP client.
Compare the top 6 published entries by score, version freshness, description fit, transport support, and whether the server documents required environment variables or arguments.
Configuration varies by server. Check each detail page for package launch commands, environment variables, and command arguments before installation.
Transport metadata is not consistent across the current category sample, so use the server detail page to confirm stdio, HTTP, or remote support.
Wardn Hub lists registry metadata for discovery and comparison. Verify runtime behavior, install commands, permissions, and security requirements in upstream documentation before installing any server.
Browse every published server currently listed in this category.