Skip to main content
Glama
116,211 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:

"A server for monitoring browser console, network, and app logs" matching MCP servers:

GET /v1/servers – MCP directory API reference
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables AI agents and MCP clients to connect to a live Esri ArcGIS Utility Network through the UtilityNetworkServer REST API, supporting trace, subnetwork, dirty-area, and association operations.
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Enables interaction with Google Maps through a dedicated browser session, supporting searches, directions, map views, and Street View without requiring the Google Maps Platform API.
    24
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables interactive kepler.gl maps to render inside MCP host chats and lets agents control them through map tools such as loading data, adding layers, and switching basemaps.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    An MCP server that provides current weather, hourly and 7-day forecasts, and air quality data for any city or zip code, with an interactive React UI and support for both stdio and HTTP transports.
    MIT
  • F
    license
    B
    quality
    C
    maintenance
    Provides read-only query tools over OpenStreetMap data in PostGIS, enabling natural language queries for features, categories, and spatial analysis.
    7
    -
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI agents to create, list, update, share, and delete permanent 9-digit Anwani address codes through browser-based Google OAuth, using real map coordinates for address creation.
    134 npm
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables discovery and querying of UK public data for infrastructure, geology, and preliminary ground investigations, including boreholes, environmental monitoring, planning, mapping, and traffic, plus cited desk studies and ground-investigation gap planning.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    An MCP app that displays interactive Paris real estate price statistics per arrondissement inside Claude, with map, comparison, and address search.
    3
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    Enables users to search for locations, businesses, and points of interest on an interactive OpenStreetMap map within ChatGPT conversations.
    -
  • A
    license
    A
    quality
    A
    maintenance
    Enables users to check Google organic, map pack, and local finder positions for keywords across specified locations, returning per keyword/location rows with ratings, competitors, and rank changes. It runs searches from each location via Apify and can track history with a state key.
    1
    70 npm
    MIT
  • F
    license
    A
    quality
    C
    maintenance
    Enables AI assistants to retrieve current weather conditions and forecasts for specified locations by geocoding places and pulling data from Open-Meteo, with optional natural-language summaries via Groq.
    1
    -
  • A
    license
    A
    quality
    C
    maintenance
    Bike, e-bike, kick scooter, motorcycle, wheelchair and walking routes across Europe, with up to three variants (safe, balanced, fast) and safety indicators such as cycle lane, main road and unpaved shares.
    1
    76 npm
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Search for local businesses worldwide. Structured data optimized for AI agents. • Search Millions of businesses over 49 countries (Europe, Northamerica, Southamerica, Asia, Oceania) • Quality & demand scoring for every business • Ranking based on real user click-through data • No API key needed, free access • Rate limit: 500 requests/hour per IP
    6
    1
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    A self-contained MCP server that gives AI agents the ability to calculate high-precision astronomical data. It provides tropical zodiac coordinates, planetary speeds, retrograde detection, and house cusps using the trusted Swiss Ephemeris engine. 100%
    4
    AGPL 3.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables a local Grok Bot to talk to the unofficial MySubaru API over stdio, supporting vehicle status, locate, tire pressure, fuel, odometer, climate presets, and explicit lock/unlock/remote start actions without exposing secrets.
    1
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    Provides real-time access to Israeli emergency alerts from the official Pikud Haoref (Home Front Command) API. Enables AI assistants to check current alerts, retrieve alert history with intelligent city filtering, and monitor emergency notifications including rocket alerts, aerial intrusions, and earthquakes.
    5
    -
  • F
    license
    Not graded
    quality
    Not graded
    maintenance
    Search for local businesses worldwide. Structured data optimized for AI agents. • Search Millions of businesses over 49 countries (Europe, Northamerica, Southamerica, Asia, Oceania) • Quality & demand scoring for every business • Ranking based on real user click-through data • No API key needed, free access • Rate limit: 500 requests/hour per IP
    -
  • A
    license
    A
    quality
    A
    maintenance
    A Model Context Protocol server that provides LLM Agents with a comprehensive toolset for IP geolocation, network diagnostics, system monitoring, cryptographic operations, and QR code generation.
    5
    243 npm
    19
    Apache 2.0