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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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    MCP server that lets AI assistants browse, search, and read files from a Google Drive folder, supporting local stdio and remote HTTP deployments with tools like list_files, search_files, get_file_info, and read_file.
    MIT
  • F
    license
    B
    quality
    D
    maintenance
    An MCP server that provides tools for interacting with AWS S3 buckets, enabling direct access to S3 operations through the Model Context Protocol.
    1
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  • F
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    Enables direct interaction with AWS S3 buckets through the Model Context Protocol, allowing users to list and manage S3 bucket operations using their AWS credentials.
    -
  • A
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    B
    quality
    A
    maintenance
    Governed MinIO object-storage operations — capacity, exposure-surface audit, lifecycle, and healing RCA, with guarded bucket writes, unbypassable audit logging (MCP + CLI), budget/runaway guards, dry-run, and undo/rollback.
    48
    MIT
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    F
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    An MCP server for Sakura Cloud that enables interaction with cloud resources and object storage. It allows users to manage Sakura Cloud infrastructure through natural language interfaces using the Model Context Protocol.
    41
    5
    Apache 2.0
  • A
    license
    B
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    maintenance
    Enables AI assistants to interact with and manage Google Cloud Platform resources including Artifact Registry, BigQuery, Cloud Build, Compute Engine, Cloud Run, Cloud Storage, and monitoring services through a standardized MCP interface.
    1
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  • A
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    D
    maintenance
    Enables management of Zadara VPSA Storage Arrays and Object Storage endpoints, including volume operations, snapshot creation, and bucket management. It allows users to interact with storage resources and retrieve performance metrics using natural language or custom API requests.
    MIT
  • A
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    C
    maintenance
    Enables AI agents to securely transfer files between machines via encrypted, expiring share links, with tools for upload, download, status checks, and link management.
    MIT
  • A
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    quality
    A
    maintenance
    Provides MCP tools for AWS S3 and S3-compatible storage, enabling file upload, download, listing, deletion, and temporary remote file staging via natural language.
    BSD 3-Clause
  • A
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    C
    maintenance
    MCP server for reading and searching SAP Commerce Cloud (CCV2) logs stored in Azure Blob Storage, enabling log listing, retrieval, and regex search via MCP tools.
    MIT
  • A
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    quality
    D
    maintenance
    The Box MCP Server facilitates searching and reading PDF and Word files in Box using Developer Token authentication.
    65
    11
    BSD 3-Clause
  • A
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    quality
    A
    maintenance
    An MCP server for Datto SaaS Protection, providing tools to manage cloud backup and recovery for Microsoft 365 and Google Workspace data through Datto's API.
    2
    Apache 2.0
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables agents to interact with any S3-compatible storage (AWS S3, LocalStack, MinIO) via MCP, providing tools like list, read, write, delete objects and buckets.
    MIT
  • A
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    quality
    C
    maintenance
    Enables AI agents to query S3 data lakes using natural language, with support for CSV, JSON, Parquet and tools for data discovery, analysis, and metadata exploration.
    1
    MIT
  • A
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    Not graded
    quality
    C
    maintenance
    Enables MCP clients to append and create Markdown notes in a Git-backed GitHub repository (Obsidian-friendly), with tools for appending, creating, reading, and listing notes.
    MIT