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20 Best Browser Automation MCP Servers: compared and ranked, October 2026Ranked from 4,794 matching servers on stars, growth, downloads and maintenance. Updated .

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  • A
    license
    A
    quality
    B
    maintenance
    Enables coding agents to ask what a window shows and receive a concise JSON answer from a local Ollama model instead of ingesting the full accessibility tree, reducing token usage. It is read-only and supports optional session context, health checks, and model release.
    4
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables MCP-capable agents to run TypeSafe's Jev judgment model as typed yes/no, choice, and score tools, with calibrated probabilities, confidence thresholds, escalation for uncertain or non-judgment tasks, and an optional action gate that fails open.
    1
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI coding agents to request a second opinion from a different frontier model via a single tool call, with PII scrubbed before transit, live web search, and support for Claude, ChatGPT, Cursor, and Gemini.
    Apache 2.0
  • A
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    Not graded
    quality
    C
    maintenance
    Enables AI agents to request an independent second opinion from a different frontier model, with PII scrubbing before transit, live web search grounding, caching, and multi-provider failover.
    Apache 2.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    MCP server that translates natural-language questions into SQL, validates every query structurally, and executes approved read-only queries against a SQLite database, returning results and rejections.
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables an LLM to automate a real browser by describing one outcome per step, with page content summarized into compact element lists and a fast Typesafe System One model deciding the target element, action, value, and whether the step is done, blocked, or needs confirmation, while Playwright performs the action. Also supports direct element actions, yes/no and choice questions, relevance-filtered page reading, screenshots, and calling tools that a WebMCP-enabled page registers.
    0
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Lets an MCP client drive a real Playwright browser by describing desired outcomes one step at a time, while a Typesafe System One model picks elements, actions, and values and flags done, blocked, error, or irreversible states. It also exposes snapshotting, reading, checking, screenshots, direct acting, and page-registered WebMCP tools for taking manual control.
    0
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    A browser-automation MCP server that lets a calling LLM state one desired outcome at a time while a separate model decides the element, action, value, and completion status per round, enabling navigation, form filling, verification questions, page reading, and invocation of WebMCP tools a site registers.
    0
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Turns a single image of an object into a textured 3D model (GLB with web-ready copy and six-view previews) on your own NVIDIA GPU, returning the written files and a preview. Runs locally as an MCP tool or, optionally, offloads the job to hosted GPUs with an API key.
    AGPL 3.0