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GAJA (가자) - Korea Travel & Measured Visits MCP Server

MCP Registry License: MIT Status: Live

GAJA is a production remote Model Context Protocol (MCP) server providing verified travel destinations and optimized itineraries across 250+ administrative districts in South Korea, powered by real-world telecommunication and navigation visit big data.


🌟 Key Features

  • Real-World Measured Big Data: Uses actual mobile carrier roaming and navigation movement volumes from the Korea Tourism Organization (TourAPI) and TMAP Big Data, eliminating hallucinations.

  • Full Regional Coverage: 250+ cities, counties, and districts across South Korea (Seoul, Gangwon, Jeju, Busan, Inje, etc.).

  • Multi-day Course Generator: Automatically generates 1-day to 8-day structured itineraries with morning/lunch/afternoon/dinner/lodging schedules and live weather forecasts.

  • Foreign Visitor Surge Detection: Identifies rapidly emerging travel spots popular among inbound foreign tourists by nationality.

  • Production-Ready & High Performance: Deployed over HTTP with Streamable-HTTP (stateless_http=True), payload optimized under 16KB for compatibility with all MCP clients.


Related MCP server: seoul-essentials

📡 Live Remote MCP Endpoints

Resource

URL

Description

MCP Live Endpoint

https://gaja.mocean.kr/mcp

Streamable-HTTP / JSON-RPC Transport

RFC Standard Discovery

https://gaja.mocean.kr/.well-known/mcp.json

Discovery manifest

Server Metadata

https://gaja.mocean.kr/.well-known/mcp-server.json

Schema & version descriptor

AI Context Index

https://gaja.mocean.kr/llms.txt

Context for LLMs & AI search engines


🛠️ Provided Tools

1. gaja_recommend_trending_places

  • Description: Recommends top trending travel destinations in South Korea based on statistically verified mobile visit counts.

  • Parameters:

    • limit (integer, optional): Maximum number of destinations to return (default: 5, max: 20).

    • category (string, optional): Travel category filter (nature, culture, leisure, food).

2. gaja_recommend_places

  • Description: Generates an optimized, day-by-day travel itinerary with verified attractions, restaurants, and lodgings for any Korean district.

  • Parameters:

    • query (string, required): Destination name (e.g. 인제군, 강릉시, 제주도, Inje, Gangneung).

    • days (integer, optional): Duration in days (1 to 8, default: 2).

    • companion (string, optional): Travel companion type (solo, couple, family, friends).

3. gaja_get_foreign_surge

  • Description: Analyzes regional districts experiencing a rapid surge in inbound foreign visitors compared to the previous period.

  • Parameters:

    • top_n (integer, optional): Number of surging districts to return (default: 5).

    • nationality (string, optional): Filter by visitor nationality (e.g., ALL, JP, CN, US).

4. gaja_get_data_freshness

  • Description: Returns the statistical baseline date, aggregation window, data provider provenance, and sample size of the underlying datasets.


🚀 Client Configuration

Claude Desktop (claude_desktop_config.json)

{
  "mcpServers": {
    "gaja": {
      "url": "https://gaja.mocean.kr/mcp"
    }
  }
}

Note: For Claude Desktop versions supporting remote HTTP MCP, simply add the URL above.

Cursor / Windsurf

Add a new MCP server in settings:

  • Type: command (with mcp-proxy) or direct streamable-http / sse

  • URL: https://gaja.mocean.kr/mcp

Kakao PlayMCP

GAJA is registered on Kakao PlayMCP (gaja identifier) with zero-authentication remote access:

  • Endpoint: https://gaja.mocean.kr/mcp


📊 Data Reliability & Provenance

Every recommendation returned by GAJA includes a PROVENANCE verification tag linking back to official government and telecom datasets:

  • Korea Tourism Organization TourAPI 4.0

  • TMAP Big Data Navigation Destination Index

  • Korea Meteorological Administration Realtime Forecast


📄 License

This MCP server metadata and client integration specifications are licensed under the MIT License. Data sources comply with public data licenses (KOGL Type 1).

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