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120,968 servers. Updated
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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    A
    quality
    C
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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
  • F
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    quality
    D
    maintenance
    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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  • A
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    Perfume database API with verified notes: 1,500+ perfumes, 160+ houses, 400+ raw materials in a fragrance ingredients database. 12 tools over MCP and REST, OpenAPI spec, free and keyless, answers in 10 languages. Look up a note or raw material and get the perfumes that use it, or a perfume and get its full top, heart and base pyramid. Built by Scento.
    12
    MIT
  • A
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    A
    quality
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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
    43 npm
    9
    MIT
  • A
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    maintenance
    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
    150 npm
    2
    MIT
  • A
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    quality
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    Enables an assistant to search and read AnkiWeb's shared-deck catalogue, download decks as .apkg files or Markdown, list the decks synced to your account, and publish a deck after a confirmed preview, all through your own AnkiWeb session. It can reuse a signed-in session from a local Chromium browser or open a login window, keeping credentials out of the server.
    11
    365 npm
    MIT
  • A
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    A
    quality
    B
    maintenance
    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
    93 npm
    1
    MIT
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    Enables importing grades from an Excel or CSV file into Navarra's Educa portal by driving a local browser to match student names and fill in the gradebook, showing a preview and writing values on screen before saving only after explicit confirmation, while never closing, signing, or publishing an evaluation.
    14
    1
    MIT
  • A
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    Enables casting I Ching hexagrams with the traditional three-coin method and retrieving James Legge's public-domain translation of judgments, images, and line texts, returning auditable cast records with changing and transformed hexagrams while leaving interpretation to the host model. It also exposes hexagram and trigram resources plus reflection prompts for use in study, creative thinking, and decision exploration.
    4
    MIT
  • A
    license
    A
    quality
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    maintenance
    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
    1
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    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
    9 npm
    1
    MIT
  • A
    license
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    quality
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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
    1
    MIT
  • A
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    A
    quality
    B
    maintenance
    Connects a personal KodeKloud learning account to AI assistants such as Claude Desktop, Claude Code, Cursor, and ChatGPT, letting users review course progress and syllabi, inspect running hands-on labs, check certification exam readiness for CKA/CKAD/CKS/Terraform, track KodeKloud Engineer tasks, and generate weekly study plans through natural language. It runs read-only by default over stdio or remote SSE/streamable-HTTP transport, with session credentials auto-detected from a browser cookie or bearer token and redacted from all logs.
    9
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables agents to automate icourse163 course workflows, including browser-based login, inspecting course structure, completing task points, submitting quizzes with simulated timing, replying to discussions, and verifying progress.
    13
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Gives AI assistants direct, on-demand access to McGill's public Visual Schedule Builder timetable data, letting them search course offerings, fetch sections and meeting times, check conflicts, and generate ranked schedule combinations without a login, API key, or browser session. Queries and schedule calculations run locally on structured results, with a short-lived cache for repeated requests.
    4
    23 npm
    2
    MIT
  • A
    license
    A
    quality
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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 an MCP client to turn a sentence and optional feedback into a timed, repeatable rehearsal plan with four concrete steps and a blank comparison log, without audio processing, scoring, network calls, or API keys.
    1
    MIT
  • A
    license
    A
    quality
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    maintenance
    Enables users to authenticate with their own eCampus account and use AI to sync, search, download, read, render, and cache course materials, including PDF, PPTX, DOCX, HWPX, and text files, plus query and export imported schedules. It is an unofficial, locally installed MCP server that does not include automatic school schedule synchronization.
    23
    MIT
  • A
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    maintenance
    An MCP server for Perigee, the open-source 3D viewer of the artificial objects orbiting the Earth, the Moon and Mars and of the spacecraft crossing the solar system. It lets an AI assistant (a teaching assistant, for example) answer questions such as “how far is Mars from the Earth on 1 December 2026?”, “where is the ISS now?” or “what is Lucy's mission?”, and hand the student a live 3D view, with
    19
    1 npm
    4
    MIT
  • A
    license
    A
    quality
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    maintenance
    Enables AI agents to authenticate through ENT/CAS and browse courses, read and submit assignments, download course files, check grades and deadlines, manage quizzes, and interact with Moodle pages via Markdown or a headless browser.
    19
    MIT