Skip to main content
Glama
116,442 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 free research browser tool using Exa for local hosting with no limitations" matching MCP servers:

GET /v1/servers – MCP directory API reference
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables access to MET Norway weather data including global forecasts, Nordic nowcast, sunrise/sunset times, air quality, and ocean forecasts via natural language queries.
    476 npm
    MIT
  • F
    license
    A
    quality
    A
    maintenance
    Enables natural-language spatial analysis of transmission lines and wildlife/public access lands using Claude, MCP, and DuckDB. Users can ask questions about intersections, distances, buffers, and other GIS operations without writing SQL.
    7
    -
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables MCP-capable assistants to control an open ArcGIS Pro project locally over TCP 127.0.0.1, with 68 commands and 167 tools for layers, editing, symbology, layouts, geoprocessing, and arcpy execution.
    2
    MIT
  • F
    license
    Not graded
    quality
    B
    maintenance
    This MCP server provides accessibility risk assessment for Seoul subway trips, considering wheelchair, stroller, and other mobility constraints. It offers tools to check station facilities, elevator status, and calculates risk scores for routes based on a deterministic engine.
    -
  • 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
    B
    quality
    D
    maintenance
    Enables to query real-time weather information for any city worldwide by automatically geocoding city names and retrieving temperature, precipitation, and other data via Open-Meteo APIs, seamlessly integrated with Claude Desktop.
    1
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    Connects to Kakao Local API and Kakao Maps, enabling access to location-based services and map functionality in Korea.
    4
    MIT
  • A
    license
    C
    quality
    C
    maintenance
    Enables AI assistants and MCP clients to search Pyaterochka stores, browse categories, find products with filters for price, brand, and promotions, and retrieve product details, store hours, and promotion conditions through the exposed MCP tools.
    12
    10
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables searching Google Local for businesses by keyword and location, returning details like name, address, phone, hours, ratings, and more. Useful for lead generation, local SEO, and market analysis.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI agents to submit a business website URL and retrieve source-cited JSON details such as contact information, address, opening hours, social links, and open/closed status, with per-field provenance and confidence.
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables MCP clients to find local businesses that appear on Google Maps but lack a website, filter by city and niche, and export matching leads to CSV via Google Places API (New).
    MIT
  • F
    license
    Not graded
    quality
    B
    maintenance
    Local MCP server that exposes fleet telemetry queries as tools for language models, enabling natural language questions about vehicle positions, trips, and alerts. Runs on the operator's machine and returns aggregated results from a SQLite database.
    -
  • F
    license
    Not graded
    quality
    D
    maintenance
    An India-focused MCP server that provides real-time weather conditions, forecasts, air quality data, and location search capabilities using the OpenWeatherMap API.
    -
  • A
    license
    A
    quality
    A
    maintenance
    Enables assembling local business prospect lists from Google Maps searches by category and place, returning one row per business with website, phone, address, coordinates, categories, rating, review count, and weekly hours. Supports filters for minimum rating, review count, website, and phone, plus URL and category-plus-location queries, deduplication across searches, and Clay-ready output via Apify.
    1
    71 npm
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    MCP server for discovering French local natural, technological, and industrial risks at commune level using Géorisques, administrative references, and open risk datasets. It provides tools to query risk sources, datasets, and commune briefs.
    12
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    Enables access to Google Maps business data including search, reviews, photos, and geocoding. Supports searching businesses by location, area, or coordinates, retrieving detailed business information, reviews, and performing reverse geocoding operations.
    13
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables read-only search and lookup of US youth sports clubs and local sports stores, including registration windows, fees, tryouts, contacts, addresses, and brands, plus link generation for claiming or correcting listings.
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    Cloudflare Worker that deploys an MCP server providing a single tool to return a user's timezone based on their IP address.
    -
  • A
    license
    A
    quality
    B
    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
    62 npm
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Enables discovery and scoring of independent local businesses by inverting algorithmic rankings that favor chains, using Google Places API with an opinionated independence-scoring engine.
    5
    Apache 2.0
  • A
    license
    A
    quality
    C
    maintenance
    Enables AI tools to open the macOS Maps app and search for places or addresses through a single MCP tool, without requiring a Maps API key.
    1
    227 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
  • F
    license
    B
    quality
    D
    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
    A
    maintenance
    Enables AI assistants to ask what aircraft are flying near a location, track a specific flight's live position, route, aircraft details and photo, and surface emergency-squawking or military aircraft. It exposes four tools (flights_near, track_flight, emergencies, military_aircraft) backed by merged volunteer ADS-B networks and a global snapshot.
    2
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables AI clients to inspect and modify maps and scenes open in a locally running desktop GIS session through natural language, exposing 38 fixed tools for session and layer queries, fields, selection, visibility and renaming, symbology, transparency, camera and elevation, map switching, raster, layout export, whitelisted geoprocessing, and attribute editing. It routes stdio MCP calls through a Windows named pipe to a C# add-in, with no network ports and no arbitrary code execution.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables users to check weather conditions using Open-Meteo's free API with GitHub OAuth authentication and personalized location management. Users can save custom location labels (like 'home' or 'office') and query weather using these convenient shortcuts.
    4 npm
    11
    MIT