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77,149 servers. Updated
19 Best Browser Automation MCP Servers — compared and ranked, August 2026Ranked from 2,623 matching servers on stars, growth, downloads and maintenance. Updated .

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"A Python-based server for browser automation" matching MCP servers:

  • MCP Python Server

    NikhilBansalv
    F
    license
    Not graded
    quality
    C
    maintenance
    A Python-based MCP server that exposes SQLite database CRUD and search operations on Users, Products, and Orders as tools for AI clients like Claude Desktop.

  • Vantex-Security-A

    farahkhaterr
    F
    license
    Not graded
    quality
    B
    maintenance
    This MCP server provides secure access to databases for AI agents, enforcing authentication, authorization, human approval, logging, and notifications to prevent dangerous actions.

  • MCP Python Tutorial

    jhj0517
    F
    license
    Not graded
    quality
    D
    maintenance
    A demonstration server showing MCP implementation in Python with resource handling, tool operations, and reusable prompts for a simple user/post system with local database.

  • MCP-Python

    rhabraken
    F
    license
    Not graded
    quality
    D
    maintenance
    A server that enables interaction with PostgreSQL, MySQL, MariaDB, or SQLite databases through Claude Desktop using natural language queries.
    1

  • just-a-mysql-mcp

    xingyuli
    A
    license
    A
    quality
    C
    maintenance
    Read-only MySQL MCP server that lets AI agents list tables, describe schemas, and run SELECT/SHOW/EXPLAIN queries with a row cap, bound to a single database for safety.
    3
    MIT

  • python-umcp-calibre

    rcarmo
    A
    license
    Not graded
    quality
    B
    maintenance
    Read-only MCP server that runs inside Calibre as a plugin, exposing the live Calibre library for inspection, search, metadata, and duplicate detection via Streamable HTTP.
    2
    MIT

  • pg-python-mcp

    hexonal
    A
    license
    Not graded
    quality
    D
    maintenance
    A PostgreSQL MCP server with AST-based security for safe database operations. Enables AI assistants to query and manage PostgreSQL databases securely.
    MIT

  • mcp-for-metabase

    DominikPollok
    A
    license
    Not graded
    quality
    D
    maintenance
    A safety-gated Python MCP server for Metabase that lets MCP clients and agents inspect Metabase, run governed queries, and create or maintain dashboards, cards/questions, collections, snippets, permissions, and other Metabase assets through the Metabase REST API.
    GPL 3.0

  • MCP DB Python

    191341025
    F
    license
    Not graded
    quality
    Not graded
    maintenance
    A Python-powered Model Context Protocol server that provides safe database inspection and read-only querying capabilities for MySQL databases. Enables LLM agents to explore database schemas, execute read-only SQL queries, and retrieve metadata through JSON-RPC communication.
    1

  • MCP Server for ArangoDB

    ravenwits
    A
    license
    A
    quality
    A
    maintenance
    A TypeScript-based server to interact with ArangoDB using the Model Context Protocol, enabling database operations and integration with tools like Claude and VSCode extensions for streamlined data management.
    7
    39
    47
    MIT

  • Enterprise Expense Automation

    Surya-KF
    A
    license
    Not graded
    quality
    D
    maintenance
    Enables users to manage company departments, employees, expenses, and performance ratings through a natural language interface in Claude Desktop. It features 12 specialized tools for comprehensive CRUD operations and AI-powered organizational analysis using Google Gemini.
    4
    MIT

  • mcp-for-redash

    Ashuqwe
    A
    license
    Not graded
    quality
    D
    maintenance
    MCP server that connects AI assistants to Redash, enabling listing of assets, read-only query execution, dashboard inspection, and alert management through the Redash API.
    MIT