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20 Best Browser Automation MCP Servers: compared and ranked, October 2026Ranked from 3,678 matching servers on stars, growth, downloads and maintenance. Updated .

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  • 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.
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  • 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
  • A
    license
    Not graded
    quality
    D
    maintenance
    This read-only MCP Server allows you to connect to Act-On data from Claude Desktop through CData JDBC Drivers. Free (beta) read/write servers available at https://www.cdata.com/solutions/mcp
    MIT
  • F
    license
    Not graded
    quality
    C
    maintenance
    Gives Claude full read/write access to the Indexed FP&A portal's data, enabling everything a person can do manually on the portal through conversation.
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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
  • F
    license
    B
    quality
    D
    maintenance
    A MongoDB MCP Server that allows AI agents and MCP clients to interact with MongoDB databases through standardized tools for CRUD operations, schema discovery, and collection management.
    8
    -
  • F
    license
    Not graded
    quality
    D
    maintenance
    Deploys 25 MCP tools for Apache Doris, enabling SQL execution, metadata queries, monitoring, and data governance over HTTPS via AWS Bedrock AgentCore Runtime.
    -
  • A
    license
    A
    quality
    A
    maintenance
    A personal finance tracker MCP server that imports Rocket Money data or connects banks via SimpleFIN to a local SQLite database, enabling Claude to analyze spending, subscriptions, cash flow, and debt payoff with complete privacy.
    15
    40 npm
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    A DataOps-focused MCP server for ClickHouse that provides query optimization advice, pipeline latency analysis, and data quality monitoring, with read-only safety.
    8
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    The official Model Context Protocol (MCP) server for SeaTable, built and maintained by SeaTable GmbH. It lets AI agents interact with data in your bases — reading, writing, searching, linking, and querying rows through a focused set of tools. The server intentionally focuses on data operations, not schema management (creating/deleting tables or columns), keeping the tool set lean and safe for auto
    21
    122 npm
    10
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Enables AI assistants to read and write a self-hosted Gramps Web family tree through the REST API, creating facts with citations attached and auditing unsourced or duplicate data with 83 evidence-disciplined tools. It also exposes legacy GEDCOM exports as a read-only reference layer of untrusted hints, with living-person privacy filtering on by default.
    90
    1,134 PyPI
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    A Model Context Protocol server that exposes Firebase Firestore and Authentication to AI agents, supporting multi-project configurations and read operations.
    5
    74 npm
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    A server based on Model Context Protocol that enables AI models to interact with MySQL databases through a standardized interface, supporting features like query execution, table listing, and automated connection management.
    4
    30 npm
    10
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    A focused MCP server for Salesforce CRM that exposes read/write access to standard CRM objects via six tools, designed for multi-tenant gateway deployments.
    28 npm
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables querying, searching, and writing Salesforce data using a browser session cookie without requiring a connected app or OAuth setup.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables AI assistants to create interactive charts, diagrams, and tables displayed on a real-time dashboard, supporting multiple data sources with privacy-focused local execution.
    1
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables Gemini Enterprise and LLM agents to securely connect to and act on enterprise systems including Xero accounting, BigQuery, Firestore, and Sage HR, with OAuth 2.0 PKCE, privacy and cost guardrails, and an embedded admin portal.
    3 npm
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables interaction with MySQL databases through connection management, SQL execution, and schema exploration. It features multi-connection support and a safety-focused 'dangerous mode' for write operations.
    14 npm
    4
    MIT