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114,693 servers. Updated
20 Best Browser Automation MCP Servers: compared and ranked, November 2026Ranked from 5,034 matching servers on stars, growth, downloads and maintenance. Updated .

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"How to execute tests on a frontend page and debug browser console issues" matching MCP servers:

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  • A
    license
    A
    quality
    C
    maintenance
    Enables browser-based web page fetching with automatic cookie management and CSS selector extraction, supporting JavaScript rendering and authenticated sessions through a Chrome extension.
    1
    9 npm
    2
    MIT
  • A
    license
    B
    quality
    B
    maintenance
    Enables managing a Google Play Console app directly from an MCP client: inspecting and shipping releases and staged rollouts, uploading bundles and deobfuscation files, reading Android vitals and anomalies against Google's thresholds, handling reviews and replies, editing store listings and images, managing testers, and checking Digital Asset Links for Trusted Web Activities. Writes are enabled but guarded with dry runs, validate-only edits, and explicit production confirmation.
    41
    1
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI to read, reliably edit, compile, and observe a local E5.95 EasyLanguage IDE over MCP, including project snapshots, declarations, native listview preparation, support-library metadata, and fault/variable capture. It works without simulating keyboard or mouse input and without depending on AutoLinker.
    4
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    An MCP server that allows users to interact with their browser through natural language commands, enabling actions like getting page content as markdown, modifying page styles, and searching browser history.
    1
    -
  • F
    license
    Not graded
    quality
    D
    maintenance
    Local MCP server for A-share stock trading via Tonghuashun, offering account/position queries, buy/sell/cancel orders with risk controls and forced user confirmation; currently simulated with a reserved interface for real broker channels.
    -
  • A
    license
    A
    quality
    A
    maintenance
    Enables agents to convert Markdown into WhatsApp-compatible formatting, including styled text, lists, and tables that fit a phone's monospace width.
    2
    1
    119 npm
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Enables MCP clients to turn Make blueprints and Zapier exports into n8n workflow files, with a per-step report of what converted, what to review, and what must be finished by hand. Also lists zaps, explains how individual steps are handled, checks workflow files for broken links or placeholders, and can upload the result to an n8n instance as an inactive workflow.
    6
    436 npm
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    Enables comprehensive control and automation of Yandex Browser, including tab management, content extraction, and console log monitoring. It supports element interaction, form filling, and JavaScript execution through the Model Context Protocol.
    18
    9
    MIT
  • A
    license
    B
    quality
    C
    maintenance
    Enables AI agents to manage Google Play store listings, icons, feature graphics, screenshots, app bundle releases, and user reviews, staging every change in a Play edit that stays unpublished until it is explicitly committed. Safety guards such as a production lock, package allowlist, asset-root restriction, and untrusted-review marking keep an agent's edits reviewable before they go live.
    17
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables MCP clients to batch repetitive web admin work by harvesting queue items read-only, collecting verdicts, and applying them only after human approval, with dry runs, staged rollout, rate limits, a circuit breaker and an audit log. Also provides general browser control — navigating, reading, filling forms and clicking on allowed sites through an already logged-in local browser, pausing for confirmation before irreversible actions.
    MIT
  • A
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    Not graded
    quality
    C
    maintenance
    Enables users to discover jobs by target titles and countries, rank job descriptions by skill coverage across all imported resumes, generate tailored ATS-ready resumes and cover letters, and fill and submit requested application batches through a signed-in AI host with browser access.
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Turns YAML-defined browser flows into typed MCP tools that Claude, Cursor, VS Code and other MCP clients can call, letting agents run repeatable tasks like logins, form fills, report downloads, price checks and data extraction without letting them wander the page freely. Each call returns JSON output, downloaded files or screenshots, and failures report the step, error, page URL and a screenshot.
    16 npm
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    An MCP server that runs in the browser, letting web pages register custom tools and prompts and expose them to an MCP client over WebSocket. Enables agents to drive UI, call page-scoped APIs, and get human-in-the-loop confirmation.
    5 npm
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables Codex to manage a local Firefox session by listing, grouping, opening, activating, navigating, and closing non-private tabs and native tab groups through a secure local native-messaging bridge.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    A standalone proxy that transforms any OpenAPI or Swagger-described REST API into an MCP server by mapping API operations to executable MCP tools. It enables AI clients to interact with existing web services through automated HTTP requests based on their official documentation.
    10 npm
    16
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Fast Browser is an MCP server that lets Claude Code and Codex drive an existing Chrome browser with your real profile, logins, and tabs, using a macro library for multi-step flows in single tool calls and supporting concurrent agents with isolated tab groups.
    265 npm
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Turns any OpenAPI/Swagger or REST API into callable MCP tools for Claude, ChatGPT, Copilot, and Cursor, with secure authentication and role-based access control.
    10 npm
    1
    AGPL 3.0
  • A
    license
    Not graded
    quality
    Not graded
    maintenance
    Automatically converts Swagger/OpenAPI specifications into dynamic MCP tools, enabling interaction with any REST API through natural language by loading specs from local files or URLs.
    -
  • F
    license
    Not graded
    quality
    D
    maintenance
    Enables AI assistants to automate web browsers through Playwright, providing capabilities for navigation, content extraction, form filling, screenshot capture, and JavaScript execution. Supports multiple browser engines with comprehensive error handling and security features.
    1
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