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81,811 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 .

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  • A
    license
    A
    quality
    A
    maintenance
    A Model Context Protocol server that exposes Microsoft Edge browsing history across multiple profiles, allowing listing profiles and fetching history for a given day.
    3
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    MCP server for sandboxed, read-only SQL queries on CSV/Parquet/JSON files via DuckDB, limited to a specified directory.
    1
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables managing employee records by providing tools to list directories, retrieve detailed profiles, and search for staff by department. It integrates with Claude Desktop to allow users to interact with employee data through natural language commands.
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    Enables LLMs to extract content from websites using automated static and dynamic scraping engines with built-in anti-bot protections. It provides tools for web data retrieval and stores results in MongoDB with support for JSON and CSV exports.
  • F
    license
    A
    quality
    C
    maintenance
    Enables querying a MySQL database of metallurgical materials and alloys via natural language, allowing users to list alloy types, filter grades by type, and retrieve full details of a grade with all related data.
    3
    1
  • F
    license
    A
    quality
    D
    maintenance
    Enables LLMs to create, query, and manage MongoDB-compatible databases using natural language without actual data storage. Uses statistical modeling to generate realistic data on-the-fly from sample documents or descriptions.
    8
    4
  • A
    license
    Not graded
    quality
    B
    maintenance
    Lightweight MCP server for Redis that allows running any Redis command and searching Redis documentation. Supports multiple named databases with HTTP/REST or TCP transport.
    63
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Monetized graph answers over Bitcoin Lightning. Sells priced answers from a graph via operator-authored, parameterized, named Cypher query templates.
    Apache 2.0
  • F
    license
    Not graded
    quality
    C
    maintenance
    Enables natural-language querying of an e-commerce dataset by providing a LangChain agent that uses tools to execute parameterized SQL queries on a SQLite database, with short-term memory and Streamlit or Claude Desktop interfaces.
  • -
    license
    Not graded
    quality
    A
    maintenance
    Enables connecting to and querying SQL Server databases via the Model Context Protocol, with support for managing multiple named connections and automatic configuration of AI clients.
  • F
    license
    Not graded
    quality
    D
    maintenance
    Enables access to a PostgreSQL database for brand-related data using Python. It allows users to interact with database records through local configurations or secure remote EC2 deployments.
  • A
    license
    A
    quality
    B
    maintenance
    Enables natural language querying of SQL databases by allowing the agent to explore schema, write SQL, and self-correct errors. It integrates with MCP-compatible assistants like Claude Desktop or Cursor.
    1
    1
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    A cooperative guardrail for AI agents that blocks destructive shell commands, SQL statements, or cloud operations until a human approves them out-of-band, with a tamper-evident local ledger.
    4
    AGPL 3.0
  • A
    license
    A
    quality
    C
    maintenance
    An MCP server that enables MCP-compatible AI tools to read-only query Azure Database for PostgreSQL Flexible Server using your existing Azure CLI login, with auto-discovery, schema inspection, and arbitrary read-only SQL. No passwords or connection strings are stored; authentication uses short-lived Entra tokens.
    14
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Enables AI-powered analysis of Rapid7 vulnerability and asset data by exporting via the Bulk Export API and making it queryable through natural language or SQL in MCP-compatible tools.
    9
    29
    MIT