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117,112 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 .

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    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
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    Enables AI assistants to look up verified, sourced dog rules for parks, beaches, trails, campgrounds, hotels and restaurant patios across California and Nevada, including leash and weight restrictions, pet fees and chain policies. It also supports trip planning, hotel matching by dog size and fee budget, highway stop lists, comparisons and change tracking, with each answer citing its official source and the date it was verified.
    15
    2,665 npm
    1
    MIT
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    Real-time marathon & road/trail race runner position forecasting, spectator cheer spot arrival windows, on-course sighting pin pace recalibration, and worldwide GPX/FIT/OpenStreetMap course search.
    MIT
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    Enables spatial analysis of large remote GeoParquet files directly from object storage without downloading or importing data, using DuckDB's predicate and projection pushdown to answer queries efficiently.
    8
    2
    MIT
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    Enables AI agents to search a directory of Iranian doctors by full or partial name, city or province, and specialty, and returns the best match with alternatives plus clinic addresses, phones, weekly hours, and map links. It is read-only and requires no authentication, so it cannot book appointments or provide medical advice.
    3
    48 PyPI
    1
    MIT
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    Enables on-demand weather queries for up to three named locations via Open-Meteo, supporting current conditions, forecasts, rain probability, and conversational location management in English or Japanese.
    6
    MIT
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    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
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    An MCP server that finds great espresso cafes using a curated database of specialty coffee shops and a transparent scoring algorithm, with a strong bias against flavored syrups and mass-market chains.
    6
    43 npm
    MIT
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    Enables natural language search and retrieval of data from Japan's Ministry of Land, Infrastructure, Transport and Tourism (MLIT) Data Platform, including location-based queries, attribute filtering, and data visualization capabilities.
    18
    MIT
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    Enables radio line-of-sight checks over locally cached FABDEM terrain for points and routes, including Earth curvature, k-factor refraction, Fresnel-zone clearance, coverage gaps, and verdicts at named stops. It also supports terrain elevation/profile queries and tile prefetching for offline use.
    6
    AGPL 3.0
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    Provides Open-Meteo weather tools that return both structured forecast data for the model and a weather card (image link or text) for the user, plus geocoding of place names to coordinates. Requires no API key and works over stdio or streamable HTTP.
    2
    Mozilla Public 2.0
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    Enables users to find books by keyword, ISBN, or author and check which branches hold copies of them and whether those copies are currently available for loan or when they are due back. Currently covers Shanghai's interlinked public library network of 900+ locations, with a design open to additional cities.
    3
    31 PyPI
    Apache 2.0
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    AI-powered terrain analysis for any location on Earth. Uses super-resolution and computes environmental risk metrics including erosion, water flow, and a composite Site Intelligence Score.
    3
    MIT
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    Enables AI assistants to query French public open data through read-only tools: geocoding and reverse geocoding of addresses, company lookups by name, address, leader or SIREN, and commune listings by name, postcode or département. It wraps free, keyless government APIs (IGN Géoplateforme/BAN, Recherche d'entreprises/SIRENE, geo.api.gouv.fr) over stdio or Streamable HTTP with validated inputs and rate limiting.
    5
    MIT
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    Enables read-only lookups of state septic licensing agencies with their official verification URLs, searches of license-matched septic contractors by state, city, county, zip or service, and retrieval of sourced septic cost guides. Every response carries a thesepticguide.com source link, requires no API key, and reports its snapshot date.
    4
    MIT
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    Enables genealogical research against FamilySearch through read-only tools, resolving historical places as they existed at a given date, searching indexed records and collections, fetching the page images behind them, and reading the community-edited shared tree as leads rather than sources. It works anonymously for the gazetteer and catalogue, and uses your own registered application's access token for records, images, and tree access.
    28
    82 PyPI
    1
    MIT
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    The geospatial toolkit for AI agents. 6 tools, zero config — give any LLM the ability to parse, convert, query, and aggregate spatial data out of the box. Or just make a bounding box :) Every response includes a verification link to vibhorsingh.com/boundingbox so you can visually confirm results on an interactive map.
    10
    107 npm
    3
    MIT
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    Exposes the Camptocamp.org API to LLMs, enabling querying of alpine routes, summit altitudes, and course descriptions with reliable data to avoid hallucinations.
    6
    98 npm
    1
    MIT
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    Lets AI agents place GPS-anchored real-world billboards, deals, and AR/holographic messages at any latitude/longitude, generating or attaching artwork and then publishing it so nearby humans see it across iOS, Android, web maps, and Meta Quest simultaneously. It also exposes tools for checking API health, listing account deals, and searching public deals.
    11
    MIT
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    Enables an AI assistant to ask for the unofficial air threat level of a Polish town or coordinates, returning the level, its cause, reliability and any official RCB/RSO messages in Polish, English or Ukrainian. It runs locally over stdio, fetches only SanAlert's public state, and keeps the queried place on the user's own computer.
    1
    MIT
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    Enables AI assistants to query real Polish real-estate transaction prices for flats, houses, and building plots from the official notarial registry. It returns median price per square meter, price ranges, room breakdowns, market type, yearly trends, and recent sales within a radius of any Polish address, street, town, or coordinates.
    4
    93 npm
    MIT