Skip to main content
Glama
116,717 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 tool for finding errors in the console or browser during frontend development" matching MCP servers:

GET /v1/servers – MCP directory API reference
  • F
    license
    Not graded
    quality
    D
    maintenance
    A lightweight multi-provider MCP testing fixture with two providers (eva_air and uk_railway), each exposing 5 tools using in-memory fake data, designed for verifying MCP client tool discovery, tool calls, and multi-provider routing.
    -
  • 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
    10 npm
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    Enables AI agents to search real-time flight information by departure and arrival airport IATA codes, returning airline, flight number, times, and status via the AviationStack API.
    -
  • A
    license
    A
    quality
    B
    maintenance
    Enables agents to answer whether it's a good day to go up, hike, or take the cable car, and to rank the best day in the seven-day forecast using live weather, summit conditions, cable car status, and hours. It adds freshness warnings, out-of-forecast handling, clear errors, and an eval suite for validating agent tool use.
    2
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    Enables searching tours on eto.travel using browser automation via Playwright. Supports finding a single tour or a categorized selection (budget, optimal, premium) based on filters like destination, departure city, nights, and month.
    3
    -
  • A
    license
    A
    quality
    B
    maintenance
    A locally runnable stdio MCP server for Fortrip hotel search, live room rates, hotel details, trip planning and booking payment links. Uses a Fortrip CLI token or saved CLI login; payments are completed by the user on Fortrip and Stripe.
    2
    5
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Live USPS, UPS, FedEx and DHL Express parcel rates from a US origin, domestic or to Canada, the UK, Germany and Australia, from a plain-words item description: no scale, no account, no API key. Also creates checkout links, reports checkout status, tracks parcels bought on smklog.com and serves a monthly US parcel price index.
    5
    1
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    The world railway atlas as read-only MCP tools: search 744+ legendary train routes (high-speed, classic, night, scenic) and get per-route facts, rankings and journey times. Runs from the repo's open dataset (CC BY 4.0); a free hosted endpoint is also live at https://trainrouter.com/mcp.
    7
    5
    MIT
  • 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
    Stockholm public transport (SL) for AI assistants: live departures with platforms and delays, trip planning to stops or street addresses with exits, crowding and walks, and disruptions. No API key. Also hosted at https://sl-mcp.miltonlindblad.workers.dev/mcp
    4
    4
    MIT
  • A
    license
    A
    quality
    D
    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
    145 PyPI
    14
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Search VeryChic hotel deals from any MCP client; browse flash-sale offers, filter by destination or price, and read availability and prices by date. Read-only, anonymous, no account needed.
    2
    43 PyPI
    1
    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
    C
    maintenance
    MCP server for Chelaile realtime public transit data in China, including bus and metro arrivals, vehicle positions, nearby stops, timetables, and route planning. It runs locally over stdio with no login or account configuration required.
    15
    7,220 npm
    34
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Vacation rental software. A signed stay offer on the host’s own domain. Use this when a vacation rental host wants booking software on the host’s own domain, or when a stay offer must be verified against that domain. Returns an Ed25519-signed offer (VRP) and the host’s direct booking URL. The guest books and pays the host. Do not use to compare hosts or prices.
    6
    438 npm
    4
    Apache 2.0
  • F
    license
    A
    quality
    B
    maintenance
    Enables AI assistants to search hotel rooms by number of nights within a flexible date range, returning real prices and the cheapest deals with booking links. It also supports city resolution, hotel listing, and offer details for external booking completion.
    4
    -