Skip to main content
Glama
117,029 servers. Updated
20 Best Browser Automation MCP Servers: compared and ranked, November 2026Ranked from 5,034 matching servers on stars, growth, downloads and maintenance. Updated .

Matching MCP tools:

Matching MCP Connectors:

"An MCP for interacting with Google Chrome DevTools and aiding in scraping" matching MCP servers:

GET /v1/servers – MCP directory API reference
  • F
    license
    B
    quality
    C
    maintenance
    Publishes a spending-summary tool alongside an interactive HTML view, letting people click a category in the answer to fetch the individual expense records behind that total. Keeps calculations and their supporting evidence together in a single inspectable flow.
    2
    -
  • A
    license
    A
    quality
    C
    maintenance
    This MCP server enables MCP Apps-compatible hosts to render an interactive React-based UI and invoke a sample tool over streamable HTTP or stdio transports.
    1
    MIT
  • A
    license
    B
    quality
    B
    maintenance
    Enables AI assistants to look up travel times for driving, walking and cycling, turn-by-turn directions, multi-stop route plans, place details with opening hours, and map images, all from Google's map data. It works read-only without an API key, billing or a Google account, and renders routes and places as interactive cards in supporting clients.
    9
    459 PyPI
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    This MCP server provides comprehensive Google Workspace integration (Gmail, Drive, etc.) with multi-user OAuth. Unique features include RAG-powered natural language to Chat card rendering, runtime Jinja2 macro creation, and dynamic tool management.
    7
    103 PyPI
    30
    Apache 2.0
  • A
    license
    B
    quality
    C
    maintenance
    Local server that lets Claude Code and Claude Desktop drive NotebookLM and Google Flow through the user's own logged-in Edge or Chrome session instead of a paid API, covering notebooks, sources, cited answers, Studio outputs (audio/video overviews, slides, reports, mind maps, quizzes) and image/video generation with Veo. It also self-verifies the buttons, menus and internal calls it relies on and reports exactly what the provider changed.
    58
    MIT
  • A
    license
    B
    quality
    B
    maintenance
    Enables users to create, validate, view, and export system stock-and-flow maps from a versioned JSON model through MCP-capable hosts over local stdio or hosted Streamable HTTP. Supports causal-loop and nested-level mapping while keeping submitted model content with the caller and requiring no LLM provider key.
    5
    15 npm
    GPL 3.0
  • A
    license
    A
    quality
    F
    maintenance
    Downloads your entire Search Console dataset into a local SQLite database, then gives your LLM a pre-built SQL query library for every standard SEO analysis type, with context available for your LLM to perform any SQL query to answer your questions and analyse for you.
    12
    15 npm
    16
    Apache 2.0
  • A
    license
    A
    quality
    B
    maintenance
    Enables LLMs to drive Blender through socket-based two-way communication, letting them create and modify 3D objects, apply materials, run Blender Python, and fetch or generate assets while visually verifying results. Supports prompt-assisted 3D modeling, scene creation, and manipulation.
    9
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Gemini MCP with image, video, svg, landing page generation and search. Grounded search, deep research, image generation... Having them as tools inside Claude beats switching between browser tabs.
    13
    5,335 npm
    34
    Apache 2.0
  • A
    license
    A
    quality
    B
    maintenance
    Enables an assistant to find and view photos in one Google Photos library using Google Photos' own search and image views, with no write access.
    17
    570 PyPI
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Google Ads, Reddit Ads, GA4, Tag Manager, Search Console and Merchant Center in your AI client. Read reports and make changes with a preview, a dry run validated by Google, and budget and bid caps before anything goes live. Self-host (MIT, pip install adloop) or connect AdLoop Cloud at https://mcp.getadloop.com/mcp.
    153
    1,398 PyPI
    292
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    MCP server that lets agents create, display, and export rich UI widgets (cards, dashboards, charts, forms) inline in conversations, with interactive iframe support in MCP Apps hosts and PNG image fallback for other clients.
    4
    3
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    An MCP server that lets Claude or ChatGPT read, create, and edit mind maps stored in a GitHub repository, with support for local and HTTP transport.
    8
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Runs entirely locally to provide calm, animated breathing sessions that open in a browser or as an artifact, with tools for matched or custom sessions, pattern listings, and a breathing-break prompt, while collecting no data.
    3
    143 npm
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Enables an AI assistant to search a Hong Kong online mall for a whole shopping list, compare prices and unit prices, show product cards with photos, read order history, and set quantities in the user's real basket. It never places, pays for or changes an order, so checkout stays with the user.
    10
    2,303 PyPI
    1
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    An MCP server that integrates with SerpApi to retrieve search results from multiple search engines including Google, Bing, Yahoo, and others, enabling fast access to both live and archived search data.
    4
    183
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Serves Claude Desktop a unified, actionable read of Google Calendar and Google Tasks, surfacing overdue items first, then the day's events, free slots, and open tasks, with explicit-request-only write tools for creating, updating, completing, and deleting. Google stays the sole source of truth with no server-side storage beyond the OAuth token and a 30-second read cache.
    13
    Apache 2.0
  • A
    license
    A
    quality
    B
    maintenance
    Connects AI assistants to web page content and Google search results, enabling them to retrieve HTML, Markdown, or screenshots from a URL, run Google queries, and check account plan and token usage. It supports hosted OAuth sign-in as well as local and self-hosted deployments with an API key.
    3
    396 npm
    1
    MIT
  • A
    license
    B
    quality
    C
    maintenance
    Provides weather data from Open-Meteo with location search, current conditions, and forecasts, and can render an interactive dashboard directly in MCP hosts.
    3
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    An MCP server that provides a toolbox for interacting with EPA SWMM stormwater models, enabling users to analyze model data and interpret results through LLM-driven tools. It assists stormwater modelers in understanding hydraulic systems and modeling behavior using natural language interfaces.
    18
    8
    MIT
  • A
    license
    C
    quality
    B
    maintenance
    Enables interacting with Bluesky/AT Protocol through MCP tools for posting, replying, media, timelines, and a human-approved outbox system.
    4
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Enables real-time domain registration lookups via RDAP, including availability, expiration, and registrar details, with no API key required. Supports natural language queries like 'is example.com available?' or 'when does example.com expire?'.
    1
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI assistants to bulk-check hundreds of brainstormed domain names in a single call, reporting which are available, taken, or reserved along with buy links and prices from multiple registrars. It runs locally via DNS, RDAP, and WHOIS lookups, with optional registrar API keys for confirming availability and premium pricing.
    4
    1
    100 npm
    3
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    MCP server for creating and editing diagrams using draw.io. Allows generating diagrams from Mermaid or XML, searching shapes, and opening them in draw.io for export.
    2
    0
    Apache 2.0
  • F
    license
    A
    quality
    F
    maintenance
    Enables users to draw GIS geometry on an interactive map and get clean, validated GeoJSON to hand off to other GIS MCP servers such as FEMA flood screening and USGS hydrography.
    3
    -
  • A
    license
    A
    quality
    B
    maintenance
    Embeds live, interactive Tableau dashboards in ChatGPT, pushing mark selections to the model so questions about specific data points are answered with live queried numbers.
    1
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Gives Claude read-only access to your ESPN fantasy football team, including roster, weekly matchup, free agents, and player profiles.
    13
    GPL 2.0