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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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    Enables AI assistants to plan and track McDonald's visits by locating stores, estimating commute calories, recommending nutrition-targeted menu combinations, monitoring orders, running spaced-repetition vocabulary practice during waits, and recording progress in a local dashboard.
    5
    MIT
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    Enables AI agents to subscribe to a deterministic daily ethics feed drawn from a four-module curriculum and retrieve read-only tools, resources, and reflection prompts covering principles, case studies, and codes of conduct.
    10
    MIT
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    Enables Claude Desktop users at the University of Ghana to read their own Sakai courses through safe, read-only tools — checking deadlines, announcements, calendars, assignments, feedback and grades, and extracting text and page images from lecture slides for study, planning and revision.
    16
    1
    MIT
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    Enables querying of a locally pinned snapshot of the Education-to-Workforce Indicator Framework — 99 indicators and 11.8M observations — to browse questions, describe metrics, resolve places, and fetch or rank data across national, state, county, and district levels.
    4
    MIT
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    Enables read-only querying of Korean education public data through 78 tools covering 82 school RSS boards, NEIS meal, calendar, timetable and school information datasets, and university education-condition comparisons and regional statistics. It connects over stateless Streamable HTTP without authentication, returning original provider field keys and attribution.
    1
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    MCP server exposing a university course catalog with tools for searching courses, looking up prerequisites and instructors, and generating prerequisite graphs, plus resources and a prompt template for AI academic advisors.
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    Enables LLMs to search and retrieve exam problems, solutions, and answers from the СДАМ ГИА educational platform across multiple subjects. It supports fuzzy text matching, catalog browsing, and structured data retrieval to assist with academic study and test preparation.
    7
    19 npm
    5
    MIT
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    Enables searching and browsing TU Berlin degree programs and modules from Moses' public Modulverzeichnis, including module details, exam types, and cross-program usage, without requiring login.
    5
    MIT
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    Enables browsing situation groups and reading full-text chapters from a curated library of 403 deep reads, with the model matching situations to entries instead of using keyword search.
    3
    MIT
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    Enables read-only searching and reading of configured Piazza course discussions, including listing courses, browsing recent post summaries, and fetching individual threads.
    6
    3
    MIT
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    Enables AI agents to drive live Hack The Box labs through the real HTB Labs API — spawning, resetting and extending machines, submitting user and root flags with difficulty ratings, browsing challenges, and switching or downloading VPN configurations for the authenticated account. Every call hits the live API rather than cached content, with destructive actions annotated so hosts can gate them behind consent.
    22
    35 npm
    1
    MIT
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    Enables MCP clients to query MIeL (UNLaM) in read-only mode, including listing subjects, browsing and downloading or syncing course contents, and reading forum topics and new activity.
    7
    MIT
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    Enables users to determine the Japanese school stage, grade, and subject range for a given knowledge item or term, and to audit LLM explanations for content exceeding a specified grade limit. It also searches normalized MEXT curriculum-code tables and retrieves prerequisite knowledge for topics.
    6
    MIT
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    Enables agents to read Canvas LMS courses, assignments, submissions, feedback, modules, pages, announcements, discussions, calendars, groups, and files without granting write or submission access. It also supports replayable collection change feeds through JSONL events for automation.
    8
    Apache 2.0
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    Enables AI assistants to access a user's Pusan National University Moodle-based LMS account, browsing courses, materials, notices, assignments, grades, calendars, and Q&A, downloading course files, and performing write actions like submitting assignments after a confirmation preview. It combines the official Moodle Web Service API with authenticated session scraping for the ubboard notice/Q&A boards.
    2
    67
    AGPL 3.0
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    Enables automation of the QingSoft U+ learning platform by patrolling courses, homework and experiments, inspecting objective questions, filling and submitting answers, and handing subjective work back to a human, while also providing a generic browser automation toolset.
    34
    1
    MIT
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    Enables AI assistants to provide free practice questions for CISM, CISSP, CISA, AAISM, and AAIA exams, and with learner sign-in, read-only access to their study progress, results, readiness, and plans.
    1
    MIT
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    Enables AI agents to search for internship and apprenticeship offers in France via the iQuesta platform, with tools for filtering by keywords, region, discipline, and contract type.
    MIT