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120,411 servers. Updated
20 Best Browser Automation MCP Servers: compared and ranked, November 2026Ranked from 5,247 matching servers on stars, growth, downloads and maintenance. Updated .

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"Automating Browser Operations with Scripting or Tools" matching MCP servers:

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  • A
    license
    Not graded
    quality
    D
    maintenance
    A Model Context Protocol server that provides AI assistants access to AWS CloudWatch Logs, enabling browsing, searching, summarizing, and correlating logs across multiple AWS services.
    170
    Apache 2.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables parallel Claude Code sessions to drive an isolated headless Chromium browser running in Docker on an on-demand, idle-stopping AWS EC2 instance reached over an SSH tunnel, with automatic fallback to local headless Chromium when the tunnel is unavailable.
    28 npm
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI agents to query multi-cloud costs, inventory, waste, and commitments across AWS, GCP, Cloudflare, and OVH through read-only MCP tools.
    Apache 2.0
  • F
    license
    Not graded
    quality
    C
    maintenance
    Enables read-only queries against a GCP PostgreSQL database, exposing tools to fetch recent users, user details by ID, and recent user activities without returning password or hash columns.
    -
  • A
    license
    B
    quality
    D
    maintenance
    An MCP server for managing and monitoring Docker, Docker Compose, and Kubernetes environments alongside Azure Application Insights. It enables advanced log filtering, container lifecycle management, and querying of cloud application traces and metrics.
    7
    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
    -
  • A
    license
    Not graded
    quality
    C
    maintenance
    A governed MCP server enabling LLM agents to query BigQuery, inspect GCS, trigger Airflow DAGs, and run data-quality checks with built-in security guardrails like allow-lists, cost ceilings, and audit trails.
    1
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Provides a Streamable HTTP MCP proxy for VS Code Copilot and Claude Code, using JWT client assertion to securely access NetSuite APIs.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables AI assistants to manage Coolify infrastructure including servers, applications, databases, deployments, and 80+ one-click services through 98 comprehensive tools for both cloud and self-hosted instances.
    MIT
  • F
    license
    Not graded
    quality
    C
    maintenance
    An MCP server starter for ticket ordering, offering a timeslots resource and an order_tickets tool via Streamable HTTP, deployable to AWS Lambda.
    -
  • A
    license
    B
    quality
    D
    maintenance
    A set of tools for working with Omilia Cloud Platform that helps manage miniapps, orchestrator apps, and dialog logs through an MCP server.
    10
    5
    MIT
  • F
    license
    B
    quality
    B
    maintenance
    A read-only MCP server that lets an AI assistant inspect a single AWS lab instance's EC2 health, recent system/nginx errors from CloudWatch, and nginx service status via SSM, with strict allowlisting and no generic shell access.
    5
    -
  • A
    license
    Not graded
    quality
    D
    maintenance
    A monorepo of MCP toolkits for Cloudflare Workers, providing over 630 tools across SaaS providers and AWS, with composite tools for security, incident response, billing, and cloud cost optimization.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    A quickstart template for building and deploying secure, remote MCP servers to the cloud using Azure Functions and Node.js/TypeScript. It features integrated blob storage for snippet management and supports advanced security options like OAuth and VNET isolation.
    MIT
  • F
    license
    Not graded
    quality
    A
    maintenance
    Enables building and deploying custom tool, resource, prompt, and interactive weather app endpoints on serverless infrastructure, with local debugging, built-in authentication, API Management security, and network isolation.
    -
  • F
    license
    Not graded
    quality
    Not graded
    maintenance
    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.
    -
  • F
    license
    Not graded
    quality
    D
    maintenance
    Enables AI models to invoke SpinQ's quantum computing hardware resources by creating and submitting quantum circuits (QASM) to the SpinQ cloud platform for execution and results retrieval.
    1
    -
  • F
    license
    Not graded
    quality
    A
    maintenance
    Enables developers to build, run locally with debugging, and deploy to the cloud custom remote MCP endpoints hosted on Azure Functions, with built-in Microsoft Entra authentication. Sample projects demonstrate snippet CRUD and QR code tools, resource templates, prompt workflows, and an interactive weather demo UI.
    -
  • F
    license
    Not graded
    quality
    A
    maintenance
    Publishes sample Python implementations that expose tools such as snippet CRUD, QR code generation and batch operations, resources, and prompts like code review checklists and doc generation, plus an interactive weather app, to MCP clients. These can be run locally with debugging or deployed to Azure with built-in Microsoft Entra authentication.
    -
  • A
    license
    A
    quality
    C
    maintenance
    Enables AI agents to discover accessible quantum instances and backends, simulate circuits locally, preview transpiled circuits, submit Sampler or Estimator jobs, and inspect or cancel runtime jobs via typed MCP tools.
    10
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Governed AI-ops MCP server for Nutanix Prism Central v4 REST API, offering 47 read/write tools for clusters, VMs, storage, network, catalog, data protection, alerts, and LCM upgrades with built-in audit, budget, and risk-tier governance.
    51
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    Enables Claude to interact with core AWS services like S3, EC2, RDS, and CloudWatch, along with a generic SDK wrapper for any AWS operation. It also supports cost monitoring and optional vector store capabilities for document ingestion and search.
    10
    3
    -