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117,102 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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  • F
    license
    Not graded
    quality
    B
    maintenance
    Enables programmatic headless browser automation for creating sessions, interacting with pages, browsing, and extracting rendered content, with built-in anti-bot and protected-page support.
    -
  • A
    license
    A
    quality
    A
    maintenance
    Enables AI assistants to inspect and fill fillable PDF forms by exact field name, then render and OCR the resulting page to confirm every value is actually visible, returning verdicts of VISIBLE, INVISIBLE, RENDER-ONLY, or MISSING.
    4
    45 PyPI
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables MCP clients like WorkBuddy to inspect, edit, and publish Tencent Docs native collection forms, supporting question types such as short answer, single choice, multiple choice, and dropdown selections. It verifies drafts after writing and checks published versions without login cookies.
    4
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    A secure, containerized MCP server that enables AI assistants to manage Terraform infrastructure using integrated Language Server Protocol (LSP) tools. It facilitates safe operations like initialization, validation, and planning while providing context-aware code completion and documentation.
    10
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    Exposes Playwright browser automation as MCP tools, enabling AI assistants to control a real browser tab-by-tab for form filling, navigation, and more, while preserving the user's active session.
    -
  • A
    license
    A
    quality
    D
    maintenance
    An MCP server for auditing automation health, finding failures, stale logs, and non-functional endpoints that report success while quietly failing.
    7
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Enables AI agents to operate the Unreal Editor via MCP: reading, creating, and editing blueprints at the node level, authoring materials and UMG widgets, auditing projects, and verifying runtime behavior in PIE with read-back checks.
    34
    1
    Apache 2.0
  • F
    license
    B
    quality
    C
    maintenance
    Enables AI assistants to evaluate business processes for automation by collecting discovery answers, calculating labor costs, scoring automation potential, and saving completed audits to a local SQLite database.
    8
    -
  • A
    license
    B
    quality
    F
    maintenance
    Exposes the Home Assistant Automation API integration as MCP tools so an AI agent can manage automations, helpers and template entities, Lovelace dashboards, entity/device/config-entry registries, recorder history, and native entity state and service calls without hand-editing YAML.
    58
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables secure, deny-by-default automation of Windows windows with per-action permissions, allowing observation, clicking, typing, and dragging on approved applications while verifying target identity and focus at runtime.
    Apache 2.0
  • A
    license
    Not graded
    quality
    F
    maintenance
    MCP server for operating Feishu Docs, folders, and attachments, and sending notifications via custom bot webhooks. Enables AI assistants to automate document workflows in Feishu.
    1
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Lets an LLM like Claude inspect and control an automation job queue — list jobs, check status, trigger new runs, retry failures, and pull queue-wide stats through natural language.
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Educational tools agent by Birkan Yavuz — an A2A + MCP server for classroom tools, with creator attribution in every result. It offers a catalog of 24 real classroom activities, including math visualizers and reading and sight-word tools.
    5
    CC BY-4.0
  • A
    license
    A
    quality
    D
    maintenance
    Agent-native browser control MCP server that enables AI agents to browse and interact with web pages via accessibility tree snapshots and ref ID-based commands.
    15
    2
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Provides five safe tools (calc, search, model_drift, compare_runs, grade_answer) for arithmetic, keyword search, model drift monitoring, eval comparison, and answer grading against sources, all implemented directly from the MCP spec with zero dependencies.
    5
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables a coding agent to read web pages through the user's own real, logged-in Chrome profile instead of a server-side fetcher, so pages behind logins, SSO, or bot checks load successfully. Exposes tools to extract readable text from the active tab and to open a URL in a background tab with real cookies, read it, then close it.
    2
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables connecting to Shopify and Meta Ads through MCP tools to retrieve orders, revenue, COGS, and ad-performance metrics, and to generate a combined daily P&L and ad-performance spreadsheet.
    2
    MIT