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115,218 servers. Updated
20 Best Browser Automation MCP Servers: compared and ranked, November 2026Ranked from 5,034 matching servers on stars, growth, downloads and maintenance. Updated .

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    Publishes what an AI made — a page, a markdown or PDF doc, or a whole site — to a live HTTPS link. Runs locally over stdio from the @drop2run/mcp npm package, or hosted at https://mcp.dropto.run/mcp for chats that connect by URL.
    20
    3
    MIT
  • A
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    Not graded
    quality
    A
    maintenance
    Enables secure, read-only querying of Google BigQuery datasets through a stateless MCP server with OAuth 2.1 authorization, designed for integration with Atlassian Rovo.
    MIT
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    Not graded
    quality
    D
    maintenance
    An MCP server that gives an AI agent controlled access to a Selectel cloud account: OpenStack cloud servers, S3 object storage, and account billing.
    1
    MIT
  • A
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    maintenance
    Enables AI agents to inspect and configure Chrome Enterprise Premium environments, including DLP rules, content detectors, connector policies, browser telemetry, and license management.
    27
    33 npm
    Apache 2.0
  • A
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    A Model Context Protocol server that exposes Firebase Firestore and Authentication to AI agents, supporting multi-project configurations and read operations.
    5
    222 npm
    MIT
  • A
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    A
    quality
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    maintenance
    A protocol server that enables interaction with self-hosted Supabase instances directly from development environments, allowing database introspection, management of migrations, auth users, and storage through MCP clients like IDE extensions.
    21
    138
    MIT
  • A
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    Enables an agent to guide secure onboarding, provision required Cloud.ru resources through APIs, stage and import sales CSV data into ClickHouse, and publish and verify revenue and contribution-margin dashboards in Managed BI with cost approval.
    MIT
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    A
    maintenance
    A free, open-source (MIT) secret broker for AI agents: agents reference secrets by name and Portunus injects the value only at the execution boundary (env var, file or exec argv), never into the model's context. Ships as a stdio MCP server and CLI with local-encrypted, GCP Secret Manager and read-only Chrome saved-login backends.
    2
    MIT
  • A
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    C
    maintenance
    Enables creating AWS cost estimates through natural language, generating shareable calculator.aws links, and retrieving actual calculated costs via headless Chrome, without requiring AWS credentials.
    161 npm
    8
    MIT
  • A
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    maintenance
    A basic example of developing and running serverless Model Context Protocol (MCP) using Netlify Functions, demonstrating how to deploy and access MCP functionality through customized URLs.
    ISC
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    Enables read-only access to Autobase Console projects, clusters, environments, operations, PostgreSQL versions, and extensions through configurable MCP tools. Supports paginated listing and filtering, with limited redacted operation logs and no write or arbitrary execution tools.
    MIT
  • F
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    maintenance
    MCP server enabling AI assistants to manage Microsoft Advertising (Bing Ads) campaigns, including campaigns, ad groups, keywords, and ad extensions via a clean set of tools.
    -
  • F
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    Not graded
    quality
    D
    maintenance
    A guide to deploy a remote MCP server on Render.com and connect it to Anthropic and OpenAI agents, enabling cloud-hosted tool access for AI models.
    18
    -
  • A
    license
    A
    quality
    A
    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
    14 npm
    Apache 2.0
  • A
    license
    A
    quality
    B
    maintenance
    MCP server providing deterministic cost anomaly detection for cloud billing and auditable architecture risk scoring, enabling AI agents to identify waste and risk with explainable rules.
    2
    MIT
  • 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
    74 npm
    MIT
  • A
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    A
    quality
    C
    maintenance
    Provides secure, read-only access to Snowflake data warehouses, enabling AI assistants to explore schemas, write queries, and analyze data with SSO authentication and smart caching.
    6
    45 npm
    5
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    A code-mode MCP server for the Unraid 7.2+ GraphQL API that exposes search and execute tools, allowing LLM agents to introspect and call any GraphQL field via sandboxed JavaScript.
    2
    1
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Enables MCP-compatible AI clients to retrieve FinOps-aligned knowledge and runbooks on demand, covering cloud cost optimization across AWS, Azure, GCP, and OCI, AI inference economics, Kubernetes, data platforms, allocation, chargeback, anomaly management, and waste detection.
    7
    66
    CC BY-SA 4.0