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"A resource for academic research or scholarly articles" matching MCP servers:

  • osm-mcp

    a-tsitanov
    F
    license
    B
    quality
    B
    maintenance
    Provides read-only query tools over OpenStreetMap data in PostGIS, enabling natural language queries for features, categories, and spatial analysis.
    7

  • discava – Business Directory

    discava
    A
    license
    A
    quality
    D
    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

  • Pikud Haoref Alert System

    LeonMelamud
    F
    license
    -
    quality
    D
    maintenance
    Provides real-time access to Israeli emergency alerts from the official Pikud Haoref (Home Front Command) API. Enables AI assistants to check current alerts, retrieve alert history with intelligent city filtering, and monitor emergency notifications including rocket alerts, aerial intrusions, and earthquakes.
    5

  • discava – Business Directory

    sebastian1747
    F
    license
    -
    quality
    -
    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

  • mcp-grounding

    alxnhfr-bit
    A
    license
    A
    quality
    B
    maintenance
    An MCP server that exposes a verify_place tool for verifying places via Google Places API, along with a rubric resource and classify_post prompt for grounding-based classification tasks.
    1
    Apache 2.0

  • Eventflare MCP

    mluckx
    A
    license
    A
    quality
    D
    maintenance
    Search 8,000+ corporate event venues across 40+ cities. Tools for venue search by capacity/category, pricing guides, expert advice articles, and inquiry handoff. Read-only, PII-redacted, UTM-attributed.
    7
    6
    MIT

  • odh-mcp-server

    openfantasymap
    F
    license
    A
    quality
    D
    maintenance
    A FastMCP server that exposes hospitality data — accommodations, events, and gastronomy — through a unified MCP interface, supporting multiple worlds for real or fictional data.
    5

  • licha-order-mcp

    lichadecha
    F
    license
    A
    quality
    B
    maintenance
    An MCP server for ordering tea from Licas Tea, allowing AI to find stores, view menus, build orders, and estimate prices in conversation. Currently read-only: no real orders or payments.
    4

  • Luxxon

    luxxon-dev
    A
    license
    A
    quality
    D
    maintenance
    On-demand live vision MCP for AI agents — open a session at a lat/lng, receive a JPEG snapshot or WebRTC stream, settled per-second in USDC on Base. Four tools (get_session, get_frame, get_stream_url, cancel_session); currently Base Sepolia testnet.
    4
    1
    MIT

  • maps-mcp

    snickery
    A
    license
    A
    quality
    B
    maintenance
    MCP server exposing Google Maps Platform to MCP clients with seven tools for geocoding, place search/details, traffic-aware travel times, and time zones. Runs as a local stdio server or a containerized HTTP service with bearer auth, needing only a single API key.
    7
    MIT

  • bbox-mcp-server

    iamvibhorsingh
    A
    license
    A
    quality
    B
    maintenance
    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.
    6
    39
    3
    MIT

  • landbenchmark-mcp

    winds3753
    A
    license
    A
    quality
    B
    maintenance
    An MCP server that lets an AI agent run satellite land due-diligence through LandBenchmark. Its analyze_parcel tool takes a lat/lon or GeoJSON geometry and returns a green / caution / walk-away verdict with cited signals — flooding, slope, wildfire, road access, and more — for any parcel.
    1
    203
    MIT