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20 Best Browser Automation MCP Servers: compared and ranked, September 2026Ranked from 3,330 matching servers on stars, growth, downloads and maintenance. Updated .

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    Enables querying the Urban Institute's Education Data Portal — harmonized federal data on schools, school districts, and colleges — through a discovery-first set of tools that search and describe datasets, fetch raw records or aggregated statistics, decode coded values, and resolve institution names to IDs, with no API key required and read-only access to the live API.
    6
    MIT
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    A local-first multilingual dictionary, thesaurus, translation, lexical-relations, semantic-neighbour, and English wordplay server for the Model Context Protocol (MCP). It operates fully offline with read-only query access and no data mutation while running.
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    Apache 2.0
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    Read-only MCP server providing Wealthi's AI Coach with scoped access to student progress data from Firestore and Supabase, enabling AI to retrieve student profiles, progress, assessment results, and learning signals without direct database credentials.
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    MCP server over the open index of 1,562 certification exam blueprints across 217 certifying bodies. Search exams, pull full blueprints (domains & weights, passing scores, prerequisites, renewal), and compare certifications. Read-only, public data, no API key.
    4
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    MIT
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    Enables an AI assistant to publish flashcard study sets directly into the Vocabit app and then read back detailed learner results, including weak and untouched cards, so future sets can be tailored to actual performance.
    8
    62 npm
    MIT
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    Enables read-only interaction with CMU Student Information Online data, including student context, schedules, grades, enrollment, account activity, and campus life through MCP tools.
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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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    A read/write MCP server that connects AI assistants to the OpenEMIS school management system, allowing natural-language queries and write operations across 678 resources and 3361 endpoints.
    12
    34 npm
    2
    MIT
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    Provides read-only access to Canvas LMS, enabling users to view active courses, grades, and upcoming assignments through natural language queries.
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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.
    9
    16 npm
    4
    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.
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    MIT