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120,395 servers. Updated
20 Best Documentation MCP Servers: compared and ranked, November 2026Ranked from 2,559 matching servers on stars, growth, downloads and maintenance. Updated .

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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
    Apache 2.0
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    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
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    1
    MIT
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    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
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    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
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    Enables AI agents and hackathon teams to query Glendale, California hazard zones and city GIS data by address or coordinates, including nearby resources and dataset metadata for emergency-preparedness applications.
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    GPL 3.0
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    An MCP server that wraps the U.S. Army Corps of Engineers (USACE) Institute for Water Resources (IWR) River Mile Marker ArcGIS Feature Service, allowing LLMs to locate river mile markers on navigable U.S. rivers and answer 'what river mile am I at?' questions.
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    Provides Yelp Fusion API access through MCP tools and resources for searching businesses, getting reviews, and more.
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    A production-grade MCP server that provides real-time weather data and demonstrates the complete MCP protocol surface including tools, resources, prompts, and structured output.
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    MIT
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    Enables AI assistants to query documentation, API references, code examples, and live ICGC style/layer configuration for building maps with mapicgc-gl-js. It also exposes changelog and README resources plus a map-creation prompt.
    6
    BSD 3-Clause
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    Enables AI assistants to retrieve Italian Alpine and Apennine hiking data, including numbered trails, refuges, avalanche bulletins, and mountain weather forecasts, through MCP tools, resources, and prompts.
    9
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    MIT
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    A standalone stdio MCP server that exposes 13 resources, 3 prompts and 7 tools for assembling interactive, replayable HTML interfaces such as calculators, charts, maps, flowcharts and small apps. It returns the generated HTML document for the calling client to decide whether and how to display.
    68 npm
    MIT
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    Enables natural-language interaction with geospatial data from the State of Alaska Geoportal, allowing users to query and work with ArcGIS Online resources through an MCP-compatible interface.
    MIT
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    MCP server for querying Brazilian postal codes (CEP) from the official Correios source, supporting read-only lookups via natural language in any MCP-compatible client.
    MIT
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    Enables location-aware AI agents to search for nearby places, get detailed place information including hours and ratings, and calculate routes with turn-by-turn directions using Google Maps APIs.
    22
    MIT
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    An MCP server for searching Sparkasse bank branches and ATMs by location, with filtering by type, facilities, and open status. Currently uses mock data but designed for easy integration with the real Sparkasse API.
    MIT
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    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
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    Enables coding agents to turn messy free-text postal addresses into clean structured fields (house number, road, unit, city, postcode, country) and to expand addresses, via the two stdio tools parse_address and expand_address. It proxies those calls to the hosted ParseAddr API using a PARSEADDR_API_KEY, so no libpostal self-hosting or local build is required.
    MIT
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    Provides geographic coordinate geometry tools for computing midpoints, centroids, bounding boxes, and point-in-bbox tests, enabling spatial calculations via natural language queries.
    106 npm
    MIT
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    Provides complete world location data (countries, states, cities) as an MCP server for AI assistants, enabling search and retrieval of geographic information through 11 tools and 5 resources.
    1,399 npm
    1
    MIT
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    Enables an LLM agent to search and filter California restaurants by cuisine, city or neighborhood, vibe, maximum price, and minimum rating, fetch full details and customer reviews for individual restaurants, and retrieve an overview of available cities, cuisines, and vibes through MCP tools and resources.
    MIT
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    Unified MCP server for place search and geocoding across Kakao, Naver, and Google Maps APIs with automatic provider fallback.
    MIT
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    Provides foot-traffic and busyness forecasts for public venues, including hourly/daily busyness curves, live busyness comparisons, and queries by venue ID or name/address.
    141 npm
    MIT
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    Enables coding agents and researchers to link study locations and dates to public air-quality records, perform exposure reconstruction, generate causal DAGs, and maintain an auditable decision log for air-pollution exposure assessment.
    MIT
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    Search Apple Maps for businesses with Apple ratings and aggregated Yelp and TripAdvisor reviews. Useful for lead generation, restaurant research, and competitive analysis.
    MIT
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    Provides 15 geospatial utility tools for AI agents, covering coordinate transformation, spatial data validation, elevation/terrain, viewshed analysis, and drone flight planning.
    1
    MIT