Skip to main content
Glama
91,300 servers. Updated
20 Best Browser Automation MCP Servers: compared and ranked, September 2026Ranked from 3,330 matching servers on stars, growth, downloads and maintenance. Updated .

Matching MCP tools:

Matching MCP Connectors:

"Using Python to Locate and Retrieve Browser Element Selectors" matching MCP servers:

GET /v1/servers – MCP directory API reference
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI agents to query public China Railway 12306 information via MCP, including station lookup, ticket availability, transfer planning, and train route details. It does not support login, booking, or payment.
    MIT
  • F
    license
    Not graded
    quality
    C
    maintenance
    Enables users to search for hotels by location and maximum price per night, returning hotel options with ratings and estimated total costs.
    -
  • A
    license
    Not graded
    quality
    C
    maintenance
    Lets any MCP-compatible AI agent search live resort inventory, request exact all-in quotes including transfers, and start real hotel bookings that the traveler completes on a hosted Stripe checkout.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Provides geocoding, place search, directions, distance matrix, and elevation data from Google Maps. Enables natural language queries to locate places, get directions, and retrieve map-related information.
    2 npm
    MIT
  • A
    license
    Not graded
    quality
    F
    maintenance
    Enables flight and airport search capabilities through Skyscanner, allowing users to find flight options, compare prices, and locate airports using natural language.
    16
    GPL 3.0
  • F
    license
    A
    quality
    C
    maintenance
    Provides read-only access to live Bay Area transit data, including routes, stops, real-time departures, vehicle positions, and service alerts, for use by large language models.
    6
    -
  • A
    license
    A
    quality
    B
    maintenance
    Google Hotels MCP server via direct RPC — no scraping, no browser automation. Three tools: hotel list search (16 filter slots: stars, price, amenities, brands, free cancellation), per-OTA rate plans and cancellation policies for a single hotel, and parallel top-N enrichment. One-command setup for Claude Code, Codex, and ChatGPT
    3
    225 PyPI
    12
    MIT
  • F
    license
    A
    quality
    D
    maintenance
    Enables querying SNCF train schedules and stations in France using the official Navitia API, with support for flexible date parsing and real-time journey planning.
    3
    1
    -
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI assistants to plan container and truck loads from plain-English shipment descriptions, returning fitted containers, utilization, non-fitting items, and interactive 3D load plans.
    1
    85 npm
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Enables AI agents to search, browse, and book hotels from a database of 2 million properties worldwide. Provides comprehensive hotel search capabilities with location lookup, filtering by amenities, detailed property information, and integrated booking functionality.
    6
    6 npm
    1
    ISC
  • A
    license
    A
    quality
    B
    maintenance
    An MCP server that lets users find nearby shops and POIs around a location and find targets such as gas stations or charging points within a given radius along a driving route, using the Amap (Gaode) Web Service API with built-in API key entry and validation.
    3
    28 npm
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables AI assistants to connect to the AwardMath travel points optimizer, turning wallet balances and travel goals into up to three verified, explainable award-booking plans with exact transfer steps, required points, and fees.
    3
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Provides real-time Seoul city data including population congestion, traffic, parking, transit, bikes, EV chargers, weather, events, commercial, accidents, alerts, and news across 121 locations using Seoul Open Data API.
    3
    28 npm
    3
    MIT