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82,780 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
    Not graded
    quality
    C
    maintenance
    Enables AI assistants to interact with Databricks workspaces, running SQL queries, managing jobs, and exploring schemas via the Model Context Protocol.
    1
    GPL 3.0
  • A
    license
    C
    quality
    D
    maintenance
    Enables interaction with Google Cloud services including billing cost analysis, log querying, and metrics monitoring through natural language commands. Provides comprehensive tools for managing GCP resources, analyzing costs, detecting anomalies, and retrieving operational insights.
    40
    1
    Apache 2.0
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables automated review and analysis of network security controls (AWS Security Groups, Network ACLs) using natural language queries. Supports NSC configuration reviews, network segmentation testing, and identifying security gaps through conversational LLM interaction.
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Provides cryptographically signed, tamper-evident compute usage receipts via a Model Context Protocol server, exposing tools to record usage, verify receipts, list the ledger, and verify ledger integrity without requiring any account, API key, or single cloud provider.
    4
    17
    Apache 2.0
  • A
    license
    A
    quality
    B
    maintenance
    Read-only MCP server for XServer API, enabling Claude to check server status like disk usage, domains, mail, and cron via natural language.
    5
    544
    MIT
  • F
    license
    A
    quality
    C
    maintenance
    Enables MCP clients to query AWS Billing and Cost Management data via local AWS CLI, including cost usage, forecasts, anomalies, budgets, and commitment utilization for analysis.
    7
    1
    -
  • A
    license
    A
    quality
    A
    maintenance
    Exposes Microsoft 365 privacy/compliance audit checks as MCP tools, enabling natural language queries about tenant configuration, orphaned documents, Conditional Access policies, DLP policies, and Copilot usage.
    5
    MIT
  • A
    license
    B
    quality
    C
    maintenance
    Integrates Ploi.io API functionality into AI assistants for managing servers, sites, and databases through natural language. It enables features like one-command deployments, project linking, server log retrieval, and database backup management.
    46
    22
    3
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    Enables management of DynamoDB resources through the Model Context Protocol, supporting table and index creation, capacity management, and data operations without delete functionality to prevent accidental data loss.
    12
    17
    MIT
  • A
    license
    B
    quality
    C
    maintenance
    An MCP server for unified cost tracking and analysis across AWS, OpenAI, and Anthropic. It enables users to query expenditures, compare costs across providers, and analyze usage trends through natural language.
    10
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    Exposes Cloudflare DNS, security, redirects and zone-settings functionality as structured tools that AI assistants like Claude Desktop can invoke directly.
    18
    48
    MIT