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120,410 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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  • A
    license
    Not graded
    quality
    B
    maintenance
    MCP server that provides read-only business operations tools: list businesses, get status, identify missing inputs, and prepare email drafts/attachment manifests from synthetic evidence, with strict no-send/no-write safeguards.
    Apache 2.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables Claude to perform exact math, date and holiday calculations, CSV/SQLite/PDF and text processing, filesystem and system diagnostics, network requests, and ffmpeg-based media operations through small purpose-built tools.
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables deterministic calculations for AI API and subscription costs, meeting time zones, recurring schedules, and cron next-run previews, returning normalized inputs, units, assumptions, dated sources, and links to results.
    5
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Provides task and project management tools for AI agents, including todo list management, prioritization frameworks like Eisenhower Matrix and RICE scoring, time estimation using PERT, daily standup generation, and sprint burndown calculation.
    5
    45 npm
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    MCP server for accurately reading and writing Excel .xlsx files while preserving structure, styles, and formulas. Provides tools for inspecting, editing, and aggregating spreadsheet data, with optional LibreOffice recalculation.
    29
    54 PyPI
    4
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables browser-based AI services to connect through remote MCP for internal document search, email checking and replies, timecard, sales/project, schedule/task, and operations tasks. It supports multiple AI clients via compatible remote MCP endpoints.
    Apache 2.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables OAuth2-authenticated clients to search and read on-premises Exchange mail, download attachments, manage drafts and confirmed sending, update read flags, move messages, look up directory entries, and access personal calendar events through EWS, with LiteLLM integration.
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    MCP server for document conversion and processing, enabling AI assistants to handle various document formats.
    -
  • F
    license
    Not graded
    quality
    D
    maintenance
    MCP server that provides tools to control a server-owned Pomodoro timer, allowing focus, pause, resume, skip, reset, and stats operations.
    1
    -
  • A
    license
    B
    quality
    B
    maintenance
    Provides a read-only MCP interface to Kaiten, letting an agent retrieve cards, spaces, boards, columns, lanes, discussions, checklists, tags, custom properties, sprints and time-tracking reports with paging, filtering and long-text continuation. It also lists card and comment attachments and downloads selected originals as local files, with hashes and safe unique names, for further agent analysis.
    37
    38 npm
    1
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    MCP server that lets AI assistants browse, search, and read files from a Google Drive folder, supporting local stdio and remote HTTP deployments with tools like list_files, search_files, get_file_info, and read_file.
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    A read-only MCP server that transforms Deputy workforce records into operational workflows, enabling AI assistants to answer questions about coverage gaps, overtime risk, timesheet exceptions, availability conflicts, and staffing summaries.
    5
    67 npm
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI agents to review, validate, and apply APA 7 formatting to Microsoft Word .docx documents, create or edit documents, and format or verify references in Spanish or English.
    10
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables agents to discover and invoke browser-registered tools for PDF preview/export, image text overlay/PNG export, URL packing/decoding, and spreadsheet, document, and slide generation.
    Apache 2.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables language models to control a real visible browser with a full set of 24 tools for navigation, clicking, form filling, screenshots, and reading page structure, while preserving login states and supporting configurable browser policies.
    171 npm
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Turns markdown the agent produced into a link that renders as a typeset, paginated document with tables, Mermaid and math. The document is encoded in the URL, so nothing is uploaded and no account is needed.
    1
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Checks AI-written Japanese business text for double honorifics (二重敬語) and the honorific chains the 「敬語の指針」 guideline deems inappropriate, returning each offending span with its reason and suggested fix, and can rewrite the text with those fixes applied. Runs offline and read-only, so agents get the same deterministic answer on every pass.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables Claude and Gemini to access and manage multiple Google accounts simultaneously across services such as Gmail, Drive, Calendar, YouTube, Sheets, Analytics, AdSense, and Fitness, with create, read, update, and delete operations. It runs locally without external intermediaries to keep account access private.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI agents to query read-only Google Search Console, GA4, Google Ads, and Workspace data through a single MCP endpoint, alongside a matching CLI. Sign-in happens once so the agent never sees Google tokens.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI assistants to read Enterprise WeChat documents hosted on doc.weixin.qq.com using a browser cookie for authentication, converting documents, spreadsheets, smart sheets and mind maps into Markdown. Includes tools to save the cookie locally, verify whether it is still valid, and fetch a document by URL.
    MIT