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113,084 servers. Updated
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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    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.
    4
    CC BY-4.0
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    Enables AI assistants to read a student's own Blackboard (Ultra) data—courses, assignments, grades, announcements, and attachments—through their existing logged-in browser session, read-only and locally.
    10
    36 npm
    8
    MIT
  • A
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    Enables AI assistants to query HSE University's RUZ schedule API: find students, lecturers, groups, and rooms by substring, and retrieve a student's schedule by corporate email or a group's schedule by ID for 1–60 days ahead. Works without login or browser, though only from the HSE campus network or staff VPN.
    3
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    1
    MIT
  • A
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    Enables an AI assistant to browse a signed-in school-communication account's classes, chats and message streams, inspect and adjust notification preferences and delivery devices, and send messages to a chat or class. Write actions require explicit user confirmation, and a read-only GraphQL tool allows arbitrary queries for anything the built-in tools don't cover.
    10
    301 npm
    MIT
  • A
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    Enables MCP clients to teach on a view-only local browser chalkboard by drawing equations, plots, molecules, diagrams, and science illustrations step by step, with snapshots and saved lessons.
    7
    338 npm
    MIT
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    Provides a small educational library MCP server that demonstrates core Model Context Protocol concepts through book search, checkout, resource reading, prompts, and tool annotations, enabling developers to explore MCP mechanics interactively.
    4
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    Enables AI assistants to read a student's own university academic data — class timetables, exam schedules, grades, available terms, and empty classrooms — from Qiangzhi (jsxsd) or Zhengfang V9 systems via a session imported from the browser. All access is strictly read-only, never performing course selection, withdrawal, or evaluations.
    6
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    MIT
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    Enables access to Columbus School for Girls Veracross portal features including directory search for students/parents/staff, calendar events, and Lower School lunch volunteer scheduling through secure browser authentication.
    8
    3 npm
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    MIT
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    Enables AI assistants to read your own SKKU iCampus data, including tasks, assignments, announcements, lectures, attendance, and grades, through read-only MCP tools, with a refresh tool to request a new sync.
    8
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    MIT
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    Lets AI assistants browse a Brightspace-based course platform read-only: list courses, search modules for lecture slides, extract text from PDF/PowerPoint/Word files, and check upcoming deadlines, assignments, and announcements. Runs locally on the user's own machine with their own browser sign-in.
    10
    MIT