Skip to main content
Glama
82,873 servers. Updated
20 Best Browser Automation MCP Servers: compared and ranked, September 2026Ranked from 2,831 matching servers on stars, growth, downloads and maintenance. Updated .

Matching MCP tools:

Matching MCP Connectors:

"Using a Browser with Dev Tools to Debug a Web Application" matching MCP servers:

GET /v1/servers — MCP directory API reference
  • A
    license
    Not graded
    quality
    A
    maintenance
    Converts any Python Click or Typer CLI into an MCP server automatically — zero-code transformation that introspects CLI commands and exposes them as MCP tools.
    5
    Apache 2.0
  • A
    license
    A
    quality
    D
    maintenance
    Enables AI tools to perform full-featured embedded microcontroller debugging via pyOCD and CMSIS-DAP probes, including probe management, flashing, breakpoints, register/memory access, fault analysis, and RTT communication.
    58
    1
    MIT
  • F
    license
    A
    quality
    B
    maintenance
    MCP server that provides AI access to a local terminal, enabling command execution, directory navigation, and system operations with persistent session state.
    5
    1
    -
  • A
    license
    A
    quality
    D
    maintenance
    A SQL Server CLI and MCP server for Claude Code that supports standard SQL Server authentication for database interaction and management. It enables users to perform schema exploration, execute queries, and manage data records with built-in SQL injection prevention.
    12
    5
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    An MCP server that wraps Flutter CLI tools into structured, agent-friendly tools for AI coding agents, with features like two-phase test results, output capping, and managed app lifecycle.
    15
    13
    4
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables AI agents to securely connect to and manage remote servers via SSH, with tools for running commands, file operations, log inspection, service management, and system monitoring under configurable access controls and audit logging.
    12
    0
    MIT
  • F
    license
    A
    quality
    D
    maintenance
    A local MCP server that provides a safe, structured way to manage Python environments inside a project workspace, including virtual environment creation, restricted pip operations, and dependency freezing.
    5
    -
  • A
    license
    B
    quality
    D
    maintenance
    Automates setup of local development environments for Python, Node.js, Flutter, Android, and more on macOS and Linux. Can be used as a standalone CLI or as an MCP server for AI assistant integration.
    10
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    A passive MCP server that exposes a toolbox of executable tools (shell, network, HTTP, AI search, SSH, S3 file operations) to autonomous agents via Streamable HTTP, with strong security features including Docker sandboxing and WAF.
    2
    Apache 2.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables coding agents to perform file, search, patch, git, process, test, package, network, and system operations through 60 typed MCP tools with structured inputs/outputs, structured errors, and a full event journal, replacing terminal use with a typed machine API.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    A Rust + Tauri 2 desktop application that turns local project folders into persistent MCP workspaces, enabling AI agents to read files, modify code, run commands and tests, check Git status, and maintain cross-conversation development context through historical checkpoints, with built-in WSS/FRP/Cloudflare tunnels and OAuth for connecting to ChatGPT.
    Apache 2.0