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93,502 servers. Updated
20 Best Browser Automation MCP Servers: compared and ranked, October 2026Ranked from 3,477 matching servers on stars, growth, downloads and maintenance. Updated .

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"Tools or techniques for controlling a browser to test code changes" matching MCP servers:

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  • F
    license
    A
    quality
    A
    maintenance
    Enables AI agents to perform local video, audio, and file operations inside an isolated workspace, including cutting/concat videos, extracting audio, transcribing, and managing files, with typed responses and background job support.
    11
    1
    -
  • A
    license
    Not graded
    quality
    B
    maintenance
    MCP server to drive browser-migrate operations from Claude, enabling exporting, importing, and migrating browser profiles (bookmarks, history, tabs) between browsers.
    2
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    50 tools and 400 functions for working with Excel/.xlsx spreadsheets — read/write, recalculate formulas, diff, repair broken references, and audit. Built for AI agents.
    50
    291 npm
    6
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Enables extraction of recipes from PDFs or JPG files and conversion into structured HTML, with interactive region selection and OCR via a web GUI.
    6
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    An MCP server that exposes macOS Spotlight search as tools, wrapping mdfind and mdls to provide full-text and metadata file search across the system.
    2
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    A local MCP server that stores user-approved corrections, preferences, and reusable criteria in plain Markdown files, with separate global and project memory. It provides tools to list, search, and retrieve relevant criteria to help agents avoid repeating mistakes.
    8
    MIT
  • A
    license
    C
    quality
    D
    maintenance
    An experimental MCP server that enables AI assistants to interact with VS Code workspaces through file operations, code execution, and Git management. It also provides tools for Docker integration, project scaffolding, and secure command execution using project-specific configurations.
    76
    59 npm
    3
    MIT
  • A
    license
    C
    quality
    D
    maintenance
    A comprehensive MCP server that provides AI assistants with tools for file system management, Git integration, and shell command execution. It features specialized code utilities for analysis, formatting, and linting to enhance development workflows within Claude Desktop.
    28
    7
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Gives any MCP-compatible AI chat or agent a safe, model-neutral coding runtime with file read/search, structured multi-file patches, command execution, interactive sessions, and git operations, all confined to a single workspace and gated by permission modes.
    Apache 2.0
  • A
    license
    Not graded
    quality
    F
    maintenance
    Enables Claude AI to run terminal commands, perform file operations, and manage git in a project directory via the Model Context Protocol.
    38
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Adds workspace-scoped copy, move, and delete tools to DevSpace so filesystem changes are validated against workspace boundaries and protected paths instead of relying on shell cp, mv, or rm commands.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    A collection of small MCP servers for macOS automation that expose Apple Mail, MoneyMoney, and Spotlight functionality as tools via AppleScript and command-line, enabling AI applications to search mail, manage contacts and transactions, and perform system-wide file searches through natural language.
    MIT