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20 Best Browser Automation MCP Servers: compared and ranked, September 2026Ranked from 2,831 matching servers on stars, growth, downloads and maintenance. Updated .

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  • A
    license
    Not graded
    quality
    D
    maintenance
    A comprehensive toolkit of 23 developer utilities that enables AI assistants to perform tasks like encoding, cryptography, and data generation locally without requiring API keys. It streamlines workflows by providing tools for JWT decoding, UUID generation, regex testing, and JSON formatting directly within the chat interface.
    57
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    An MCP server that provides a persistent sandbox for AI coding agents to explore codebases server-side, returning only compact summaries to reduce context consumption.
    3
    8
    MIT
  • 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
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    quality
    D
    maintenance
    Enables step-through debugging for C#, Node.js/TypeScript, Python, and Dart applications on Windows through a unified MCP interface. Acts as a bridge between MCP clients and various debug adapters, providing consistent debugging workflows with breakpoints, variable inspection, and process attachment capabilities.
    8
    ISC
  • F
    license
    Not graded
    quality
    C
    maintenance
    Extends VS Code Copilot with MCP tools for persistent semantic memory, code indexing and RAG search, sandboxed Python/shell execution, web fetch/search, dynamic tool management via a web UI, and structured multi-step reasoning.
    -
  • A
    license
    A
    quality
    C
    maintenance
    Enables AI assistants to perform controlled Linux system administration tasks like reading logs, managing services, cron jobs, WordPress, and executing sandboxed Python code, with strict security constraints.
    29
    2
    GPL 2.0
  • F
    license
    A
    quality
    C
    maintenance
    MCP server wrapping DeepSeek's agent harness tools into minimal/standard modes, enabling persistent shell, file editing, search, job management, and more via natural language.
    2
    -
  • A
    license
    B
    quality
    F
    maintenance
    A comprehensive Model Context Protocol server providing access to 70+ IT tools for developers and system administrators, including encoding/decoding, text manipulation, hashing, and network utilities.
    100
    153
    22
    TypeScript
    MIT
  • A
    license
    Not graded
    quality
    B
    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
    C
    maintenance
    A Python-based MCP server that provides instant access to over 700 documentation sources and creates isolated Docker containers for safe code testing and experimentation.
    1
    AGPL 3.0